{ "base": "http://localhost:63030", "models": [ "vanilla-rag", "hybrid-rag", "contextual-rag", "graph-rag", "agentic-rag", "n8n-adaptive-rag", "vanilla-rag-wide", "hybrid-rag-high-recall", "hybrid-rag-fast", "contextual-rag-high-recall", "graph-rag-fast", "graph-rag-wide", "agentic-rag-deeper", "n8n-adaptive-rag-default" ], "model_profiles": [ { "model": "vanilla-rag", "base_model": "vanilla-rag", "flavor": "default", "requires_reingest": false }, { "model": "hybrid-rag", "base_model": "hybrid-rag", "flavor": "default", "requires_reingest": false }, { "model": "contextual-rag", "base_model": "contextual-rag", "flavor": "default", "requires_reingest": false }, { "model": "graph-rag", "base_model": "graph-rag", "flavor": "default", "requires_reingest": false }, { "model": "agentic-rag", "base_model": "agentic-rag", "flavor": "default", "requires_reingest": false }, { "model": "n8n-adaptive-rag", "base_model": "n8n-adaptive-rag", "flavor": "default", "requires_reingest": false }, { "model": "vanilla-rag-wide", "base_model": "vanilla-rag", "flavor": "wide", "requires_reingest": false }, { "model": "hybrid-rag-high-recall", "base_model": "hybrid-rag", "flavor": "high-recall", "requires_reingest": false }, { "model": "hybrid-rag-fast", "base_model": "hybrid-rag", "flavor": "fast", "requires_reingest": false }, { "model": "contextual-rag-high-recall", "base_model": "contextual-rag", "flavor": "high-recall", "requires_reingest": false }, { "model": "graph-rag-fast", "base_model": "graph-rag", "flavor": "fast", "requires_reingest": false }, { "model": "graph-rag-wide", "base_model": "graph-rag", "flavor": "wide", "requires_reingest": false }, { "model": "agentic-rag-deeper", "base_model": "agentic-rag", "flavor": "deeper", "requires_reingest": false }, { "model": "n8n-adaptive-rag-default", "base_model": "n8n-adaptive-rag", "flavor": "default", "requires_reingest": false } ], "queries_file": "demo/queries.yaml", "queries": [ { "id": "keyword", "query": "What does error code WIDGET-ERR-7741 mean and how do I reset it?", "expect_winner": "hybrid-rag", "rationale": "Rare exact identifier — BM25 leg beats pure dense." }, { "id": "thematic", "query": "What are the main recurring themes across all the documents?", "expect_winner": "graph-rag", "rationale": "Whole-corpus synthesis — graph community structure beats flat top-k." }, { "id": "multihop", "query": "Compare what two different sources concluded on the same event and reconcile them.", "expect_winner": "agentic-rag", "rationale": "Needs decomposition + multiple retrievals — the agent loop shows its work." }, { "id": "factoid", "query": "What is the firmware version referenced in the widget bootloader error?", "expect_winner": "any", "rationale": "Simple single fact — all approaches should answer; teaches 'when is RAG worth it'." }, { "id": "context_starved", "query": "What does the safety relay do when the coil overheats, and how do I clear it?", "expect_winner": "contextual-rag", "rationale": "Contextual blurbs help when a chunk is split from the context that disambiguates it. Under the default naive chunking the keyword doc is a single chunk, so this visibly wins only with Docling structure-aware chunking (or a longer doc that separates the relay from its error code)." }, { "id": "mixed_batch", "query": "List the widget error codes, then explain how they relate to each other across the docs.", "expect_winner": "n8n-adaptive-rag", "rationale": "A cheap lookup plus a multi-doc synthesis in one ask; the adaptive router escalates only the hard half." } ], "cells": [ { "query_id": "keyword", "model": "vanilla-rag", "base_model": "vanilla-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 9.6, "raw": "WIDGET-ERR-7741 means that the thermal cutoff engaged because the widget's coil exceeded 84°C and the safety relay (part RLY-22B) opened. To reset it, you must power-cycle the device for 30 seconds.\n\n
🔎 Retrieved context (5 sources)\n\n**1. widget-error-codes.md**\n\n> # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WIDGET-ERR-3390**: Calibration drift beyond\n\n**2. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md**\n\n> ronicle, LLC v. Google LLC and Alphabet Inc by TechCrunch on Scribd\n\nEditor’s note: This post was updated after publication with a statement provided by Google on Friday evening.\n\n**3. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md**\n\n> izes; the location-tracking prompt that appears when you open Maps; and the App Tracking Transparency pop-up that tells you when an app wants to collect your data. Cue objected to all these things being considered part of setup, but Bellsha\n\n**4. 009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md**\n\n> space. Our resident crypto expert Jacquelyn Melinek has been on the ground at the trial since it started, and continues to cover the ins and outs of the proceedings. But the trial has been on pause from October 20 to today, so there’s plent\n\n**5. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md**\n\n> # Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’\n\nEddy Cue, in a dark suit, peered down at the monitor in front of him. The screens in the Washington, DC, courtroom had briefly malfunctioned and left witnesses\n\n
\n\n---\n📊 9.4s · 5 chunks · 2 LLM calls · 0 cloud", "answer": "WIDGET-ERR-7741 means that the thermal cutoff engaged because the widget's coil exceeded 84°C and the safety relay (part RLY-22B) opened. To reset it, you must power-cycle the device for 30 seconds.", "sources": [ { "title": "widget-error-codes.md", "score": null }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": null }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": null }, { "title": "009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md", "score": null }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": null } ], "metrics": { "seconds": 9.4, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "keyword", "model": "hybrid-rag", "base_model": "hybrid-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 6.4, "raw": "WIDGET-ERR-7741 means the thermal cutoff engaged because the widget's coil exceeded 84°C and the safety relay (part RLY-22B) opened. To reset it, power-cycle for 30s.\n\n
🔎 Retrieved context (5 sources)\n\n**1. widget-error-codes.md** · score 0.888\n\n> # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WIDGET-ERR-3390**: Calibration drift beyond\n\n**2. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md** · score 0.022\n\n> ronicle, LLC v. Google LLC and Alphabet Inc by TechCrunch on Scribd\n\nEditor’s note: This post was updated after publication with a statement provided by Google on Friday evening.\n\n**3. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md** · score 0.015\n\n> # Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’\n\nEddy Cue, in a dark suit, peered down at the monitor in front of him. The screens in the Washington, DC, courtroom had briefly malfunctioned and left witnesses\n\n**4. 015-More from the US v Google trial: vertical search, pre-installs and the case of F.md** · score 0.012\n\n> e share agreements (RSAs) with smartphone makers and wireless carriers (like Verizon) that require them to set Google search and Chrome web browser as defaults. Rosenberg defended the move and said it was because Google apps [like Search] a\n\n**5. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md** · score 0.011\n\n> izes; the location-tracking prompt that appears when you open Maps; and the App Tracking Transparency pop-up that tells you when an app wants to collect your data. Cue objected to all these things being considered part of setup, but Bellsha\n\n
\n\n---\n📊 6.4s · 5 chunks · 2 LLM calls · 0 cloud", "answer": "WIDGET-ERR-7741 means the thermal cutoff engaged because the widget's coil exceeded 84°C and the safety relay (part RLY-22B) opened. To reset it, power-cycle for 30s.", "sources": [ { "title": "widget-error-codes.md", "score": 0.888 }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": 0.022 }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": 0.015 }, { "title": "015-More from the US v Google trial: vertical search, pre-installs and the case of F.md", "score": 0.012 }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": 0.011 } ], "metrics": { "seconds": 6.4, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "keyword", "model": "contextual-rag", "base_model": "contextual-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 8.5, "raw": "Error code WIDGET-ERR-7741 means that the widget's thermal cutoff engaged because the coil exceeded 84°C and the safety relay opened. To reset it, you must power-cycle the widget for 30 seconds.\n\n
🔎 Retrieved context (5 sources)\n\n**1. widget-error-codes.md** · score 0.903\n\n> This section lists specific error codes for the Acme Widget, detailing their causes and required resolution steps. It serves as a quick reference guide for troubleshooting common hardware and software issues.\n\n# Acme Widget Error Code Refer\n\n**2. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.028\n\n> The text details the intense rivalry between Elon Musk and Larry Page regarding the development and safety of artificial intelligence, which led to the creation of OpenAI as a counterbalance to Google's DeepMind. This specific chunk highlig\n\n**3. 032-Is Google Search better than the rest? And is that fair?.md** · score 0.028\n\n> The document discusses allegations that Google manipulates search queries to maximize ad revenue, a claim made by former DuckDuckGo executive Megan Gray in a Wired article that was subsequently removed for inaccuracies. This section highlig\n\n**4. 032-Is Google Search better than the rest? And is that fair?.md** · score 0.021\n\n> The text discusses Google's explanation of its meaning-matching systems, which look beyond specific query words to understand user intent and handle spelling mistakes or synonyms. This process is described as separate from ad keyword matchi\n\n**5. 032-Is Google Search better than the rest? And is that fair?.md** · score 0.015\n\n> This section addresses allegations by former DuckDuckGo executive Megan Gray that Google manipulates search queries to maximize ad revenue, presenting Google's official denial and explanation of how its organic results are determined indepe\n\n
\n\n---\n📊 8.5s · 5 chunks · 2 LLM calls · 0 cloud", "answer": "Error code WIDGET-ERR-7741 means that the widget's thermal cutoff engaged because the coil exceeded 84°C and the safety relay opened. To reset it, you must power-cycle the widget for 30 seconds.", "sources": [ { "title": "widget-error-codes.md", "score": 0.903 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.028 }, { "title": "032-Is Google Search better than the rest? And is that fair?.md", "score": 0.028 }, { "title": "032-Is Google Search better than the rest? And is that fair?.md", "score": 0.021 }, { "title": "032-Is Google Search better than the rest? And is that fair?.md", "score": 0.015 } ], "metrics": { "seconds": 8.5, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "keyword", "model": "graph-rag", "base_model": "graph-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 20.5, "raw": "The error code **WIDGET-ERR-7741** indicates that the widget's coil exceeded 84°C, causing the safety relay (part number RLY-22B) to open as a thermal cutoff mechanism. This is a safety feature designed to protect the device from overheating.\n\nTo reset this error, you can perform a power-cycle by turning off the device for at least 30 seconds and then turning it back on. This process allows the device to cool down and reset its state, potentially resolving the issue.\n\n### References\n\n- [1] widget-error-codes.md\n\n
🔎 Retrieved context (1 source)\n\n**1. LightRAG knowledge graph**\n\n> Graph + vector dual retrieval (mode=hybrid) over the corpus's extracted entities & relations.\n\n
\n\n---\n📊 20.5s · 0 chunks · 1 LLM call · 0 cloud", "answer": "The error code **WIDGET-ERR-7741** indicates that the widget's coil exceeded 84°C, causing the safety relay (part number RLY-22B) to open as a thermal cutoff mechanism. This is a safety feature designed to protect the device from overheating.\n\nTo reset this error, you can perform a power-cycle by turning off the device for at least 30 seconds and then turning it back on. This process allows the device to cool down and reset its state, potentially resolving the issue.\n\n### References\n\n- [1] widget-error-codes.md", "sources": [ { "title": "LightRAG knowledge graph", "score": null } ], "metrics": { "seconds": 20.5, "chunks": 0, "llm_calls": 1, "cloud_calls": 0 } }, { "query_id": "keyword", "model": "agentic-rag", "base_model": "agentic-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 4.9, "raw": "Based on the error code reference:\n\n**WIDGET-ERR-7741** means that a **thermal cutoff has engaged** because the widget's coil exceeded 84°C, causing the safety relay (part RLY-22B) to open.\n\n**To reset it:** Power-cycle the device for 30 seconds.\n\n
🔎 Retrieved context (1 source)\n\n**1. 🤖 Agent trace**\n\n> **Step 1.** **Action:** `search_vectors(WIDGET-ERR-7741 error code meaning reset)`\n\n**Observation:** - widget-error-codes.md: # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WID\n- 031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap openi\n\n**Step 2.** **Action:** `search_vectors(WIDGET-ERR-7741 reset procedure)`\n\n**Observation:** - widget-error-codes.md: # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WID\n- 009-SBF Trial: The latest updates from the FTX collapse’s courtroom dram\n\n
\n\n---\n📊 4.9s · 0 chunks · 5 LLM calls · 0 cloud", "answer": "Based on the error code reference:\n\n**WIDGET-ERR-7741** means that a **thermal cutoff has engaged** because the widget's coil exceeded 84°C, causing the safety relay (part RLY-22B) to open.\n\n**To reset it:** Power-cycle the device for 30 seconds.", "sources": [ { "title": "🤖 Agent trace", "score": null } ], "metrics": { "seconds": 4.9, "chunks": 0, "llm_calls": 5, "cloud_calls": 0 } }, { "query_id": "keyword", "model": "n8n-adaptive-rag", "base_model": "n8n-adaptive-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 0.9, "raw": "WIDGET-ERR-7741 means that the thermal cutoff engaged because the widget's coil exceeded 84°C and the safety relay (part RLY-22B) opened. To reset it, you must power-cycle the device for 30 seconds.\n\n
🔎 Retrieved context (5 sources)\n\n**1. widget-error-codes.md**\n\n> # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WIDGET-ERR-3390**: Calibration drift beyond\n\n**2. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md**\n\n> ronicle, LLC v. Google LLC and Alphabet Inc by TechCrunch on Scribd\n\nEditor’s note: This post was updated after publication with a statement provided by Google on Friday evening.\n\n**3. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md**\n\n> izes; the location-tracking prompt that appears when you open Maps; and the App Tracking Transparency pop-up that tells you when an app wants to collect your data. Cue objected to all these things being considered part of setup, but Bellsha\n\n**4. 009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md**\n\n> space. Our resident crypto expert Jacquelyn Melinek has been on the ground at the trial since it started, and continues to cover the ins and outs of the proceedings. But the trial has been on pause from October 20 to today, so there’s plent\n\n**5. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md**\n\n> # Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’\n\nEddy Cue, in a dark suit, peered down at the monitor in front of him. The screens in the Washington, DC, courtroom had briefly malfunctioned and left witnesses\n\n
\n\n---\n📊 0.5s · 5 chunks · 2 LLM calls · 0 cloud\n\n
🔎 Retrieved context (1 source)\n\n**1. 🧭 Adaptive route**\n\n> n8n routed this query as **simple**.\n\n
\n\n---\n📊 0.9s · 0 chunks · 1 LLM call · 0 cloud", "answer": "WIDGET-ERR-7741 means that the thermal cutoff engaged because the widget's coil exceeded 84°C and the safety relay (part RLY-22B) opened. To reset it, you must power-cycle the device for 30 seconds.", "sources": [ { "title": "widget-error-codes.md", "score": null }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": null }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": null }, { "title": "009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md", "score": null }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": null } ], "metrics": { "seconds": 0.5, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "keyword", "model": "vanilla-rag-wide", "base_model": "vanilla-rag", "flavor": "wide", "requires_reingest": false, "ok": true, "latency_s": 2.1, "raw": "WIDGET-ERR-7741 means that the widget's coil exceeded 84°C and the safety relay (part RLY-22B) opened. To reset it, power-cycle the widget for 30 seconds.\n\n
🔎 Retrieved context (8 sources)\n\n**1. widget-error-codes.md**\n\n> # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WIDGET-ERR-3390**: Calibration drift beyond\n\n**2. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md**\n\n> ronicle, LLC v. Google LLC and Alphabet Inc by TechCrunch on Scribd\n\nEditor’s note: This post was updated after publication with a statement provided by Google on Friday evening.\n\n**3. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md**\n\n> izes; the location-tracking prompt that appears when you open Maps; and the App Tracking Transparency pop-up that tells you when an app wants to collect your data. Cue objected to all these things being considered part of setup, but Bellsha\n\n**4. 009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md**\n\n> space. Our resident crypto expert Jacquelyn Melinek has been on the ground at the trial since it started, and continues to cover the ins and outs of the proceedings. But the trial has been on pause from October 20 to today, so there’s plent\n\n**5. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md**\n\n> # Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’\n\nEddy Cue, in a dark suit, peered down at the monitor in front of him. The screens in the Washington, DC, courtroom had briefly malfunctioned and left witnesses\n\n**6. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md**\n\n> LLC invokes the Sherman Act and Clayton Act to seek class-wide monetary and injunctive relief to restore and ensure competition for digital news and reference publishing and set up guardrails to preserve a free marketplace of ideas in the n\n\n**7. 031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md**\n\n> that I had unwittingly written code that contributed to a crime,” he said.\n\nSoon, however, the clock neared 4:30 p.m., and court adjourned for the day. Yedidia will continue his testimony on Thursday, followed by Matt Huang, a former partne\n\n**8. 015-More from the US v Google trial: vertical search, pre-installs and the case of F.md**\n\n> pecifically, Baker recounted how, Mozilla “failed” when it switched Firefox’s default search engine from Google to Yahoo.\n\nQuick backstory: Yahoo inked a deal with Mozilla way back in 2014 to pay the browser maker $375 million annually to b\n\n
\n\n---\n📊 2.1s · 8 chunks · 2 LLM calls · 0 cloud", "answer": "WIDGET-ERR-7741 means that the widget's coil exceeded 84°C and the safety relay (part RLY-22B) opened. To reset it, power-cycle the widget for 30 seconds.", "sources": [ { "title": "widget-error-codes.md", "score": null }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": null }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": null }, { "title": "009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md", "score": null }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": null }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": null }, { "title": "031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md", "score": null }, { "title": "015-More from the US v Google trial: vertical search, pre-installs and the case of F.md", "score": null } ], "metrics": { "seconds": 2.1, "chunks": 8, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "keyword", "model": "hybrid-rag-high-recall", "base_model": "hybrid-rag", "flavor": "high-recall", "requires_reingest": false, "ok": true, "latency_s": 12.0, "raw": "WIDGET-ERR-7741 means the thermal cutoff engaged because the widget's coil exceeded 84°C and the safety relay (part RLY-22B) opened. To reset it, power-cycle for 30s.\n\n
🔎 Retrieved context (8 sources)\n\n**1. widget-error-codes.md** · score 0.888\n\n> # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WIDGET-ERR-3390**: Calibration drift beyond\n\n**2. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.055\n\n> DeepMind machine AlphaGo in March 2016. Credit: EPA\n\nRationalists, effective altruists and others who worried about the risks of AI claimed the computer’s win validated their fears. “This is another indication that AI is progressing faster \n\n**3. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md** · score 0.022\n\n> ronicle, LLC v. Google LLC and Alphabet Inc by TechCrunch on Scribd\n\nEditor’s note: This post was updated after publication with a statement provided by Google on Friday evening.\n\n**4. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md** · score 0.015\n\n> # Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’\n\nEddy Cue, in a dark suit, peered down at the monitor in front of him. The screens in the Washington, DC, courtroom had briefly malfunctioned and left witnesses\n\n**5. 015-More from the US v Google trial: vertical search, pre-installs and the case of F.md** · score 0.012\n\n> e share agreements (RSAs) with smartphone makers and wireless carriers (like Verizon) that require them to set Google search and Chrome web browser as defaults. Rosenberg defended the move and said it was because Google apps [like Search] a\n\n**6. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md** · score 0.011\n\n> izes; the location-tracking prompt that appears when you open Maps; and the App Tracking Transparency pop-up that tells you when an app wants to collect your data. Cue objected to all these things being considered part of setup, but Bellsha\n\n**7. 015-More from the US v Google trial: vertical search, pre-installs and the case of F.md** · score 0.011\n\n> clusive deals with smartphone and computer manufacturers and wireless carriers. Google might end up having to turn over all or most of the data it has collected to other search engines so they can improve their products and attract more use\n\n**8. 010-SBF’s trial starts soon, but how did he — and FTX — get here?.md** · score 0.011\n\n> ggest financial frauds in American history,” in a press conference.\n\nThe aftermath\n\nFTX co-founder and former CTO Gary Wang, and Alameda Research’s former CEO, Caroline Ellison, both pleaded guilty in December 2022 to federal criminal charg\n\n
\n\n---\n📊 12.0s · 8 chunks · 2 LLM calls · 0 cloud", "answer": "WIDGET-ERR-7741 means the thermal cutoff engaged because the widget's coil exceeded 84°C and the safety relay (part RLY-22B) opened. To reset it, power-cycle for 30s.", "sources": [ { "title": "widget-error-codes.md", "score": 0.888 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.055 }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": 0.022 }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": 0.015 }, { "title": "015-More from the US v Google trial: vertical search, pre-installs and the case of F.md", "score": 0.012 }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": 0.011 }, { "title": "015-More from the US v Google trial: vertical search, pre-installs and the case of F.md", "score": 0.011 }, { "title": "010-SBF’s trial starts soon, but how did he — and FTX — get here?.md", "score": 0.011 } ], "metrics": { "seconds": 12.0, "chunks": 8, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "keyword", "model": "hybrid-rag-fast", "base_model": "hybrid-rag", "flavor": "fast", "requires_reingest": false, "ok": true, "latency_s": 1.6, "raw": "WIDGET-ERR-7741 means the widget's coil exceeded 84°C and the safety relay (part RLY-22B) opened. To reset it, power-cycle for 30s.\n\n
🔎 Retrieved context (5 sources)\n\n**1. widget-error-codes.md** · score 1.000\n\n> # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WIDGET-ERR-3390**: Calibration drift beyond\n\n**2. 031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md** · score 0.162\n\n> that I had unwittingly written code that contributed to a crime,” he said.\n\nSoon, however, the clock neared 4:30 p.m., and court adjourned for the day. Yedidia will continue his testimony on Thursday, followed by Matt Huang, a former partne\n\n**3. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md** · score 0.138\n\n> ronicle, LLC v. Google LLC and Alphabet Inc by TechCrunch on Scribd\n\nEditor’s note: This post was updated after publication with a statement provided by Google on Friday evening.\n\n**4. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md** · score 0.133\n\n> izes; the location-tracking prompt that appears when you open Maps; and the App Tracking Transparency pop-up that tells you when an app wants to collect your data. Cue objected to all these things being considered part of setup, but Bellsha\n\n**5. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.132\n\n> ting for a year,” Hassabis said. “I thought that would be my unique hook in: I knew that he loved chess.”\n\nIn 2010, Hassabis and two colleagues, who all lived in Britain, were looking for money to start building “artificial general intellig\n\n
\n\n---\n📊 1.6s · 5 chunks · 2 LLM calls · 0 cloud", "answer": "WIDGET-ERR-7741 means the widget's coil exceeded 84°C and the safety relay (part RLY-22B) opened. To reset it, power-cycle for 30s.", "sources": [ { "title": "widget-error-codes.md", "score": 1.0 }, { "title": "031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md", "score": 0.162 }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": 0.138 }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": 0.133 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.132 } ], "metrics": { "seconds": 1.6, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "keyword", "model": "contextual-rag-high-recall", "base_model": "contextual-rag", "flavor": "high-recall", "requires_reingest": false, "ok": true, "latency_s": 15.2, "raw": "Error code **WIDGET-ERR-7741** means that the widget's thermal cutoff engaged because the coil exceeded 84°C, causing the safety relay (part RLY-22B) to open. To reset it, you must power-cycle the widget for 30 seconds.\n\n
🔎 Retrieved context (8 sources)\n\n**1. widget-error-codes.md** · score 0.903\n\n> This section lists specific error codes for the Acme Widget, detailing their causes and required resolution steps. It serves as a quick reference guide for troubleshooting common hardware and software issues.\n\n# Acme Widget Error Code Refer\n\n**2. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.028\n\n> The text details the intense rivalry between Elon Musk and Larry Page regarding the development and safety of artificial intelligence, which led to the creation of OpenAI as a counterbalance to Google's DeepMind. This specific chunk highlig\n\n**3. 032-Is Google Search better than the rest? And is that fair?.md** · score 0.028\n\n> The document discusses allegations that Google manipulates search queries to maximize ad revenue, a claim made by former DuckDuckGo executive Megan Gray in a Wired article that was subsequently removed for inaccuracies. This section highlig\n\n**4. 032-Is Google Search better than the rest? And is that fair?.md** · score 0.021\n\n> The text discusses Google's explanation of its meaning-matching systems, which look beyond specific query words to understand user intent and handle spelling mistakes or synonyms. This process is described as separate from ad keyword matchi\n\n**5. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.021\n\n> This passage details the internal conflict at OpenAI regarding its commercialization and safety standards, specifically highlighting Dario Amodei's departure due to concerns over Microsoft's influence, which mirrors the broader theme of ego\n\n**6. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md** · score 0.018\n\n> This excerpt introduces Eddy Cue's testimony in the US v. Google antitrust trial, where he defends Apple's long-standing default search agreement with Google by arguing that no valid alternative existed at the time of the deal.\n\n# Apple def\n\n**7. 032-Is Google Search better than the rest? And is that fair?.md** · score 0.015\n\n> This section addresses allegations by former DuckDuckGo executive Megan Gray that Google manipulates search queries to maximize ad revenue, presenting Google's official denial and explanation of how its organic results are determined indepe\n\n**8. 015-More from the US v Google trial: vertical search, pre-installs and the case of F.md** · score 0.014\n\n> This section details testimony from Google executive Jamie Rosenberg regarding revenue-share agreements that mandate Google apps as defaults on Android devices, followed by Expedia's complaint about the impact of increased ads on organic se\n\n
\n\n---\n📊 15.2s · 8 chunks · 2 LLM calls · 0 cloud", "answer": "Error code **WIDGET-ERR-7741** means that the widget's thermal cutoff engaged because the coil exceeded 84°C, causing the safety relay (part RLY-22B) to open. To reset it, you must power-cycle the widget for 30 seconds.", "sources": [ { "title": "widget-error-codes.md", "score": 0.903 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.028 }, { "title": "032-Is Google Search better than the rest? And is that fair?.md", "score": 0.028 }, { "title": "032-Is Google Search better than the rest? And is that fair?.md", "score": 0.021 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.021 }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": 0.018 }, { "title": "032-Is Google Search better than the rest? And is that fair?.md", "score": 0.015 }, { "title": "015-More from the US v Google trial: vertical search, pre-installs and the case of F.md", "score": 0.014 } ], "metrics": { "seconds": 15.2, "chunks": 8, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "keyword", "model": "graph-rag-fast", "base_model": "graph-rag", "flavor": "fast", "requires_reingest": false, "ok": true, "latency_s": 8.5, "raw": "The error code **WIDGET-ERR-7741** indicates a thermal issue with your Acme Widget device. Specifically, this error occurs when the widget's coil exceeds 84°C, causing the safety relay (part number RLY-22B) to open as a protective measure.\n\nTo reset this error, you can perform a power-cycle of the device. This involves turning off the device and waiting for approximately 30 seconds before turning it back on. This process should allow the system to cool down and reset the safety relay.\n\n### References\n\n- [1] widget-error-codes.md\n\n
🔎 Retrieved context (1 source)\n\n**1. LightRAG knowledge graph**\n\n> Graph + vector dual retrieval (mode=local) over the corpus's extracted entities & relations.\n\n
\n\n---\n📊 8.5s · 0 chunks · 1 LLM call · 0 cloud", "answer": "The error code **WIDGET-ERR-7741** indicates a thermal issue with your Acme Widget device. Specifically, this error occurs when the widget's coil exceeds 84°C, causing the safety relay (part number RLY-22B) to open as a protective measure.\n\nTo reset this error, you can perform a power-cycle of the device. This involves turning off the device and waiting for approximately 30 seconds before turning it back on. This process should allow the system to cool down and reset the safety relay.\n\n### References\n\n- [1] widget-error-codes.md", "sources": [ { "title": "LightRAG knowledge graph", "score": null } ], "metrics": { "seconds": 8.5, "chunks": 0, "llm_calls": 1, "cloud_calls": 0 } }, { "query_id": "keyword", "model": "graph-rag-wide", "base_model": "graph-rag", "flavor": "wide", "requires_reingest": false, "ok": true, "latency_s": 22.2, "raw": "Error\n\n
🔎 Retrieved context (1 source)\n\n**1. LightRAG knowledge graph**\n\n> Graph + vector dual retrieval (mode=hybrid) over the corpus's extracted entities & relations.\n\n
\n\n---\n📊 22.2s · 0 chunks · 1 LLM call · 0 cloud", "answer": "Error", "sources": [ { "title": "LightRAG knowledge graph", "score": null } ], "metrics": { "seconds": 22.2, "chunks": 0, "llm_calls": 1, "cloud_calls": 0 } }, { "query_id": "keyword", "model": "agentic-rag-deeper", "base_model": "agentic-rag", "flavor": "deeper", "requires_reingest": false, "ok": true, "latency_s": 4.1, "raw": "Based on the error code reference, **WIDGET-ERR-7741** indicates that a **thermal cutoff has engaged** because the widget's coil exceeded 84°C, causing the safety relay (part RLY-22B) to open.\n\nTo reset this error, you need to **power-cycle the device for 30 seconds**.\n\n
🔎 Retrieved context (1 source)\n\n**1. 🤖 Agent trace**\n\n> **Step 1.** **Action:** `search_vectors(WIDGET-ERR-7741 error code meaning reset)`\n\n**Observation:** - widget-error-codes.md: # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WID\n- 031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap openi\n\n**Step 2.** **Action:** `search_vectors(WIDGET-ERR-7741 reset procedure)`\n\n**Observation:** - widget-error-codes.md: # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WID\n- 009-SBF Trial: The latest updates from the FTX collapse’s courtroom dram\n\n
\n\n---\n📊 4.1s · 0 chunks · 5 LLM calls · 0 cloud", "answer": "Based on the error code reference, **WIDGET-ERR-7741** indicates that a **thermal cutoff has engaged** because the widget's coil exceeded 84°C, causing the safety relay (part RLY-22B) to open.\n\nTo reset this error, you need to **power-cycle the device for 30 seconds**.", "sources": [ { "title": "🤖 Agent trace", "score": null } ], "metrics": { "seconds": 4.1, "chunks": 0, "llm_calls": 5, "cloud_calls": 0 } }, { "query_id": "keyword", "model": "n8n-adaptive-rag-default", "base_model": "n8n-adaptive-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 1.8, "raw": "WIDGET-ERR-7741 means that the thermal cutoff engaged because the widget's coil exceeded 84°C and the safety relay (part RLY-22B) opened. To reset it, you must power-cycle the device for 30 seconds.\n\n
🔎 Retrieved context (5 sources)\n\n**1. widget-error-codes.md**\n\n> # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WIDGET-ERR-3390**: Calibration drift beyond\n\n**2. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md**\n\n> ronicle, LLC v. Google LLC and Alphabet Inc by TechCrunch on Scribd\n\nEditor’s note: This post was updated after publication with a statement provided by Google on Friday evening.\n\n**3. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md**\n\n> izes; the location-tracking prompt that appears when you open Maps; and the App Tracking Transparency pop-up that tells you when an app wants to collect your data. Cue objected to all these things being considered part of setup, but Bellsha\n\n**4. 009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md**\n\n> space. Our resident crypto expert Jacquelyn Melinek has been on the ground at the trial since it started, and continues to cover the ins and outs of the proceedings. But the trial has been on pause from October 20 to today, so there’s plent\n\n**5. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md**\n\n> # Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’\n\nEddy Cue, in a dark suit, peered down at the monitor in front of him. The screens in the Washington, DC, courtroom had briefly malfunctioned and left witnesses\n\n
\n\n---\n📊 1.8s · 5 chunks · 2 LLM calls · 0 cloud\n\n
🔎 Retrieved context (1 source)\n\n**1. 🧭 Adaptive route**\n\n> n8n routed this query as **simple**.\n\n
\n\n---\n📊 1.8s · 0 chunks · 1 LLM call · 0 cloud", "answer": "WIDGET-ERR-7741 means that the thermal cutoff engaged because the widget's coil exceeded 84°C and the safety relay (part RLY-22B) opened. To reset it, you must power-cycle the device for 30 seconds.", "sources": [ { "title": "widget-error-codes.md", "score": null }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": null }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": null }, { "title": "009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md", "score": null }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": null } ], "metrics": { "seconds": 1.8, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "thematic", "model": "vanilla-rag", "base_model": "vanilla-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 3.4, "raw": "The provided context is insufficient to identify main recurring themes across *all* the documents because the documents cover disparate and unrelated topics without a clear common thread.\n\n* **Documents [1], [2], and [3]** discuss the rise of artificial intelligence, internal conflicts at OpenAI (specifically regarding Sam Altman), the pursuit of Artificial General Intelligence (AGI), and interactions involving figures like Peter Thiel and Eliezer Yudkowsky.\n* **Document [4]** discusses a US v Google trial, specifically focusing on search revenue data and popular search queries.\n* **Document [5]** briefly mentions the SBF (Sam Bankman-Fried) trial and FTX collapse.\n\nThere is no single theme that connects AI development, Google's search revenue, and the FTX legal proceedings. Therefore, a unified recurring theme across all documents cannot be determined from the context.\n\n
🔎 Retrieved context (5 sources)\n\n**1. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> of digital text. Seeking the path to artificial general intelligence, AGI. Credit: iStock By analysing countless Wikipedia articles, digital books and message boards, it could generate text on its own. It also had the unfortunate habit of m\n\n**2. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> d in the same direction, the more contentious the disagreements are. You see this in sects and religious orders. There are bitter fights between the closest people.” Last month that infighting came to OpenAI’s boardroom. Rebel board members\n\n**3. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> rope of science fiction that describes the moment when intelligent technology can no longer be controlled by humanity.\n\nWith funding from Thiel, Yudkowsky had expanded his AI lab and created an annual conference on the singularity. Years be\n\n**4. 015-More from the US v Google trial: vertical search, pre-installs and the case of F.md**\n\n> st popular search queries\n\nJudge Amit Mehta ruled to make a list public that provides a glimpse of which search terms make Google the most money. The list of popular search terms ordered by revenue includes 20 terms that were lucrative for \n\n**5. 009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md**\n\n> ity. You can listen to a special joint episode of our podcasts Equity and Chain Reaction to get a better sense of the vibe between the jurors and the rest of the court.\n\nFor a full rundown of our coverage of the SBF trial, check below:\n\n
\n\n---\n📊 3.3s · 5 chunks · 2 LLM calls · 0 cloud", "answer": "The provided context is insufficient to identify main recurring themes across *all* the documents because the documents cover disparate and unrelated topics without a clear common thread.\n\n* **Documents [1], [2], and [3]** discuss the rise of artificial intelligence, internal conflicts at OpenAI (specifically regarding Sam Altman), the pursuit of Artificial General Intelligence (AGI), and interactions involving figures like Peter Thiel and Eliezer Yudkowsky.\n* **Document [4]** discusses a US v Google trial, specifically focusing on search revenue data and popular search queries.\n* **Document [5]** briefly mentions the SBF (Sam Bankman-Fried) trial and FTX collapse.\n\nThere is no single theme that connects AI development, Google's search revenue, and the FTX legal proceedings. Therefore, a unified recurring theme across all documents cannot be determined from the context.", "sources": [ { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null }, { "title": "015-More from the US v Google trial: vertical search, pre-installs and the case of F.md", "score": null }, { "title": "009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md", "score": null } ], "metrics": { "seconds": 3.3, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "thematic", "model": "hybrid-rag", "base_model": "hybrid-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 6.7, "raw": "The provided context is insufficient to identify main recurring themes across *all* the documents because the documents cover distinct and unrelated topics. Documents [1], [2], and [5] discuss antitrust issues involving Google, while Documents [3] and [4] discuss the criminal trial of Sam Bankman-Fried. There is no common theme linking these separate legal cases within the provided text.\n\n
🔎 Retrieved context (5 sources)\n\n**1. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md** · score 0.179\n\n> which owns and publishes two weekly newspapers in Arkansas, argues that Google is “starving the free press” by sharing publishers’ content on Google, losing them “billions of dollars.”\n\nIn addition to new AI technologies, the suit points to\n\n**2. 015-More from the US v Google trial: vertical search, pre-installs and the case of F.md** · score 0.134\n\n> Hurst pointed out that Google began sharing its own flight and hotel data in search results in that period, according to The Seattle Times.\n\nEuropean antitrust fine spurs Google to beef up search engine quality\n\nThe government argued on Nov\n\n**3. 031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md** · score 0.127\n\n> arents and Damian Williams, U.S. attorney for the Southern District of New York.\n\nA conscious criminal…\n\nThe prosecution’s account of the alleged crimes by Bankman-Fried, who spent most of his day in court staring into a laptop while seated\n\n**4. 031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md** · score 0.117\n\n> t “all of that, all of it, was built on lies,” Rehn declared to the jury. “Behind the curtains, he was not what he appeared to be.” What followed was a roughly 30-minute story that repeatedly emphasized how Bankman-Fried allegedly stole cus\n\n**5. 015-More from the US v Google trial: vertical search, pre-installs and the case of F.md** · score 0.092\n\n> # More from the US v Google trial: vertical search, pre-installs and the case of F\n\nMore from the US v Google trial: Vertical search, pre-installs and the case of Firefox/Yahoo\n\nWe’re nearly two months into the Justice Department’s landmark\n\n
\n\n---\n📊 6.7s · 5 chunks · 2 LLM calls · 0 cloud", "answer": "The provided context is insufficient to identify main recurring themes across *all* the documents because the documents cover distinct and unrelated topics. Documents [1], [2], and [5] discuss antitrust issues involving Google, while Documents [3] and [4] discuss the criminal trial of Sam Bankman-Fried. There is no common theme linking these separate legal cases within the provided text.", "sources": [ { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": 0.179 }, { "title": "015-More from the US v Google trial: vertical search, pre-installs and the case of F.md", "score": 0.134 }, { "title": "031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md", "score": 0.127 }, { "title": "031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md", "score": 0.117 }, { "title": "015-More from the US v Google trial: vertical search, pre-installs and the case of F.md", "score": 0.092 } ], "metrics": { "seconds": 6.7, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "thematic", "model": "contextual-rag", "base_model": "contextual-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 11.5, "raw": "The main recurring themes across the documents are:\n\n1. **Intense Rivalry and Competition:** There is a persistent focus on the competitive dynamics among Silicon Valley titans (such as Elon Musk, Larry Page, Sam Altman, Peter Thiel, and Geoffrey Hinton) and tech giants (Google, Microsoft, Baidu, Tesla) regarding the development and control of artificial intelligence.\n2. **Conflict Between Safety and Commercial Interests:** A central tension exists between AI safety concerns (often associated with effective altruists and rationalists) and the commercial or financial incentives driving corporate behavior. This is illustrated by DeepMind founders staying for financial reasons despite ethical disagreements, Musk’s attempt to commercialize OpenAI, and former OpenAI employees leaving to form Anthropic due to fears that corporate overlords would prioritize profit over safety.\n3. **Financial Incentives and Talent Acquisition:** The documents highlight how massive financial packages, stock awards, and acquisitions are used to secure top AI talent (such as Geoffrey Hinton’s auctioned research) and retain key personnel (such as Google increasing DeepMind founders' salaries).\n4. **Rapid Progress and Fear of AI Risks:** There is a recurring acknowledgment that AI is progressing faster than anticipated, validating fears about its risks among certain groups, which in turn fuels the drive to create counterbalances or safer alternatives like OpenAI and Anthropic.\n\n
🔎 Retrieved context (5 sources)\n\n**1. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.563\n\n> The text details the intense rivalry between Elon Musk and Larry Page regarding the development and safety of artificial intelligence, which led to the creation of OpenAI as a counterbalance to Google's DeepMind. This specific chunk highlig\n\n**2. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.529\n\n> The text details the intense rivalry and shifting alliances among Silicon Valley titans like Elon Musk, Sam Altman, and Peter Thiel regarding the development of artificial intelligence. This specific passage highlights Musk's failed attempt\n\n**3. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.514\n\n> The text describes the intense competition among Silicon Valley leaders and researchers to control artificial intelligence, highlighting how figures like Peter Thiel funded early AI ventures while others, such as Geoffrey Hinton, navigated \n\n**4. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.499\n\n> The document details the competitive and often contentious history of AI development in Silicon Valley, highlighting key figures like Elon Musk, Peter Thiel, and Sam Altman who drove the industry's rapid growth through massive funding and s\n\n**5. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.485\n\n> The text details the intense rivalry and ideological splits among Silicon Valley leaders regarding AI safety, specifically highlighting how concerns over corporate priorities led former OpenAI employees to establish Anthropic as a safer alt\n\n
\n\n---\n📊 11.5s · 5 chunks · 2 LLM calls · 0 cloud", "answer": "The main recurring themes across the documents are:\n\n1. **Intense Rivalry and Competition:** There is a persistent focus on the competitive dynamics among Silicon Valley titans (such as Elon Musk, Larry Page, Sam Altman, Peter Thiel, and Geoffrey Hinton) and tech giants (Google, Microsoft, Baidu, Tesla) regarding the development and control of artificial intelligence.\n2. **Conflict Between Safety and Commercial Interests:** A central tension exists between AI safety concerns (often associated with effective altruists and rationalists) and the commercial or financial incentives driving corporate behavior. This is illustrated by DeepMind founders staying for financial reasons despite ethical disagreements, Musk’s attempt to commercialize OpenAI, and former OpenAI employees leaving to form Anthropic due to fears that corporate overlords would prioritize profit over safety.\n3. **Financial Incentives and Talent Acquisition:** The documents highlight how massive financial packages, stock awards, and acquisitions are used to secure top AI talent (such as Geoffrey Hinton’s auctioned research) and retain key personnel (such as Google increasing DeepMind founders' salaries).\n4. **Rapid Progress and Fear of AI Risks:** There is a recurring acknowledgment that AI is progressing faster than anticipated, validating fears about its risks among certain groups, which in turn fuels the drive to create counterbalances or safer alternatives like OpenAI and Anthropic.", "sources": [ { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.563 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.529 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.514 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.499 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.485 } ], "metrics": { "seconds": 11.5, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "thematic", "model": "graph-rag", "base_model": "graph-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 35.0, "raw": "The main recurring themes across the provided documents revolve around legal and ethical challenges, technological advancements, and the complexities of leadership in high-stakes environments. Here’s a detailed breakdown:\n\n### Legal and Ethical Challenges\n\n1. **Anticompetitive Practices**:\n - The documents highlight significant legal scrutiny faced by major tech companies like Google. For instance, Helena World Chronicle, LLC has invoked antitrust laws to seek relief against Google for alleged anticompetitive practices [REF]1[/REF].\n\n2. **Fraud and Misconduct in the Crypto Industry**:\n - The trial of Sam Bankman-Fried (SBF) is a central theme, focusing on allegations of fraud, money laundering, and misappropriation of customer funds within FTX and its sister company Alameda Research [REF]1[/REF].\n - Testimonies from former colleagues and investors reveal the misuse of customer deposits for personal gains, political contributions, and risky investments [REF]3[/REF].\n\n### Technological Advancements\n\n1. **Artificial Intelligence (AI)**:\n - The documents discuss the rapid advancements in AI technology, particularly through the development of large language models like GPT-4 by OpenAI. These models have demonstrated capabilities beyond their initial design, such as performing tasks requiring critical thinking [REF]2[/REF].\n - The ethical implications and potential risks associated with AI are also explored, including debates about control and safety measures to prevent unintended consequences [REF]2[/REF].\n\n### Leadership and Organizational Dynamics\n\n1. **Leadership Under Scrutiny**:\n - The trial of SBF underscores the challenges of leadership in high-pressure environments, where decisions can have far-reaching legal and financial repercussions. The defense argues that SBF acted in good faith, while the prosecution paints a picture of deliberate deception [REF]3[/REF].\n - Internal conflicts within organizations like OpenAI are also highlighted, showing how differing visions and egos can lead to significant internal strife [REF]2[/REF].\n\n### Regulatory and Financial Agreements\n\n1. **Government Interventions**:\n - The Canadian government’s agreement with Google to compensate media outlets for the use of their content reflects broader regulatory efforts to address unfair practices in the digital landscape [REF]1[/REF].\n - Similar negotiations between Meta and the Canadian government underscore ongoing discussions about fair compensation for news content [REF]1[\n\n
🔎 Retrieved context (1 source)\n\n**1. LightRAG knowledge graph**\n\n> Graph + vector dual retrieval (mode=hybrid) over the corpus's extracted entities & relations.\n\n
\n\n---\n📊 35.0s · 0 chunks · 1 LLM call · 0 cloud", "answer": "The main recurring themes across the provided documents revolve around legal and ethical challenges, technological advancements, and the complexities of leadership in high-stakes environments. Here’s a detailed breakdown:\n\n### Legal and Ethical Challenges\n\n1. **Anticompetitive Practices**:\n - The documents highlight significant legal scrutiny faced by major tech companies like Google. For instance, Helena World Chronicle, LLC has invoked antitrust laws to seek relief against Google for alleged anticompetitive practices [REF]1[/REF].\n\n2. **Fraud and Misconduct in the Crypto Industry**:\n - The trial of Sam Bankman-Fried (SBF) is a central theme, focusing on allegations of fraud, money laundering, and misappropriation of customer funds within FTX and its sister company Alameda Research [REF]1[/REF].\n - Testimonies from former colleagues and investors reveal the misuse of customer deposits for personal gains, political contributions, and risky investments [REF]3[/REF].\n\n### Technological Advancements\n\n1. **Artificial Intelligence (AI)**:\n - The documents discuss the rapid advancements in AI technology, particularly through the development of large language models like GPT-4 by OpenAI. These models have demonstrated capabilities beyond their initial design, such as performing tasks requiring critical thinking [REF]2[/REF].\n - The ethical implications and potential risks associated with AI are also explored, including debates about control and safety measures to prevent unintended consequences [REF]2[/REF].\n\n### Leadership and Organizational Dynamics\n\n1. **Leadership Under Scrutiny**:\n - The trial of SBF underscores the challenges of leadership in high-pressure environments, where decisions can have far-reaching legal and financial repercussions. The defense argues that SBF acted in good faith, while the prosecution paints a picture of deliberate deception [REF]3[/REF].\n - Internal conflicts within organizations like OpenAI are also highlighted, showing how differing visions and egos can lead to significant internal strife [REF]2[/REF].\n\n### Regulatory and Financial Agreements\n\n1. **Government Interventions**:\n - The Canadian government’s agreement with Google to compensate media outlets for the use of their content reflects broader regulatory efforts to address unfair practices in the digital landscape [REF]1[/REF].\n - Similar negotiations between Meta and the Canadian government underscore ongoing discussions about fair compensation for news content [REF]1[", "sources": [ { "title": "LightRAG knowledge graph", "score": null } ], "metrics": { "seconds": 35.0, "chunks": 0, "llm_calls": 1, "cloud_calls": 0 } }, { "query_id": "thematic", "model": "agentic-rag", "base_model": "agentic-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 5.5, "raw": "(agent reached MAX_STEPS without producing a final answer)\n\n
🔎 Retrieved context (1 source)\n\n**1. 🤖 Agent trace**\n\n> **Step 1.** **Thought:** To identify the main recurring themes, I first need to understand the content of the document corpus. I will start by performing a broad search to get an overview of the topics covered.\n\n**Action:** `search_vectors(overview of topics and subjects in the documents)`\n\n**Observation:** - 032-Is Google Search better than the rest? And is that fair?.md: query,” he said. “It’s no secret that Google Search looks beyond the specific words in a query to better understand their meaning ... If you make a spelling mistake, or search for a term that’s not on\n- 015-More from the US v Google \n\n**Step 2.** **Action:** `search_vectors(main themes topics covered in documents)`\n\n**Observation:** - 038-There’s something going on with AI startups in France.md: # There’s something going on with AI startups in France\n\nThere’s something going on with AI startups in France In just a few months, dozens of French entrepreneurs have turned their focus to AI\n\nLast \n- 009-SBF Trial: The latest updates\n\n**Step 3.** **Action:** `search_vectors(main themes topics covered in documents)`\n\n**Observation:** - 038-There’s something going on with AI startups in France.md: # There’s something going on with AI startups in France\n\nThere’s something going on with AI startups in France In just a few months, dozens of French entrepreneurs have turned their focus to AI\n\nLast \n- 009-SBF Trial: The latest updates\n\n**Step 4.** **Action:** `search_vectors(main themes topics covered in all documents)`\n\n**Observation:** - 031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md: t “all of that, all of it, was built on lies,” Rehn declared to the jury. “Behind the curtains, he was not what he appeared to be.” What followed was a roughly 30-minute story that repeatedly emphasiz\n- 038-Th\n\n
\n\n---\n📊 5.5s · 0 chunks · 8 LLM calls · 0 cloud", "answer": "(agent reached MAX_STEPS without producing a final answer)", "sources": [ { "title": "🤖 Agent trace", "score": null } ], "metrics": { "seconds": 5.5, "chunks": 0, "llm_calls": 8, "cloud_calls": 0 } }, { "query_id": "thematic", "model": "n8n-adaptive-rag", "base_model": "n8n-adaptive-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 0.7, "raw": "The provided context is insufficient to identify main recurring themes across *all* the documents because the documents cover disparate and unrelated topics without a clear common thread.\n\n* **Documents [1], [2], and [3]** discuss the rise of artificial intelligence, internal conflicts at OpenAI (specifically regarding Sam Altman), the pursuit of Artificial General Intelligence (AGI), and interactions involving figures like Peter Thiel and Eliezer Yudkowsky.\n* **Document [4]** discusses a US v Google trial, specifically focusing on search revenue data and popular search queries.\n* **Document [5]** briefly mentions the SBF (Sam Bankman-Fried) trial and FTX collapse.\n\nThere is no single theme that connects AI development, Google's search revenue, and the FTX legal proceedings. Therefore, a unified recurring theme across all documents cannot be determined from the context.\n\n
🔎 Retrieved context (5 sources)\n\n**1. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> of digital text. Seeking the path to artificial general intelligence, AGI. Credit: iStock By analysing countless Wikipedia articles, digital books and message boards, it could generate text on its own. It also had the unfortunate habit of m\n\n**2. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> d in the same direction, the more contentious the disagreements are. You see this in sects and religious orders. There are bitter fights between the closest people.” Last month that infighting came to OpenAI’s boardroom. Rebel board members\n\n**3. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> rope of science fiction that describes the moment when intelligent technology can no longer be controlled by humanity.\n\nWith funding from Thiel, Yudkowsky had expanded his AI lab and created an annual conference on the singularity. Years be\n\n**4. 015-More from the US v Google trial: vertical search, pre-installs and the case of F.md**\n\n> st popular search queries\n\nJudge Amit Mehta ruled to make a list public that provides a glimpse of which search terms make Google the most money. The list of popular search terms ordered by revenue includes 20 terms that were lucrative for \n\n**5. 009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md**\n\n> ity. You can listen to a special joint episode of our podcasts Equity and Chain Reaction to get a better sense of the vibe between the jurors and the rest of the court.\n\nFor a full rundown of our coverage of the SBF trial, check below:\n\n
\n\n---\n📊 0.6s · 5 chunks · 2 LLM calls · 0 cloud\n\n
🔎 Retrieved context (1 source)\n\n**1. 🧭 Adaptive route**\n\n> n8n routed this query as **simple**.\n\n
\n\n---\n📊 0.7s · 0 chunks · 1 LLM call · 0 cloud", "answer": "The provided context is insufficient to identify main recurring themes across *all* the documents because the documents cover disparate and unrelated topics without a clear common thread.\n\n* **Documents [1], [2], and [3]** discuss the rise of artificial intelligence, internal conflicts at OpenAI (specifically regarding Sam Altman), the pursuit of Artificial General Intelligence (AGI), and interactions involving figures like Peter Thiel and Eliezer Yudkowsky.\n* **Document [4]** discusses a US v Google trial, specifically focusing on search revenue data and popular search queries.\n* **Document [5]** briefly mentions the SBF (Sam Bankman-Fried) trial and FTX collapse.\n\nThere is no single theme that connects AI development, Google's search revenue, and the FTX legal proceedings. Therefore, a unified recurring theme across all documents cannot be determined from the context.", "sources": [ { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null }, { "title": "015-More from the US v Google trial: vertical search, pre-installs and the case of F.md", "score": null }, { "title": "009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md", "score": null } ], "metrics": { "seconds": 0.6, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "thematic", "model": "vanilla-rag-wide", "base_model": "vanilla-rag", "flavor": "wide", "requires_reingest": false, "ok": true, "latency_s": 3.8, "raw": "The provided context is insufficient to identify main recurring themes across *all* the documents, as the documents cover distinct and unrelated topics:\n\n1. **Documents [1], [2], and [3]** discuss the rise of artificial intelligence, internal conflicts at OpenAI (specifically regarding Sam Altman), and interactions between AI researchers (like Yudkowsky and Hassabis) and investors (like Peter Thiel).\n2. **Documents [4] and [8]** focus on the US v Google antitrust trial, specifically detailing lucrative search queries and revenue-sharing agreements.\n3. **Documents [5], [6], and [7]** cover the SBF (Sam Bankman-Fried) trial related to the FTX collapse, including testimony from witnesses like Can Sun and Robert Boroujerdi.\n\nThere is no single theme that connects AI development, Google's antitrust case, and the FTX bankruptcy trial.\n\n
🔎 Retrieved context (8 sources)\n\n**1. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> of digital text. Seeking the path to artificial general intelligence, AGI. Credit: iStock By analysing countless Wikipedia articles, digital books and message boards, it could generate text on its own. It also had the unfortunate habit of m\n\n**2. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> d in the same direction, the more contentious the disagreements are. You see this in sects and religious orders. There are bitter fights between the closest people.” Last month that infighting came to OpenAI’s boardroom. Rebel board members\n\n**3. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> rope of science fiction that describes the moment when intelligent technology can no longer be controlled by humanity.\n\nWith funding from Thiel, Yudkowsky had expanded his AI lab and created an annual conference on the singularity. Years be\n\n**4. 015-More from the US v Google trial: vertical search, pre-installs and the case of F.md**\n\n> st popular search queries\n\nJudge Amit Mehta ruled to make a list public that provides a glimpse of which search terms make Google the most money. The list of popular search terms ordered by revenue includes 20 terms that were lucrative for \n\n**5. 009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md**\n\n> ity. You can listen to a special joint episode of our podcasts Equity and Chain Reaction to get a better sense of the vibe between the jurors and the rest of the court.\n\nFor a full rundown of our coverage of the SBF trial, check below:\n\n**6. 009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md**\n\n> space. Our resident crypto expert Jacquelyn Melinek has been on the ground at the trial since it started, and continues to cover the ins and outs of the proceedings. But the trial has been on pause from October 20 to today, so there’s plent\n\n**7. 009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md**\n\n> red a couple of noteworthy moments for the prosecution, including FTX’s former general counsel Can Sun. He, like many of SBF’s former colleagues, opted to cooperate with authorities and testified that SBF asked him to create a theoretical “\n\n**8. 015-More from the US v Google trial: vertical search, pre-installs and the case of F.md**\n\n> # More from the US v Google trial: vertical search, pre-installs and the case of F\n\nMore from the US v Google trial: Vertical search, pre-installs and the case of Firefox/Yahoo\n\nWe’re nearly two months into the Justice Department’s landmark\n\n
\n\n---\n📊 3.8s · 8 chunks · 2 LLM calls · 0 cloud", "answer": "The provided context is insufficient to identify main recurring themes across *all* the documents, as the documents cover distinct and unrelated topics:\n\n1. **Documents [1], [2], and [3]** discuss the rise of artificial intelligence, internal conflicts at OpenAI (specifically regarding Sam Altman), and interactions between AI researchers (like Yudkowsky and Hassabis) and investors (like Peter Thiel).\n2. **Documents [4] and [8]** focus on the US v Google antitrust trial, specifically detailing lucrative search queries and revenue-sharing agreements.\n3. **Documents [5], [6], and [7]** cover the SBF (Sam Bankman-Fried) trial related to the FTX collapse, including testimony from witnesses like Can Sun and Robert Boroujerdi.\n\nThere is no single theme that connects AI development, Google's antitrust case, and the FTX bankruptcy trial.", "sources": [ { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null }, { "title": "015-More from the US v Google trial: vertical search, pre-installs and the case of F.md", "score": null }, { "title": "009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md", "score": null }, { "title": "009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md", "score": null }, { "title": "009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md", "score": null }, { "title": "015-More from the US v Google trial: vertical search, pre-installs and the case of F.md", "score": null } ], "metrics": { "seconds": 3.8, "chunks": 8, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "thematic", "model": "hybrid-rag-high-recall", "base_model": "hybrid-rag", "flavor": "high-recall", "requires_reingest": false, "ok": true, "latency_s": 12.7, "raw": "The provided context is insufficient to identify main recurring themes across *all* the documents because the documents cover two distinct and unrelated legal cases without significant overlap in subject matter.\n\nDocuments [1], [3], [4], [6], and [8] focus on the criminal trial of Sam Bankman-Fried (SBF) regarding the FTX collapse, detailing arguments about fraud, theft, and the defense's portrayal of his actions. Documents [2], [5], and [7] focus on antitrust litigation involving Google, specifically concerning its search engine practices, data usage from publishers, and default search agreements with Apple. There is no common theme linking the FTX trial to the Google antitrust cases within the provided text.\n\n
🔎 Retrieved context (8 sources)\n\n**1. 009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md** · score 0.222\n\n> rich and powerful figures to illustrate the peak of his power and influence prior to FTX’s implosion.\n\n“This man stole billions of dollars from thousands of people,” prosecutor Thane Rehn told the court. “He defrauded sophisticated investor\n\n**2. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md** · score 0.179\n\n> which owns and publishes two weekly newspapers in Arkansas, argues that Google is “starving the free press” by sharing publishers’ content on Google, losing them “billions of dollars.”\n\nIn addition to new AI technologies, the suit points to\n\n**3. 031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md** · score 0.162\n\n> to conceal the flow of money into FTX’s coffers and forged financial documents distributed to lenders and investors. “The defendant lied to the world,” Rehn alleged.\n\nAnd who was this defendant? Not a crypto “boy” genius, as so many in the \n\n**4. 010-SBF’s trial starts soon, but how did he — and FTX — get here?.md** · score 0.159\n\n> commit money laundering and conspiracy to misuse customer funds. He could face up to 115 years in jail if convicted on all charges.\n\nThe crypto industry as a whole suffered from FTX’s collapse, which was the first of many. BlockFi filed for\n\n**5. 015-More from the US v Google trial: vertical search, pre-installs and the case of F.md** · score 0.134\n\n> Hurst pointed out that Google began sharing its own flight and hotel data in search results in that period, according to The Seattle Times.\n\nEuropean antitrust fine spurs Google to beef up search engine quality\n\nThe government argued on Nov\n\n**6. 009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md** · score 0.133\n\n> tems, dealing with hacking threats, managing the credit risk of their customers, managing hundreds of employees, all while building up their actual exchange.”\n\nRead a recap of the prosecution and defense’s full arguments here.\n\nFTX’s co-fou\n\n**7. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md** · score 0.131\n\n> he Information Services Agreement, or ISA: a deal that makes Google’s search engine the default on Apple’s products. The ISA has been in place since 2002, but Cue was responsible for negotiating its current iteration with Google CEO Sundar \n\n**8. 031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md** · score 0.127\n\n> arents and Damian Williams, U.S. attorney for the Southern District of New York.\n\nA conscious criminal…\n\nThe prosecution’s account of the alleged crimes by Bankman-Fried, who spent most of his day in court staring into a laptop while seated\n\n
\n\n---\n📊 12.7s · 8 chunks · 2 LLM calls · 0 cloud", "answer": "The provided context is insufficient to identify main recurring themes across *all* the documents because the documents cover two distinct and unrelated legal cases without significant overlap in subject matter.\n\nDocuments [1], [3], [4], [6], and [8] focus on the criminal trial of Sam Bankman-Fried (SBF) regarding the FTX collapse, detailing arguments about fraud, theft, and the defense's portrayal of his actions. Documents [2], [5], and [7] focus on antitrust litigation involving Google, specifically concerning its search engine practices, data usage from publishers, and default search agreements with Apple. There is no common theme linking the FTX trial to the Google antitrust cases within the provided text.", "sources": [ { "title": "009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md", "score": 0.222 }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": 0.179 }, { "title": "031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md", "score": 0.162 }, { "title": "010-SBF’s trial starts soon, but how did he — and FTX — get here?.md", "score": 0.159 }, { "title": "015-More from the US v Google trial: vertical search, pre-installs and the case of F.md", "score": 0.134 }, { "title": "009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md", "score": 0.133 }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": 0.131 }, { "title": "031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md", "score": 0.127 } ], "metrics": { "seconds": 12.7, "chunks": 8, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "thematic", "model": "hybrid-rag-fast", "base_model": "hybrid-rag", "flavor": "fast", "requires_reingest": false, "ok": true, "latency_s": 3.9, "raw": "The provided context is insufficient to identify main recurring themes across *all* the documents, as the documents cover distinct and unrelated topics:\n\n1. **Document [1]** focuses on the criminal trial of Sam Bankman-Fried regarding alleged fraud at FTX and Alameda Research.\n2. **Document [2]** discusses the US Department of Justice's antitrust case against Google, specifically regarding search engine defaults and pre-installs.\n3. **Document [3]** highlights the rise of AI startups in France.\n4. **Document [4]** discusses the development of artificial intelligence, specifically GPT-3 and internal conflicts at OpenAI.\n5. **Document [5]** details an antitrust lawsuit filed by a news publisher against Google regarding content usage and AI technologies.\n\nWhile \"Google\" and \"AI\" appear in multiple documents, there is no single theme that connects all five documents (e.g., Document [1] is about crypto fraud, not tech or AI). Therefore, a common recurring theme across *all* documents cannot be established from the context.\n\n
🔎 Retrieved context (5 sources)\n\n**1. 031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md** · score 0.627\n\n> t “all of that, all of it, was built on lies,” Rehn declared to the jury. “Behind the curtains, he was not what he appeared to be.” What followed was a roughly 30-minute story that repeatedly emphasized how Bankman-Fried allegedly stole cus\n\n**2. 015-More from the US v Google trial: vertical search, pre-installs and the case of F.md** · score 0.551\n\n> # More from the US v Google trial: vertical search, pre-installs and the case of F\n\nMore from the US v Google trial: Vertical search, pre-installs and the case of Firefox/Yahoo\n\nWe’re nearly two months into the Justice Department’s landmark\n\n**3. 038-There’s something going on with AI startups in France.md** · score 0.500\n\n> # There’s something going on with AI startups in France\n\nThere’s something going on with AI startups in France In just a few months, dozens of French entrepreneurs have turned their focus to AI\n\nLast night, Motier Ventures held a tech meetu\n\n**4. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.500\n\n> of digital text. Seeking the path to artificial general intelligence, AGI. Credit: iStock By analysing countless Wikipedia articles, digital books and message boards, it could generate text on its own. It also had the unfortunate habit of m\n\n**5. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md** · score 0.489\n\n> which owns and publishes two weekly newspapers in Arkansas, argues that Google is “starving the free press” by sharing publishers’ content on Google, losing them “billions of dollars.”\n\nIn addition to new AI technologies, the suit points to\n\n
\n\n---\n📊 3.8s · 5 chunks · 2 LLM calls · 0 cloud", "answer": "The provided context is insufficient to identify main recurring themes across *all* the documents, as the documents cover distinct and unrelated topics:\n\n1. **Document [1]** focuses on the criminal trial of Sam Bankman-Fried regarding alleged fraud at FTX and Alameda Research.\n2. **Document [2]** discusses the US Department of Justice's antitrust case against Google, specifically regarding search engine defaults and pre-installs.\n3. **Document [3]** highlights the rise of AI startups in France.\n4. **Document [4]** discusses the development of artificial intelligence, specifically GPT-3 and internal conflicts at OpenAI.\n5. **Document [5]** details an antitrust lawsuit filed by a news publisher against Google regarding content usage and AI technologies.\n\nWhile \"Google\" and \"AI\" appear in multiple documents, there is no single theme that connects all five documents (e.g., Document [1] is about crypto fraud, not tech or AI). Therefore, a common recurring theme across *all* documents cannot be established from the context.", "sources": [ { "title": "031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md", "score": 0.627 }, { "title": "015-More from the US v Google trial: vertical search, pre-installs and the case of F.md", "score": 0.551 }, { "title": "038-There’s something going on with AI startups in France.md", "score": 0.5 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.5 }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": 0.489 } ], "metrics": { "seconds": 3.8, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "thematic", "model": "contextual-rag-high-recall", "base_model": "contextual-rag", "flavor": "high-recall", "requires_reingest": false, "ok": true, "latency_s": 17.5, "raw": "The main recurring themes across the provided documents are:\n\n1. **Intense Competition and Rivalry:** There is a persistent focus on the fierce competition among Silicon Valley titans (such as Elon Musk, Larry Page, Peter Thiel, Sam Altman, Mark Zuckerberg, and Geoffrey Hinton) to control artificial intelligence development and secure top talent.\n2. **Corporate Acquisition of AI Talent:** The documents highlight how major tech companies aggressively acquired AI research labs and researchers (e.g., Google acquiring DeepMind, Baidu offering money to Geoffrey Hinton) through financial incentives and auctions.\n3. **Ethical Concerns vs. Commercial Interests:** A significant theme is the tension between the drive for commercial profit and the safety/ethical implications of AI. This includes fears about uncontrolled AI development, the establishment of organizations like OpenAI and Anthropic to ensure safety, and specific ethical conditions imposed during acquisitions (such as bans on military use).\n4. **Impact on Publishers:** One document specifically addresses how Google's technologies divert traffic from news publishers, raising concerns about the economic impact of AI on content creators.\n\n
🔎 Retrieved context (8 sources)\n\n**1. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.563\n\n> The text details the intense rivalry between Elon Musk and Larry Page regarding the development and safety of artificial intelligence, which led to the creation of OpenAI as a counterbalance to Google's DeepMind. This specific chunk highlig\n\n**2. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.529\n\n> The text details the intense rivalry and shifting alliances among Silicon Valley titans like Elon Musk, Sam Altman, and Peter Thiel regarding the development of artificial intelligence. This specific passage highlights Musk's failed attempt\n\n**3. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.514\n\n> The text describes the intense competition among Silicon Valley leaders and researchers to control artificial intelligence, highlighting how figures like Peter Thiel funded early AI ventures while others, such as Geoffrey Hinton, navigated \n\n**4. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.499\n\n> The document details the competitive and often contentious history of AI development in Silicon Valley, highlighting key figures like Elon Musk, Peter Thiel, and Sam Altman who drove the industry's rapid growth through massive funding and s\n\n**5. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.485\n\n> The text details the intense rivalry and ideological splits among Silicon Valley leaders regarding AI safety, specifically highlighting how concerns over corporate priorities led former OpenAI employees to establish Anthropic as a safer alt\n\n**6. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.443\n\n> The text details the intense competition among Silicon Valley titans like Peter Thiel and Elon Musk to control artificial intelligence, highlighting how their rivalry and funding shaped early AI development. This specific passage illustrate\n\n**7. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.390\n\n> The text details the intense competition among Silicon Valley titans like Peter Thiel and Elon Musk to control artificial intelligence, highlighting how their personal rivalries and philosophical differences shaped the industry's early land\n\n**8. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md** · score 0.351\n\n> This chunk details specific allegations in a class action lawsuit filed by news publishers against Google, focusing on how technologies like the Knowledge Graph and Featured Snippets have historically diverted traffic and content from publi\n\n
\n\n---\n📊 17.4s · 8 chunks · 2 LLM calls · 0 cloud", "answer": "The main recurring themes across the provided documents are:\n\n1. **Intense Competition and Rivalry:** There is a persistent focus on the fierce competition among Silicon Valley titans (such as Elon Musk, Larry Page, Peter Thiel, Sam Altman, Mark Zuckerberg, and Geoffrey Hinton) to control artificial intelligence development and secure top talent.\n2. **Corporate Acquisition of AI Talent:** The documents highlight how major tech companies aggressively acquired AI research labs and researchers (e.g., Google acquiring DeepMind, Baidu offering money to Geoffrey Hinton) through financial incentives and auctions.\n3. **Ethical Concerns vs. Commercial Interests:** A significant theme is the tension between the drive for commercial profit and the safety/ethical implications of AI. This includes fears about uncontrolled AI development, the establishment of organizations like OpenAI and Anthropic to ensure safety, and specific ethical conditions imposed during acquisitions (such as bans on military use).\n4. **Impact on Publishers:** One document specifically addresses how Google's technologies divert traffic from news publishers, raising concerns about the economic impact of AI on content creators.", "sources": [ { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.563 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.529 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.514 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.499 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.485 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.443 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.39 }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": 0.351 } ], "metrics": { "seconds": 17.4, "chunks": 8, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "thematic", "model": "graph-rag-fast", "base_model": "graph-rag", "flavor": "fast", "requires_reingest": false, "ok": true, "latency_s": 23.1, "raw": "The provided context primarily focuses on two distinct but significant topics:\n\n1. **Legal and Financial Scandals in the Cryptocurrency Industry**:\n - The trial of Sam Bankman-Fried (SBF), the former CEO of FTX, is a central theme. The documents detail the proceedings, including testimonies from key figures such as Caroline Ellison, the former CEO of Alameda Research, and Gary Wang, the co-founder and CTO of FTX.\n - The trial highlights allegations of fraud, money laundering, and misuse of customer funds. Testimonies reveal that billions of dollars were misappropriated, with funds being used for personal investments, political causes, and other non-exchange-related activities.\n - The legal proceedings also involve sophisticated investors and lenders who were defrauded, as well as ordinary customers whose accounts were emptied.\n\n2. **Advancements and Commercialization of Artificial Intelligence**:\n - The context discusses the development and commercialization of AI technologies, particularly large language models like GPT-4.\n - It highlights the internal conflicts within OpenAI, including concerns about the company's direction towards commercial interests over safety.\n - The documents also mention significant investments in AI research by major tech companies such as Microsoft, Amazon, and Google. For instance, Anthropic received substantial funding from these companies, indicating a competitive landscape in AI development.\n\nThese themes underscore the complex interplay between technological innovation and regulatory scrutiny, as well as the ethical considerations surrounding the commercialization of advanced technologies.\n\n### References\n\n- [1] 009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md\n- [2] 027-How ego and fear fuelled the rise of artificial intelligence.md\n\n
🔎 Retrieved context (1 source)\n\n**1. LightRAG knowledge graph**\n\n> Graph + vector dual retrieval (mode=local) over the corpus's extracted entities & relations.\n\n
\n\n---\n📊 23.1s · 0 chunks · 1 LLM call · 0 cloud", "answer": "The provided context primarily focuses on two distinct but significant topics:\n\n1. **Legal and Financial Scandals in the Cryptocurrency Industry**:\n - The trial of Sam Bankman-Fried (SBF), the former CEO of FTX, is a central theme. The documents detail the proceedings, including testimonies from key figures such as Caroline Ellison, the former CEO of Alameda Research, and Gary Wang, the co-founder and CTO of FTX.\n - The trial highlights allegations of fraud, money laundering, and misuse of customer funds. Testimonies reveal that billions of dollars were misappropriated, with funds being used for personal investments, political causes, and other non-exchange-related activities.\n - The legal proceedings also involve sophisticated investors and lenders who were defrauded, as well as ordinary customers whose accounts were emptied.\n\n2. **Advancements and Commercialization of Artificial Intelligence**:\n - The context discusses the development and commercialization of AI technologies, particularly large language models like GPT-4.\n - It highlights the internal conflicts within OpenAI, including concerns about the company's direction towards commercial interests over safety.\n - The documents also mention significant investments in AI research by major tech companies such as Microsoft, Amazon, and Google. For instance, Anthropic received substantial funding from these companies, indicating a competitive landscape in AI development.\n\nThese themes underscore the complex interplay between technological innovation and regulatory scrutiny, as well as the ethical considerations surrounding the commercialization of advanced technologies.\n\n### References\n\n- [1] 009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md\n- [2] 027-How ego and fear fuelled the rise of artificial intelligence.md", "sources": [ { "title": "LightRAG knowledge graph", "score": null } ], "metrics": { "seconds": 23.1, "chunks": 0, "llm_calls": 1, "cloud_calls": 0 } }, { "query_id": "thematic", "model": "graph-rag-wide", "base_model": "graph-rag", "flavor": "wide", "requires_reingest": false, "ok": true, "latency_s": 22.1, "raw": "The\n\n
🔎 Retrieved context (1 source)\n\n**1. LightRAG knowledge graph**\n\n> Graph + vector dual retrieval (mode=hybrid) over the corpus's extracted entities & relations.\n\n
\n\n---\n📊 22.1s · 0 chunks · 1 LLM call · 0 cloud", "answer": "The", "sources": [ { "title": "LightRAG knowledge graph", "score": null } ], "metrics": { "seconds": 22.1, "chunks": 0, "llm_calls": 1, "cloud_calls": 0 } }, { "query_id": "thematic", "model": "agentic-rag-deeper", "base_model": "agentic-rag", "flavor": "deeper", "requires_reingest": false, "ok": true, "latency_s": 10.7, "raw": "Based on the documents retrieved, there isn't a single unified theme across *all* documents, as the corpus appears to cover distinct topics. However, I can identify the main themes present within the different clusters of documents:\n\n1. **Antitrust and Legal Challenges to Google:** Several documents focus on legal proceedings involving Google.\n * The **US v Google trial** is a major theme, covering issues like vertical search, pre-installs, and the case involving Firefox/Yahoo.\n * There is also mention of a **class action antitrust suit** filed by news publishers against Google, specifically citing the impact of AI on their business.\n\n2. **The Rise of AI Startups:** One document highlights a surge in **AI startups in France**, noting that dozens of entrepreneurs are focusing on AI and that tech giants are setting up research labs in Paris due to the local talent pool. This connects to the broader theme of **AI's impact on various industries** (including search and news).\n\n3. **High-Profile Legal Trials (SBF/FTX):** A significant portion of the documents is dedicated to the **Sam Bankman-Fried (SBF) trial**, detailing updates from the FTX collapse courtroom drama, jury selection, and testimony from former colleagues.\n\n**Summary of Recurring Themes:**\n* **Legal and Regulatory Scrutiny:** Both Google (antitrust/trial) and SBF/FTX (fraud/courtroom drama) are subjects of intense legal scrutiny.\n* **Technology and Innovation:** Specifically the rapid growth of **AI** (in France startups and in its impact on search/news) and the dominance/challenges of major tech players like **Google**.\n\nIf you would like a deeper dive into one of these specific themes (e.g., more details on the Google antitrust case or the AI startup scene in France), please let me know.\n\n
🔎 Retrieved context (1 source)\n\n**1. 🤖 Agent trace**\n\n> **Step 1.** **Thought:** To identify the main recurring themes, I first need to understand the content of the document corpus. I will start by performing a broad search to get an overview of the topics covered.\n\n**Action:** `search_vectors(overview of topics and subjects in the documents)`\n\n**Observation:** - 032-Is Google Search better than the rest? And is that fair?.md: query,” he said. “It’s no secret that Google Search looks beyond the specific words in a query to better understand their meaning ... If you make a spelling mistake, or search for a term that’s not on\n- 015-More from the US v Google \n\n**Step 2.** **Action:** `search_vectors(main themes topics covered in documents)`\n\n**Observation:** - 038-There’s something going on with AI startups in France.md: # There’s something going on with AI startups in France\n\nThere’s something going on with AI startups in France In just a few months, dozens of French entrepreneurs have turned their focus to AI\n\nLast \n- 009-SBF Trial: The latest updates\n\n**Step 3.** **Action:** `search_vectors(main themes topics covered in documents)`\n\n**Observation:** - 038-There’s something going on with AI startups in France.md: # There’s something going on with AI startups in France\n\nThere’s something going on with AI startups in France In just a few months, dozens of French entrepreneurs have turned their focus to AI\n\nLast \n- 009-SBF Trial: The latest updates\n\n**Step 4.** **Action:** `search_vectors(main themes topics covered in documents)`\n\n**Observation:** - 038-There’s something going on with AI startups in France.md: # There’s something going on with AI startups in France\n\nThere’s something going on with AI startups in France In just a few months, dozens of French entrepreneurs have turned their focus to AI\n\nLast \n- 009-SBF Trial: The latest updates\n\n
\n\n---\n📊 10.7s · 0 chunks · 9 LLM calls · 0 cloud", "answer": "Based on the documents retrieved, there isn't a single unified theme across *all* documents, as the corpus appears to cover distinct topics. However, I can identify the main themes present within the different clusters of documents:\n\n1. **Antitrust and Legal Challenges to Google:** Several documents focus on legal proceedings involving Google.\n * The **US v Google trial** is a major theme, covering issues like vertical search, pre-installs, and the case involving Firefox/Yahoo.\n * There is also mention of a **class action antitrust suit** filed by news publishers against Google, specifically citing the impact of AI on their business.\n\n2. **The Rise of AI Startups:** One document highlights a surge in **AI startups in France**, noting that dozens of entrepreneurs are focusing on AI and that tech giants are setting up research labs in Paris due to the local talent pool. This connects to the broader theme of **AI's impact on various industries** (including search and news).\n\n3. **High-Profile Legal Trials (SBF/FTX):** A significant portion of the documents is dedicated to the **Sam Bankman-Fried (SBF) trial**, detailing updates from the FTX collapse courtroom drama, jury selection, and testimony from former colleagues.\n\n**Summary of Recurring Themes:**\n* **Legal and Regulatory Scrutiny:** Both Google (antitrust/trial) and SBF/FTX (fraud/courtroom drama) are subjects of intense legal scrutiny.\n* **Technology and Innovation:** Specifically the rapid growth of **AI** (in France startups and in its impact on search/news) and the dominance/challenges of major tech players like **Google**.\n\nIf you would like a deeper dive into one of these specific themes (e.g., more details on the Google antitrust case or the AI startup scene in France), please let me know.", "sources": [ { "title": "🤖 Agent trace", "score": null } ], "metrics": { "seconds": 10.7, "chunks": 0, "llm_calls": 9, "cloud_calls": 0 } }, { "query_id": "thematic", "model": "n8n-adaptive-rag-default", "base_model": "n8n-adaptive-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 0.4, "raw": "The provided context is insufficient to identify main recurring themes across *all* the documents because the documents cover disparate and unrelated topics without a clear common thread.\n\n* **Documents [1], [2], and [3]** discuss the rise of artificial intelligence, internal conflicts at OpenAI (specifically regarding Sam Altman), the pursuit of Artificial General Intelligence (AGI), and interactions involving figures like Peter Thiel and Eliezer Yudkowsky.\n* **Document [4]** discusses a US v Google trial, specifically focusing on search revenue data and popular search queries.\n* **Document [5]** briefly mentions the SBF (Sam Bankman-Fried) trial and FTX collapse.\n\nThere is no single theme that connects AI development, Google's search revenue, and the FTX legal proceedings. Therefore, a unified recurring theme across all documents cannot be determined from the context.\n\n
🔎 Retrieved context (5 sources)\n\n**1. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> of digital text. Seeking the path to artificial general intelligence, AGI. Credit: iStock By analysing countless Wikipedia articles, digital books and message boards, it could generate text on its own. It also had the unfortunate habit of m\n\n**2. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> d in the same direction, the more contentious the disagreements are. You see this in sects and religious orders. There are bitter fights between the closest people.” Last month that infighting came to OpenAI’s boardroom. Rebel board members\n\n**3. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> rope of science fiction that describes the moment when intelligent technology can no longer be controlled by humanity.\n\nWith funding from Thiel, Yudkowsky had expanded his AI lab and created an annual conference on the singularity. Years be\n\n**4. 015-More from the US v Google trial: vertical search, pre-installs and the case of F.md**\n\n> st popular search queries\n\nJudge Amit Mehta ruled to make a list public that provides a glimpse of which search terms make Google the most money. The list of popular search terms ordered by revenue includes 20 terms that were lucrative for \n\n**5. 009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md**\n\n> ity. You can listen to a special joint episode of our podcasts Equity and Chain Reaction to get a better sense of the vibe between the jurors and the rest of the court.\n\nFor a full rundown of our coverage of the SBF trial, check below:\n\n
\n\n---\n📊 0.3s · 5 chunks · 2 LLM calls · 0 cloud\n\n
🔎 Retrieved context (1 source)\n\n**1. 🧭 Adaptive route**\n\n> n8n routed this query as **simple**.\n\n
\n\n---\n📊 0.4s · 0 chunks · 1 LLM call · 0 cloud", "answer": "The provided context is insufficient to identify main recurring themes across *all* the documents because the documents cover disparate and unrelated topics without a clear common thread.\n\n* **Documents [1], [2], and [3]** discuss the rise of artificial intelligence, internal conflicts at OpenAI (specifically regarding Sam Altman), the pursuit of Artificial General Intelligence (AGI), and interactions involving figures like Peter Thiel and Eliezer Yudkowsky.\n* **Document [4]** discusses a US v Google trial, specifically focusing on search revenue data and popular search queries.\n* **Document [5]** briefly mentions the SBF (Sam Bankman-Fried) trial and FTX collapse.\n\nThere is no single theme that connects AI development, Google's search revenue, and the FTX legal proceedings. Therefore, a unified recurring theme across all documents cannot be determined from the context.", "sources": [ { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null }, { "title": "015-More from the US v Google trial: vertical search, pre-installs and the case of F.md", "score": null }, { "title": "009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md", "score": null } ], "metrics": { "seconds": 0.3, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "multihop", "model": "vanilla-rag", "base_model": "vanilla-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 2.2, "raw": "The provided context is insufficient to answer the question. While the text contains information about events involving OpenAI (Sources 1, 2, and 5), SBF/FTX (Source 3), and Apple/Google (Source 4), it does not present two different sources that conclude on the *same* event in a way that allows for comparison and reconciliation. The sources discuss distinct, unrelated topics.\n\n
🔎 Retrieved context (5 sources)\n\n**1. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> d in the same direction, the more contentious the disagreements are. You see this in sects and religious orders. There are bitter fights between the closest people.” Last month that infighting came to OpenAI’s boardroom. Rebel board members\n\n**2. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> rope of science fiction that describes the moment when intelligent technology can no longer be controlled by humanity.\n\nWith funding from Thiel, Yudkowsky had expanded his AI lab and created an annual conference on the singularity. Years be\n\n**3. 009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md**\n\n> red a couple of noteworthy moments for the prosecution, including FTX’s former general counsel Can Sun. He, like many of SBF’s former colleagues, opted to cooperate with authorities and testified that SBF asked him to create a theoretical “\n\n**4. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md**\n\n> compromised on some other number we weren’t told in court, and Google has been paying Apple that amount since.\n\n“I always felt like it was in Google’s best interest, and our best interest, to get a deal done.”\n\nMeagan Bellshaw, a Justice De\n\n**5. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> alled OpenAI later in the year. Backed by hundreds of millions of dollars from Musk and other funders, the lab promised to protect the world from Page’s vision. Thanks to its ChatGPT chatbot, OpenAI has fundamentally changed the technology \n\n
\n\n---\n📊 2.1s · 5 chunks · 2 LLM calls · 0 cloud", "answer": "The provided context is insufficient to answer the question. While the text contains information about events involving OpenAI (Sources 1, 2, and 5), SBF/FTX (Source 3), and Apple/Google (Source 4), it does not present two different sources that conclude on the *same* event in a way that allows for comparison and reconciliation. The sources discuss distinct, unrelated topics.", "sources": [ { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null }, { "title": "009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md", "score": null }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": null }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null } ], "metrics": { "seconds": 2.1, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "multihop", "model": "hybrid-rag", "base_model": "hybrid-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 7.3, "raw": "The provided context is insufficient to answer the question. While the text contains conflicting perspectives regarding Sam Bankman-Fried (SBF)—specifically, the prosecution's view that he used customer funds for illegal purposes versus his defense's argument that he acted in good faith and did not steal money—it does not provide information on \"two different sources\" concluding on the same event in a way that allows for reconciliation. The text presents opposing legal arguments rather than reconciled conclusions from independent sources.\n\n
🔎 Retrieved context (5 sources)\n\n**1. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.073\n\n> ccording to three people familiar with the matter. Hassabis and his co-founders insisted on two conditions: No DeepMind technology could be used for military purposes, and its AGI technology must be overseen by an independent board of techn\n\n**2. 009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md** · score 0.058\n\n> red a couple of noteworthy moments for the prosecution, including FTX’s former general counsel Can Sun. He, like many of SBF’s former colleagues, opted to cooperate with authorities and testified that SBF asked him to create a theoretical “\n\n**3. 009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md** · score 0.051\n\n> uld not have invested in FTX in the first place.\n\nAnd earlier in the week, a University of Notre Dame professor who helped the government prosecution of Enron and WorldCom, Peter Easton, testified about what he uncovered after tracing the f\n\n**4. 031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md** · score 0.044\n\n> working at a startup is like building a plane as you’re flying it” and that businesses sometimes fail. In fact, he specifically pointed the finger at Ellison, the former CEO of Alameda, who, he said, did not adequately protect her hedge fun\n\n**5. 031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md** · score 0.042\n\n> # Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement\n\nWho is Sam Bankman-Fried, the former CEO of crypto exchange FTX? Is he a liar and a fraud? Or did he act in good faith, and like many a startup founder, fly\n\n
\n\n---\n📊 7.3s · 5 chunks · 2 LLM calls · 0 cloud", "answer": "The provided context is insufficient to answer the question. While the text contains conflicting perspectives regarding Sam Bankman-Fried (SBF)—specifically, the prosecution's view that he used customer funds for illegal purposes versus his defense's argument that he acted in good faith and did not steal money—it does not provide information on \"two different sources\" concluding on the same event in a way that allows for reconciliation. The text presents opposing legal arguments rather than reconciled conclusions from independent sources.", "sources": [ { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.073 }, { "title": "009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md", "score": 0.058 }, { "title": "009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md", "score": 0.051 }, { "title": "031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md", "score": 0.044 }, { "title": "031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md", "score": 0.042 } ], "metrics": { "seconds": 7.3, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "multihop", "model": "contextual-rag", "base_model": "contextual-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 9.0, "raw": "The provided context is insufficient to answer the question. While the text contains multiple sources discussing events related to Sam Bankman-Fried (SBF) and FTX, it does not present two distinct sources that conclude differently on the *same* specific event in a way that allows for reconciliation. The sources generally align on the facts of the collapse, the misuse of funds, and SBF's arrest, differing only in their framing of his intent (fraud vs. mistake) during opening statements, but they do not offer conflicting factual conclusions on a single event to reconcile.\n\n
🔎 Retrieved context (5 sources)\n\n**1. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.081\n\n> The text details the intense competition among Silicon Valley titans like Peter Thiel and Elon Musk to control artificial intelligence, highlighting how their personal rivalries and philosophical differences shaped the industry's early land\n\n**2. 009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md** · score 0.077\n\n> This chunk details key testimonies from the third and second weeks of Sam Bankman-Fried's trial, specifically highlighting financial expert Peter Easton's findings on misused customer funds and former Alameda CEO Caroline Ellison's admissio\n\n**3. 031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md** · score 0.063\n\n> This section introduces the second day of the trial where prosecutors and defense attorneys presented conflicting opening statements regarding Sam Bankman-Fried's intent and actions. It sets the stage for the central debate over whether he \n\n**4. 010-SBF’s trial starts soon, but how did he — and FTX — get here?.md** · score 0.063\n\n> This section details the immediate aftermath of FTX's collapse in late 2022, covering Bankman-Fried's resignation, his public denial of fraud, and his subsequent arrest and extradition to the United States.\n\nlameda filed for Chapter 11 bank\n\n**5. 009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md** · score 0.055\n\n> This section details key testimonies from the third week of the SBF trial, highlighting evidence presented by cooperating witnesses regarding the misuse of customer funds and undisclosed relationships between FTX and Alameda Research.\n\nred \n\n
\n\n---\n📊 9.0s · 5 chunks · 2 LLM calls · 0 cloud", "answer": "The provided context is insufficient to answer the question. While the text contains multiple sources discussing events related to Sam Bankman-Fried (SBF) and FTX, it does not present two distinct sources that conclude differently on the *same* specific event in a way that allows for reconciliation. The sources generally align on the facts of the collapse, the misuse of funds, and SBF's arrest, differing only in their framing of his intent (fraud vs. mistake) during opening statements, but they do not offer conflicting factual conclusions on a single event to reconcile.", "sources": [ { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.081 }, { "title": "009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md", "score": 0.077 }, { "title": "031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md", "score": 0.063 }, { "title": "010-SBF’s trial starts soon, but how did he — and FTX — get here?.md", "score": 0.063 }, { "title": "009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md", "score": 0.055 } ], "metrics": { "seconds": 9.0, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "multihop", "model": "graph-rag", "base_model": "graph-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 23.7, "raw": "To\n\n
🔎 Retrieved context (1 source)\n\n**1. LightRAG knowledge graph**\n\n> Graph + vector dual retrieval (mode=hybrid) over the corpus's extracted entities & relations.\n\n
\n\n---\n📊 23.7s · 0 chunks · 1 LLM call · 0 cloud", "answer": "To", "sources": [ { "title": "LightRAG knowledge graph", "score": null } ], "metrics": { "seconds": 23.7, "chunks": 0, "llm_calls": 1, "cloud_calls": 0 } }, { "query_id": "multihop", "model": "agentic-rag", "base_model": "agentic-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 2.7, "raw": "To provide a meaningful comparison and reconciliation of conclusions from two different sources regarding the same event, I first need to know **which specific event** you are referring to.\n\nPlease specify:\n1. The **event** (e.g., the signing of the Treaty of Versailles, the Chernobyl disaster, the 2020 US Presidential Election, etc.).\n2. Optionally, if you have specific sources in mind (e.g., \"The New York Times vs. The Wall Street Journal\" or \"Source A vs. Source B\"), please name them. If not, I can select two prominent or contrasting reputable sources for the event.\n\nOnce you provide the event, I will:\n1. Search for the conclusions drawn by each source.\n2. Compare their perspectives, evidence, and interpretations.\n3. Reconcile any discrepancies by identifying common facts, contextual differences, or biases.\n\n
🔎 Retrieved context (1 source)\n\n**1. 🤖 Agent trace**\n\n> (answered without retrieval)\n\n
\n\n---\n📊 2.7s · 0 chunks · 1 LLM call · 0 cloud", "answer": "To provide a meaningful comparison and reconciliation of conclusions from two different sources regarding the same event, I first need to know **which specific event** you are referring to.\n\nPlease specify:\n1. The **event** (e.g., the signing of the Treaty of Versailles, the Chernobyl disaster, the 2020 US Presidential Election, etc.).\n2. Optionally, if you have specific sources in mind (e.g., \"The New York Times vs. The Wall Street Journal\" or \"Source A vs. Source B\"), please name them. If not, I can select two prominent or contrasting reputable sources for the event.\n\nOnce you provide the event, I will:\n1. Search for the conclusions drawn by each source.\n2. Compare their perspectives, evidence, and interpretations.\n3. Reconcile any discrepancies by identifying common facts, contextual differences, or biases.", "sources": [ { "title": "🤖 Agent trace", "score": null } ], "metrics": { "seconds": 2.7, "chunks": 0, "llm_calls": 1, "cloud_calls": 0 } }, { "query_id": "multihop", "model": "n8n-adaptive-rag", "base_model": "n8n-adaptive-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 0.4, "raw": "The provided context is insufficient to answer the question. While the text contains information about events involving OpenAI (Sources 1, 2, and 5), SBF/FTX (Source 3), and Apple/Google (Source 4), it does not present two different sources that conclude on the *same* event in a way that allows for comparison and reconciliation. The sources discuss distinct, unrelated topics.\n\n
🔎 Retrieved context (5 sources)\n\n**1. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> d in the same direction, the more contentious the disagreements are. You see this in sects and religious orders. There are bitter fights between the closest people.” Last month that infighting came to OpenAI’s boardroom. Rebel board members\n\n**2. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> rope of science fiction that describes the moment when intelligent technology can no longer be controlled by humanity.\n\nWith funding from Thiel, Yudkowsky had expanded his AI lab and created an annual conference on the singularity. Years be\n\n**3. 009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md**\n\n> red a couple of noteworthy moments for the prosecution, including FTX’s former general counsel Can Sun. He, like many of SBF’s former colleagues, opted to cooperate with authorities and testified that SBF asked him to create a theoretical “\n\n**4. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md**\n\n> compromised on some other number we weren’t told in court, and Google has been paying Apple that amount since.\n\n“I always felt like it was in Google’s best interest, and our best interest, to get a deal done.”\n\nMeagan Bellshaw, a Justice De\n\n**5. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> alled OpenAI later in the year. Backed by hundreds of millions of dollars from Musk and other funders, the lab promised to protect the world from Page’s vision. Thanks to its ChatGPT chatbot, OpenAI has fundamentally changed the technology \n\n
\n\n---\n📊 0.3s · 5 chunks · 2 LLM calls · 0 cloud\n\n
🔎 Retrieved context (1 source)\n\n**1. 🧭 Adaptive route**\n\n> n8n routed this query as **simple**.\n\n
\n\n---\n📊 0.4s · 0 chunks · 1 LLM call · 0 cloud", "answer": "The provided context is insufficient to answer the question. While the text contains information about events involving OpenAI (Sources 1, 2, and 5), SBF/FTX (Source 3), and Apple/Google (Source 4), it does not present two different sources that conclude on the *same* event in a way that allows for comparison and reconciliation. The sources discuss distinct, unrelated topics.", "sources": [ { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null }, { "title": "009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md", "score": null }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": null }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null } ], "metrics": { "seconds": 0.3, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "multihop", "model": "vanilla-rag-wide", "base_model": "vanilla-rag", "flavor": "wide", "requires_reingest": false, "ok": true, "latency_s": 2.9, "raw": "The provided context is insufficient to answer the question. While the text contains information about events involving OpenAI (Sources 1, 2, 5, 6), FTX/Sam Bankman-Fried (Sources 3, 7, 8), and Apple/Google (Source 4), it does not present two different sources concluding on the *same* specific event in a way that allows for comparison and reconciliation. The events described are distinct (OpenAI's internal drama, DeepMind's sale, FTX trial, Apple-Google search deal) and do not overlap in subject matter across the provided snippets.\n\n
🔎 Retrieved context (8 sources)\n\n**1. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> d in the same direction, the more contentious the disagreements are. You see this in sects and religious orders. There are bitter fights between the closest people.” Last month that infighting came to OpenAI’s boardroom. Rebel board members\n\n**2. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> rope of science fiction that describes the moment when intelligent technology can no longer be controlled by humanity.\n\nWith funding from Thiel, Yudkowsky had expanded his AI lab and created an annual conference on the singularity. Years be\n\n**3. 009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md**\n\n> red a couple of noteworthy moments for the prosecution, including FTX’s former general counsel Can Sun. He, like many of SBF’s former colleagues, opted to cooperate with authorities and testified that SBF asked him to create a theoretical “\n\n**4. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md**\n\n> compromised on some other number we weren’t told in court, and Google has been paying Apple that amount since.\n\n“I always felt like it was in Google’s best interest, and our best interest, to get a deal done.”\n\nMeagan Bellshaw, a Justice De\n\n**5. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> alled OpenAI later in the year. Backed by hundreds of millions of dollars from Musk and other funders, the lab promised to protect the world from Page’s vision. Thanks to its ChatGPT chatbot, OpenAI has fundamentally changed the technology \n\n**6. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> ccording to three people familiar with the matter. Hassabis and his co-founders insisted on two conditions: No DeepMind technology could be used for military purposes, and its AGI technology must be overseen by an independent board of techn\n\n**7. 031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md**\n\n> # Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement\n\nWho is Sam Bankman-Fried, the former CEO of crypto exchange FTX? Is he a liar and a fraud? Or did he act in good faith, and like many a startup founder, fly\n\n**8. 031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md**\n\n> that I had unwittingly written code that contributed to a crime,” he said.\n\nSoon, however, the clock neared 4:30 p.m., and court adjourned for the day. Yedidia will continue his testimony on Thursday, followed by Matt Huang, a former partne\n\n
\n\n---\n📊 2.9s · 8 chunks · 2 LLM calls · 0 cloud", "answer": "The provided context is insufficient to answer the question. While the text contains information about events involving OpenAI (Sources 1, 2, 5, 6), FTX/Sam Bankman-Fried (Sources 3, 7, 8), and Apple/Google (Source 4), it does not present two different sources concluding on the *same* specific event in a way that allows for comparison and reconciliation. The events described are distinct (OpenAI's internal drama, DeepMind's sale, FTX trial, Apple-Google search deal) and do not overlap in subject matter across the provided snippets.", "sources": [ { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null }, { "title": "009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md", "score": null }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": null }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null }, { "title": "031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md", "score": null }, { "title": "031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md", "score": null } ], "metrics": { "seconds": 2.9, "chunks": 8, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "multihop", "model": "hybrid-rag-high-recall", "base_model": "hybrid-rag", "flavor": "high-recall", "requires_reingest": false, "ok": true, "latency_s": 12.7, "raw": "The provided context does not contain information about two different sources concluding on the same event in a way that allows for reconciliation. The text contains separate, unrelated excerpts regarding DeepMind's sale to Google, an antitrust suit against Google, the US v Google trial, and the SBF (Sam Bankman-Fried) trial. While the SBF trial excerpts mention conflicting narratives between the prosecution and defense, they do not present two distinct external sources concluding on a single event for reconciliation purposes; rather, they describe opposing legal arguments within one trial. Therefore, the context is insufficient to answer the question as posed.\n\n
🔎 Retrieved context (8 sources)\n\n**1. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.073\n\n> ccording to three people familiar with the matter. Hassabis and his co-founders insisted on two conditions: No DeepMind technology could be used for military purposes, and its AGI technology must be overseen by an independent board of techn\n\n**2. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md** · score 0.066\n\n> publications,” citing both a 2023 report from the News Media Alliance and a Washington Post article about AI training data for reference. (The Post, which worked with researchers at the Allen Institute for AI, had found that News and Media \n\n**3. 015-More from the US v Google trial: vertical search, pre-installs and the case of F.md** · score 0.059\n\n> clusive deals with smartphone and computer manufacturers and wireless carriers. Google might end up having to turn over all or most of the data it has collected to other search engines so they can improve their products and attract more use\n\n**4. 009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md** · score 0.058\n\n> red a couple of noteworthy moments for the prosecution, including FTX’s former general counsel Can Sun. He, like many of SBF’s former colleagues, opted to cooperate with authorities and testified that SBF asked him to create a theoretical “\n\n**5. 009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md** · score 0.051\n\n> uld not have invested in FTX in the first place.\n\nAnd earlier in the week, a University of Notre Dame professor who helped the government prosecution of Enron and WorldCom, Peter Easton, testified about what he uncovered after tracing the f\n\n**6. 009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md** · score 0.047\n\n> rich and powerful figures to illustrate the peak of his power and influence prior to FTX’s implosion.\n\n“This man stole billions of dollars from thousands of people,” prosecutor Thane Rehn told the court. “He defrauded sophisticated investor\n\n**7. 015-More from the US v Google trial: vertical search, pre-installs and the case of F.md** · score 0.044\n\n> Hurst pointed out that Google began sharing its own flight and hotel data in search results in that period, according to The Seattle Times.\n\nEuropean antitrust fine spurs Google to beef up search engine quality\n\nThe government argued on Nov\n\n**8. 031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md** · score 0.044\n\n> working at a startup is like building a plane as you’re flying it” and that businesses sometimes fail. In fact, he specifically pointed the finger at Ellison, the former CEO of Alameda, who, he said, did not adequately protect her hedge fun\n\n
\n\n---\n📊 12.7s · 8 chunks · 2 LLM calls · 0 cloud", "answer": "The provided context does not contain information about two different sources concluding on the same event in a way that allows for reconciliation. The text contains separate, unrelated excerpts regarding DeepMind's sale to Google, an antitrust suit against Google, the US v Google trial, and the SBF (Sam Bankman-Fried) trial. While the SBF trial excerpts mention conflicting narratives between the prosecution and defense, they do not present two distinct external sources concluding on a single event for reconciliation purposes; rather, they describe opposing legal arguments within one trial. Therefore, the context is insufficient to answer the question as posed.", "sources": [ { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.073 }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": 0.066 }, { "title": "015-More from the US v Google trial: vertical search, pre-installs and the case of F.md", "score": 0.059 }, { "title": "009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md", "score": 0.058 }, { "title": "009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md", "score": 0.051 }, { "title": "009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md", "score": 0.047 }, { "title": "015-More from the US v Google trial: vertical search, pre-installs and the case of F.md", "score": 0.044 }, { "title": "031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md", "score": 0.044 } ], "metrics": { "seconds": 12.7, "chunks": 8, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "multihop", "model": "hybrid-rag-fast", "base_model": "hybrid-rag", "flavor": "fast", "requires_reingest": false, "ok": true, "latency_s": 1.9, "raw": "The provided context is insufficient to answer the question. The text contains fragmented excerpts regarding artificial intelligence funding (Thiel, Musk, Altman, Hassabis) and legal proceedings involving Sam Bankman-Fried, but it does not present two distinct sources that conclude on the same specific event in a way that allows for comparison and reconciliation.\n\n
🔎 Retrieved context (5 sources)\n\n**1. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.986\n\n> rope of science fiction that describes the moment when intelligent technology can no longer be controlled by humanity.\n\nWith funding from Thiel, Yudkowsky had expanded his AI lab and created an annual conference on the singularity. Years be\n\n**2. 031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md** · score 0.749\n\n> working at a startup is like building a plane as you’re flying it” and that businesses sometimes fail. In fact, he specifically pointed the finger at Ellison, the former CEO of Alameda, who, he said, did not adequately protect her hedge fun\n\n**3. 031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md** · score 0.663\n\n> # Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement\n\nWho is Sam Bankman-Fried, the former CEO of crypto exchange FTX? Is he a liar and a fraud? Or did he act in good faith, and like many a startup founder, fly\n\n**4. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.645\n\n> alled OpenAI later in the year. Backed by hundreds of millions of dollars from Musk and other funders, the lab promised to protect the world from Page’s vision. Thanks to its ChatGPT chatbot, OpenAI has fundamentally changed the technology \n\n**5. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.594\n\n> ccording to three people familiar with the matter. Hassabis and his co-founders insisted on two conditions: No DeepMind technology could be used for military purposes, and its AGI technology must be overseen by an independent board of techn\n\n
\n\n---\n📊 1.9s · 5 chunks · 2 LLM calls · 0 cloud", "answer": "The provided context is insufficient to answer the question. The text contains fragmented excerpts regarding artificial intelligence funding (Thiel, Musk, Altman, Hassabis) and legal proceedings involving Sam Bankman-Fried, but it does not present two distinct sources that conclude on the same specific event in a way that allows for comparison and reconciliation.", "sources": [ { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.986 }, { "title": "031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md", "score": 0.749 }, { "title": "031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md", "score": 0.663 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.645 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.594 } ], "metrics": { "seconds": 1.9, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "multihop", "model": "contextual-rag-high-recall", "base_model": "contextual-rag", "flavor": "high-recall", "requires_reingest": false, "ok": true, "latency_s": 16.6, "raw": "The provided context does not contain information about two different sources concluding on the same event in a way that allows for reconciliation. The text consists of separate, unrelated excerpts regarding:\n\n1. Rivalries among Silicon Valley titans (Elon Musk, Sam Altman, Peter Thiel, Mark Zuckerberg, Bill Gates) and their involvement with AI companies like OpenAI, DeepMind, and Anthropic [1], [2], [3], [5].\n2. The collapse of FTX and the trial of Sam Bankman-Fried (SBF), including testimonies from Peter Easton and Caroline Ellison, opening statements, and the aftermath of the bankruptcy [4], [6], [7], [8].\n\nThere is no overlap or conflicting conclusion on a single event between these distinct topics. Therefore, the context is insufficient to answer the question.\n\n
🔎 Retrieved context (8 sources)\n\n**1. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.112\n\n> The text details the intense rivalry and shifting alliances among Silicon Valley titans like Elon Musk, Sam Altman, and Peter Thiel regarding the development of artificial intelligence. This specific passage highlights Musk's failed attempt\n\n**2. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.088\n\n> The text details the intense rivalry between Elon Musk and Larry Page regarding the development and safety of artificial intelligence, which led to the creation of OpenAI as a counterbalance to Google's DeepMind. This specific chunk highlig\n\n**3. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.081\n\n> The text details the intense competition among Silicon Valley titans like Peter Thiel and Elon Musk to control artificial intelligence, highlighting how their personal rivalries and philosophical differences shaped the industry's early land\n\n**4. 009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md** · score 0.077\n\n> This chunk details key testimonies from the third and second weeks of Sam Bankman-Fried's trial, specifically highlighting financial expert Peter Easton's findings on misused customer funds and former Alameda CEO Caroline Ellison's admissio\n\n**5. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.076\n\n> This passage details the pivotal moment when Bill Gates expressed skepticism about AI capabilities, which was subsequently disproven by OpenAI's demonstration of ChatGPT's critical thinking skills, marking a turning point in the technology'\n\n**6. 010-SBF’s trial starts soon, but how did he — and FTX — get here?.md** · score 0.069\n\n> The article details Sam Bankman-Fried's criminal trial and the collapse of FTX, covering the company's rise, the exposure of its financial irregularities, and the subsequent legal fallout for key figures like Gary Wang and Caroline Ellison.\n\n**7. 031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md** · score 0.063\n\n> This section introduces the second day of the trial where prosecutors and defense attorneys presented conflicting opening statements regarding Sam Bankman-Fried's intent and actions. It sets the stage for the central debate over whether he \n\n**8. 010-SBF’s trial starts soon, but how did he — and FTX — get here?.md** · score 0.063\n\n> This section details the immediate aftermath of FTX's collapse in late 2022, covering Bankman-Fried's resignation, his public denial of fraud, and his subsequent arrest and extradition to the United States.\n\nlameda filed for Chapter 11 bank\n\n
\n\n---\n📊 16.6s · 8 chunks · 2 LLM calls · 0 cloud", "answer": "The provided context does not contain information about two different sources concluding on the same event in a way that allows for reconciliation. The text consists of separate, unrelated excerpts regarding:\n\n1. Rivalries among Silicon Valley titans (Elon Musk, Sam Altman, Peter Thiel, Mark Zuckerberg, Bill Gates) and their involvement with AI companies like OpenAI, DeepMind, and Anthropic [1], [2], [3], [5].\n2. The collapse of FTX and the trial of Sam Bankman-Fried (SBF), including testimonies from Peter Easton and Caroline Ellison, opening statements, and the aftermath of the bankruptcy [4], [6], [7], [8].\n\nThere is no overlap or conflicting conclusion on a single event between these distinct topics. Therefore, the context is insufficient to answer the question.", "sources": [ { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.112 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.088 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.081 }, { "title": "009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md", "score": 0.077 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.076 }, { "title": "010-SBF’s trial starts soon, but how did he — and FTX — get here?.md", "score": 0.069 }, { "title": "031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md", "score": 0.063 }, { "title": "010-SBF’s trial starts soon, but how did he — and FTX — get here?.md", "score": 0.063 } ], "metrics": { "seconds": 16.6, "chunks": 8, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "multihop", "model": "graph-rag-fast", "base_model": "graph-rag", "flavor": "fast", "requires_reingest": false, "ok": true, "latency_s": 24.7, "raw": "To compare and reconcile the conclusions from two different sources on the same event, we need to analyze the information provided in both documents.\n\n### Document [1]: News Publisher Files Class Action Antitrust Suit Against Google\n\nThis document discusses a class action lawsuit filed by Helena World Chronicle against Google. The lawsuit alleges that Google engages in anticompetitive behavior by extracting content from publishers' websites without proper compensation, thereby harming the publishers' businesses. Key points include:\n\n- **Knowledge Graph**: Google's Knowledge Graph extracts information from publishers' websites and presents it in a \"Knowledge Panel,\" which the lawsuit argues misappropriates content.\n- **Featured Snippets**: This technology algorithmically extracts answers from webpages, shifting traffic away from publishers' sites.\n- **AI Impact**: The lawsuit highlights concerns about AI technologies like Google's Search Generative Experience (SGE) and Bard AI, which could significantly reduce traffic to publishers' websites.\n\n### Document [2]: How Ego and Fear Fueled the Rise of Artificial Intelligence\n\nThis document provides a different perspective, focusing on the internal dynamics within OpenAI and its relationship with Microsoft. Key points include:\n\n- **GPT-3 Development**: GPT-3 was developed by analyzing countless Wikipedia articles, digital books, and message boards. It had the capability to generate text but also made things up.\n- **Commercialization Concerns**: Some researchers at OpenAI were unhappy with the commercial direction the company was taking, leading to the formation of Anthropic, a new lab aimed at building AI with tight controls.\n\n### Reconciliation\n\nWhile both documents discuss AI and its impact on publishers, they focus on different aspects:\n\n- **Document [1]** emphasizes the legal and business implications of Google's AI technologies on news publishers, highlighting anticompetitive practices and potential harm to the publishing industry.\n- **Document [2]** delves into the internal conflicts within OpenAI and the development of AI technologies like GPT-3, focusing more on the ethical and commercial concerns surrounding AI development.\n\n### Conclusion\n\nThe two sources provide complementary perspectives. Document [1] offers a legal and business viewpoint on how Google's AI technologies affect publishers, while Document [2] explores the internal dynamics and ethical considerations in the development of AI technologies. Together, they highlight both the external impacts and internal challenges associated with AI advancements.\n\n### References\n\n- [1] News publisher files class action antitrust suit against Google, citing AI’s har\n- [2] How ego and fear fuelled the rise of artificial intelligence\n\n
🔎 Retrieved context (1 source)\n\n**1. LightRAG knowledge graph**\n\n> Graph + vector dual retrieval (mode=local) over the corpus's extracted entities & relations.\n\n
\n\n---\n📊 24.7s · 0 chunks · 1 LLM call · 0 cloud", "answer": "To compare and reconcile the conclusions from two different sources on the same event, we need to analyze the information provided in both documents.\n\n### Document [1]: News Publisher Files Class Action Antitrust Suit Against Google\n\nThis document discusses a class action lawsuit filed by Helena World Chronicle against Google. The lawsuit alleges that Google engages in anticompetitive behavior by extracting content from publishers' websites without proper compensation, thereby harming the publishers' businesses. Key points include:\n\n- **Knowledge Graph**: Google's Knowledge Graph extracts information from publishers' websites and presents it in a \"Knowledge Panel,\" which the lawsuit argues misappropriates content.\n- **Featured Snippets**: This technology algorithmically extracts answers from webpages, shifting traffic away from publishers' sites.\n- **AI Impact**: The lawsuit highlights concerns about AI technologies like Google's Search Generative Experience (SGE) and Bard AI, which could significantly reduce traffic to publishers' websites.\n\n### Document [2]: How Ego and Fear Fueled the Rise of Artificial Intelligence\n\nThis document provides a different perspective, focusing on the internal dynamics within OpenAI and its relationship with Microsoft. Key points include:\n\n- **GPT-3 Development**: GPT-3 was developed by analyzing countless Wikipedia articles, digital books, and message boards. It had the capability to generate text but also made things up.\n- **Commercialization Concerns**: Some researchers at OpenAI were unhappy with the commercial direction the company was taking, leading to the formation of Anthropic, a new lab aimed at building AI with tight controls.\n\n### Reconciliation\n\nWhile both documents discuss AI and its impact on publishers, they focus on different aspects:\n\n- **Document [1]** emphasizes the legal and business implications of Google's AI technologies on news publishers, highlighting anticompetitive practices and potential harm to the publishing industry.\n- **Document [2]** delves into the internal conflicts within OpenAI and the development of AI technologies like GPT-3, focusing more on the ethical and commercial concerns surrounding AI development.\n\n### Conclusion\n\nThe two sources provide complementary perspectives. Document [1] offers a legal and business viewpoint on how Google's AI technologies affect publishers, while Document [2] explores the internal dynamics and ethical considerations in the development of AI technologies. Together, they highlight both the external impacts and internal challenges associated with AI advancements.\n\n### References\n\n- [1] News publisher files class action antitrust suit against Google, citing AI’s har\n- [2] How ego and fear fuelled the rise of artificial intelligence", "sources": [ { "title": "LightRAG knowledge graph", "score": null } ], "metrics": { "seconds": 24.7, "chunks": 0, "llm_calls": 1, "cloud_calls": 0 } }, { "query_id": "multihop", "model": "graph-rag-wide", "base_model": "graph-rag", "flavor": "wide", "requires_reingest": false, "ok": true, "latency_s": 22.1, "raw": "I\n\n
🔎 Retrieved context (1 source)\n\n**1. LightRAG knowledge graph**\n\n> Graph + vector dual retrieval (mode=hybrid) over the corpus's extracted entities & relations.\n\n
\n\n---\n📊 22.0s · 0 chunks · 1 LLM call · 0 cloud", "answer": "I", "sources": [ { "title": "LightRAG knowledge graph", "score": null } ], "metrics": { "seconds": 22.0, "chunks": 0, "llm_calls": 1, "cloud_calls": 0 } }, { "query_id": "multihop", "model": "agentic-rag-deeper", "base_model": "agentic-rag", "flavor": "deeper", "requires_reingest": false, "ok": true, "latency_s": 0.0, "raw": "To provide a meaningful comparison and reconciliation of conclusions from two different sources regarding the same event, I first need to know **which specific event** you are referring to.\n\nPlease specify:\n1. The **event** (e.g., the signing of the Treaty of Versailles, the Chernobyl disaster, the 2020 US Presidential Election, etc.).\n2. Optionally, if you have specific sources in mind (e.g., \"The New York Times vs. The Wall Street Journal\" or \"Source A vs. Source B\"), please name them. If not, I can select two prominent or contrasting reputable sources for the event.\n\nOnce you provide the event, I will:\n1. Search for the conclusions drawn by each source.\n2. Compare their perspectives, evidence, and interpretations.\n3. Reconcile any discrepancies by identifying common facts, contextual differences, or biases.\n\n
🔎 Retrieved context (1 source)\n\n**1. 🤖 Agent trace**\n\n> (answered without retrieval)\n\n
\n\n---\n📊 0.0s · 0 chunks · 1 LLM call · 0 cloud", "answer": "To provide a meaningful comparison and reconciliation of conclusions from two different sources regarding the same event, I first need to know **which specific event** you are referring to.\n\nPlease specify:\n1. The **event** (e.g., the signing of the Treaty of Versailles, the Chernobyl disaster, the 2020 US Presidential Election, etc.).\n2. Optionally, if you have specific sources in mind (e.g., \"The New York Times vs. The Wall Street Journal\" or \"Source A vs. Source B\"), please name them. If not, I can select two prominent or contrasting reputable sources for the event.\n\nOnce you provide the event, I will:\n1. Search for the conclusions drawn by each source.\n2. Compare their perspectives, evidence, and interpretations.\n3. Reconcile any discrepancies by identifying common facts, contextual differences, or biases.", "sources": [ { "title": "🤖 Agent trace", "score": null } ], "metrics": { "seconds": 0.0, "chunks": 0, "llm_calls": 1, "cloud_calls": 0 } }, { "query_id": "multihop", "model": "n8n-adaptive-rag-default", "base_model": "n8n-adaptive-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 0.6, "raw": "The provided context is insufficient to answer the question. While the text contains information about events involving OpenAI (Sources 1, 2, and 5), SBF/FTX (Source 3), and Apple/Google (Source 4), it does not present two different sources that conclude on the *same* event in a way that allows for comparison and reconciliation. The sources discuss distinct, unrelated topics.\n\n
🔎 Retrieved context (5 sources)\n\n**1. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> d in the same direction, the more contentious the disagreements are. You see this in sects and religious orders. There are bitter fights between the closest people.” Last month that infighting came to OpenAI’s boardroom. Rebel board members\n\n**2. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> rope of science fiction that describes the moment when intelligent technology can no longer be controlled by humanity.\n\nWith funding from Thiel, Yudkowsky had expanded his AI lab and created an annual conference on the singularity. Years be\n\n**3. 009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md**\n\n> red a couple of noteworthy moments for the prosecution, including FTX’s former general counsel Can Sun. He, like many of SBF’s former colleagues, opted to cooperate with authorities and testified that SBF asked him to create a theoretical “\n\n**4. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md**\n\n> compromised on some other number we weren’t told in court, and Google has been paying Apple that amount since.\n\n“I always felt like it was in Google’s best interest, and our best interest, to get a deal done.”\n\nMeagan Bellshaw, a Justice De\n\n**5. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> alled OpenAI later in the year. Backed by hundreds of millions of dollars from Musk and other funders, the lab promised to protect the world from Page’s vision. Thanks to its ChatGPT chatbot, OpenAI has fundamentally changed the technology \n\n
\n\n---\n📊 0.6s · 5 chunks · 2 LLM calls · 0 cloud\n\n
🔎 Retrieved context (1 source)\n\n**1. 🧭 Adaptive route**\n\n> n8n routed this query as **simple**.\n\n
\n\n---\n📊 0.6s · 0 chunks · 1 LLM call · 0 cloud", "answer": "The provided context is insufficient to answer the question. While the text contains information about events involving OpenAI (Sources 1, 2, and 5), SBF/FTX (Source 3), and Apple/Google (Source 4), it does not present two different sources that conclude on the *same* event in a way that allows for comparison and reconciliation. The sources discuss distinct, unrelated topics.", "sources": [ { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null }, { "title": "009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md", "score": null }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": null }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null } ], "metrics": { "seconds": 0.6, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "factoid", "model": "vanilla-rag", "base_model": "vanilla-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 1.7, "raw": "The firmware version referenced in the widget bootloader error is v4.2.\n\n
🔎 Retrieved context (5 sources)\n\n**1. widget-error-codes.md**\n\n> # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WIDGET-ERR-3390**: Calibration drift beyond\n\n**2. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md**\n\n> ronicle, LLC v. Google LLC and Alphabet Inc by TechCrunch on Scribd\n\nEditor’s note: This post was updated after publication with a statement provided by Google on Friday evening.\n\n**3. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md**\n\n> izes; the location-tracking prompt that appears when you open Maps; and the App Tracking Transparency pop-up that tells you when an app wants to collect your data. Cue objected to all these things being considered part of setup, but Bellsha\n\n**4. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md**\n\n> # Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’\n\nEddy Cue, in a dark suit, peered down at the monitor in front of him. The screens in the Washington, DC, courtroom had briefly malfunctioned and left witnesses\n\n**5. 010-SBF’s trial starts soon, but how did he — and FTX — get here?.md**\n\n> blem: The report showed Alameda’s largest asset was $3.66 billion of “unlocked FTT” and $2.16 billion of “FTT collateral.” FTT was the token behind FTX.\n\nThe balance sheet showed that the $5.82 billion in FTT tokens that Alameda owned was 1\n\n
\n\n---\n📊 1.7s · 5 chunks · 2 LLM calls · 0 cloud", "answer": "The firmware version referenced in the widget bootloader error is v4.2.", "sources": [ { "title": "widget-error-codes.md", "score": null }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": null }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": null }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": null }, { "title": "010-SBF’s trial starts soon, but how did he — and FTX — get here?.md", "score": null } ], "metrics": { "seconds": 1.7, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "factoid", "model": "hybrid-rag", "base_model": "hybrid-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 6.3, "raw": "The firmware version referenced in the widget bootloader error is v4.2.\n\n
🔎 Retrieved context (5 sources)\n\n**1. widget-error-codes.md** · score 0.414\n\n> # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WIDGET-ERR-3390**: Calibration drift beyond\n\n**2. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md** · score 0.003\n\n> ronicle, LLC v. Google LLC and Alphabet Inc by TechCrunch on Scribd\n\nEditor’s note: This post was updated after publication with a statement provided by Google on Friday evening.\n\n**3. 015-More from the US v Google trial: vertical search, pre-installs and the case of F.md** · score 0.002\n\n> # More from the US v Google trial: vertical search, pre-installs and the case of F\n\nMore from the US v Google trial: Vertical search, pre-installs and the case of Firefox/Yahoo\n\nWe’re nearly two months into the Justice Department’s landmark\n\n**4. 015-More from the US v Google trial: vertical search, pre-installs and the case of F.md** · score 0.002\n\n> as making a big push to win business with people who wanted to buy identity theft protection.\n\nRevenue-shares to pre-install Google apps on Androids\n\nJamie Rosenberg, a Google employee who focuses on Android and Google Play, testified in Go\n\n**5. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md** · score 0.002\n\n> there wasn’t a valid alternative to Google at the time,” Cue said. He said there still isn’t one.\n\nThat question — whether Apple picked Google because it’s the most lucrative choice or the best product — was a key part of Cue’s testimony an\n\n
\n\n---\n📊 6.2s · 5 chunks · 2 LLM calls · 0 cloud", "answer": "The firmware version referenced in the widget bootloader error is v4.2.", "sources": [ { "title": "widget-error-codes.md", "score": 0.414 }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": 0.003 }, { "title": "015-More from the US v Google trial: vertical search, pre-installs and the case of F.md", "score": 0.002 }, { "title": "015-More from the US v Google trial: vertical search, pre-installs and the case of F.md", "score": 0.002 }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": 0.002 } ], "metrics": { "seconds": 6.2, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "factoid", "model": "contextual-rag", "base_model": "contextual-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 7.7, "raw": "The firmware version referenced in the widget bootloader error is v4.2.\n\n
🔎 Retrieved context (5 sources)\n\n**1. widget-error-codes.md** · score 0.227\n\n> This section lists specific error codes for the Acme Widget, detailing their causes and required resolution steps. It serves as a quick reference guide for troubleshooting common hardware and software issues.\n\n# Acme Widget Error Code Refer\n\n**2. 015-More from the US v Google trial: vertical search, pre-installs and the case of F.md** · score 0.002\n\n> This section details testimony from Google employee Jamie Rosenberg regarding the company's use of Mobile App Distribution Agreements and Revenue Share Agreements to mandate the pre-installation of Google apps on Android devices. It illustr\n\n**3. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md** · score 0.002\n\n> The chunk concludes Apple executive Eddy Cue's testimony regarding the company's stance on user privacy and its agreement with Google, which allows users to change their default search engine but does not require Apple to offer a choice dur\n\n**4. 015-More from the US v Google trial: vertical search, pre-installs and the case of F.md** · score 0.002\n\n> This passage outlines the potential remedies and broader implications of the U.S. Department of Justice's antitrust trial against Google, specifically regarding exclusive deals with manufacturers and the impact on other major tech companies\n\n**5. 010-SBF’s trial starts soon, but how did he — and FTX — get here?.md** · score 0.001\n\n> This section details the legal aftermath of FTX's collapse, highlighting how key figures like Gary Wang and Caroline Ellison pleaded guilty and agreed to cooperate with prosecutors, while Sam Bankman-Fried maintained his innocence ahead of \n\n
\n\n---\n📊 7.7s · 5 chunks · 2 LLM calls · 0 cloud", "answer": "The firmware version referenced in the widget bootloader error is v4.2.", "sources": [ { "title": "widget-error-codes.md", "score": 0.227 }, { "title": "015-More from the US v Google trial: vertical search, pre-installs and the case of F.md", "score": 0.002 }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": 0.002 }, { "title": "015-More from the US v Google trial: vertical search, pre-installs and the case of F.md", "score": 0.002 }, { "title": "010-SBF’s trial starts soon, but how did he — and FTX — get here?.md", "score": 0.001 } ], "metrics": { "seconds": 7.7, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "factoid", "model": "graph-rag", "base_model": "graph-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 19.1, "raw": "The firmware version referenced in the widget bootloader error is **Bootloader v4.2**. This specific version of the bootloader firmware is associated with the error code **WIDGET-ERR-1188**, which indicates a firmware signature mismatch.\n\n### References\n\n- [2] Acme Widget Error Code Reference\n\n
🔎 Retrieved context (1 source)\n\n**1. LightRAG knowledge graph**\n\n> Graph + vector dual retrieval (mode=hybrid) over the corpus's extracted entities & relations.\n\n
\n\n---\n📊 19.1s · 0 chunks · 1 LLM call · 0 cloud", "answer": "The firmware version referenced in the widget bootloader error is **Bootloader v4.2**. This specific version of the bootloader firmware is associated with the error code **WIDGET-ERR-1188**, which indicates a firmware signature mismatch.\n\n### References\n\n- [2] Acme Widget Error Code Reference", "sources": [ { "title": "LightRAG knowledge graph", "score": null } ], "metrics": { "seconds": 19.1, "chunks": 0, "llm_calls": 1, "cloud_calls": 0 } }, { "query_id": "factoid", "model": "agentic-rag", "base_model": "agentic-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 5.1, "raw": "(agent reached MAX_STEPS without producing a final answer)\n\n
🔎 Retrieved context (1 source)\n\n**1. 🤖 Agent trace**\n\n> **Step 1.** **Action:** `search_vectors(widget bootloader error firmware version)`\n\n**Observation:** - widget-error-codes.md: # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WID\n- 033-News publisher files class action antitrust suit against Google, cit\n\n**Step 2.** **Action:** `search_vectors(widget bootloader error firmware version)`\n\n**Observation:** - widget-error-codes.md: # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WID\n- 033-News publisher files class action antitrust suit against Google, cit\n\n**Step 3.** **Action:** `search_vectors(widget bootloader error firmware version)`\n\n**Observation:** - widget-error-codes.md: # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WID\n- 033-News publisher files class action antitrust suit against Google, cit\n\n**Step 4.** **Action:** `search_vectors(widget bootloader error firmware version)`\n\n**Observation:** - widget-error-codes.md: # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WID\n- 033-News publisher files class action antitrust suit against Google, cit\n\n
\n\n---\n📊 5.1s · 0 chunks · 8 LLM calls · 0 cloud", "answer": "(agent reached MAX_STEPS without producing a final answer)", "sources": [ { "title": "🤖 Agent trace", "score": null } ], "metrics": { "seconds": 5.1, "chunks": 0, "llm_calls": 8, "cloud_calls": 0 } }, { "query_id": "factoid", "model": "n8n-adaptive-rag", "base_model": "n8n-adaptive-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 0.4, "raw": "The firmware version referenced in the widget bootloader error is v4.2.\n\n
🔎 Retrieved context (5 sources)\n\n**1. widget-error-codes.md**\n\n> # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WIDGET-ERR-3390**: Calibration drift beyond\n\n**2. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md**\n\n> ronicle, LLC v. Google LLC and Alphabet Inc by TechCrunch on Scribd\n\nEditor’s note: This post was updated after publication with a statement provided by Google on Friday evening.\n\n**3. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md**\n\n> izes; the location-tracking prompt that appears when you open Maps; and the App Tracking Transparency pop-up that tells you when an app wants to collect your data. Cue objected to all these things being considered part of setup, but Bellsha\n\n**4. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md**\n\n> # Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’\n\nEddy Cue, in a dark suit, peered down at the monitor in front of him. The screens in the Washington, DC, courtroom had briefly malfunctioned and left witnesses\n\n**5. 010-SBF’s trial starts soon, but how did he — and FTX — get here?.md**\n\n> blem: The report showed Alameda’s largest asset was $3.66 billion of “unlocked FTT” and $2.16 billion of “FTT collateral.” FTT was the token behind FTX.\n\nThe balance sheet showed that the $5.82 billion in FTT tokens that Alameda owned was 1\n\n
\n\n---\n📊 0.3s · 5 chunks · 2 LLM calls · 0 cloud\n\n
🔎 Retrieved context (1 source)\n\n**1. 🧭 Adaptive route**\n\n> n8n routed this query as **simple**.\n\n
\n\n---\n📊 0.4s · 0 chunks · 1 LLM call · 0 cloud", "answer": "The firmware version referenced in the widget bootloader error is v4.2.", "sources": [ { "title": "widget-error-codes.md", "score": null }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": null }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": null }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": null }, { "title": "010-SBF’s trial starts soon, but how did he — and FTX — get here?.md", "score": null } ], "metrics": { "seconds": 0.3, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "factoid", "model": "vanilla-rag-wide", "base_model": "vanilla-rag", "flavor": "wide", "requires_reingest": false, "ok": true, "latency_s": 1.7, "raw": "The firmware version referenced in the widget bootloader error is v4.2.\n\n
🔎 Retrieved context (8 sources)\n\n**1. widget-error-codes.md**\n\n> # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WIDGET-ERR-3390**: Calibration drift beyond\n\n**2. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md**\n\n> ronicle, LLC v. Google LLC and Alphabet Inc by TechCrunch on Scribd\n\nEditor’s note: This post was updated after publication with a statement provided by Google on Friday evening.\n\n**3. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md**\n\n> izes; the location-tracking prompt that appears when you open Maps; and the App Tracking Transparency pop-up that tells you when an app wants to collect your data. Cue objected to all these things being considered part of setup, but Bellsha\n\n**4. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md**\n\n> # Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’\n\nEddy Cue, in a dark suit, peered down at the monitor in front of him. The screens in the Washington, DC, courtroom had briefly malfunctioned and left witnesses\n\n**5. 010-SBF’s trial starts soon, but how did he — and FTX — get here?.md**\n\n> blem: The report showed Alameda’s largest asset was $3.66 billion of “unlocked FTT” and $2.16 billion of “FTT collateral.” FTT was the token behind FTX.\n\nThe balance sheet showed that the $5.82 billion in FTT tokens that Alameda owned was 1\n\n**6. 015-More from the US v Google trial: vertical search, pre-installs and the case of F.md**\n\n> as making a big push to win business with people who wanted to buy identity theft protection.\n\nRevenue-shares to pre-install Google apps on Androids\n\nJamie Rosenberg, a Google employee who focuses on Android and Google Play, testified in Go\n\n**7. 015-More from the US v Google trial: vertical search, pre-installs and the case of F.md**\n\n> Hurst pointed out that Google began sharing its own flight and hotel data in search results in that period, according to The Seattle Times.\n\nEuropean antitrust fine spurs Google to beef up search engine quality\n\nThe government argued on Nov\n\n**8. 010-SBF’s trial starts soon, but how did he — and FTX — get here?.md**\n\n> ggest financial frauds in American history,” in a press conference.\n\nThe aftermath\n\nFTX co-founder and former CTO Gary Wang, and Alameda Research’s former CEO, Caroline Ellison, both pleaded guilty in December 2022 to federal criminal charg\n\n
\n\n---\n📊 1.7s · 8 chunks · 2 LLM calls · 0 cloud", "answer": "The firmware version referenced in the widget bootloader error is v4.2.", "sources": [ { "title": "widget-error-codes.md", "score": null }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": null }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": null }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": null }, { "title": "010-SBF’s trial starts soon, but how did he — and FTX — get here?.md", "score": null }, { "title": "015-More from the US v Google trial: vertical search, pre-installs and the case of F.md", "score": null }, { "title": "015-More from the US v Google trial: vertical search, pre-installs and the case of F.md", "score": null }, { "title": "010-SBF’s trial starts soon, but how did he — and FTX — get here?.md", "score": null } ], "metrics": { "seconds": 1.7, "chunks": 8, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "factoid", "model": "hybrid-rag-high-recall", "base_model": "hybrid-rag", "flavor": "high-recall", "requires_reingest": false, "ok": true, "latency_s": 11.0, "raw": "The firmware version referenced in the widget bootloader error is v4.2.\n\n
🔎 Retrieved context (8 sources)\n\n**1. widget-error-codes.md** · score 0.414\n\n> # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WIDGET-ERR-3390**: Calibration drift beyond\n\n**2. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md** · score 0.003\n\n> ronicle, LLC v. Google LLC and Alphabet Inc by TechCrunch on Scribd\n\nEditor’s note: This post was updated after publication with a statement provided by Google on Friday evening.\n\n**3. 015-More from the US v Google trial: vertical search, pre-installs and the case of F.md** · score 0.002\n\n> # More from the US v Google trial: vertical search, pre-installs and the case of F\n\nMore from the US v Google trial: Vertical search, pre-installs and the case of Firefox/Yahoo\n\nWe’re nearly two months into the Justice Department’s landmark\n\n**4. 015-More from the US v Google trial: vertical search, pre-installs and the case of F.md** · score 0.002\n\n> as making a big push to win business with people who wanted to buy identity theft protection.\n\nRevenue-shares to pre-install Google apps on Androids\n\nJamie Rosenberg, a Google employee who focuses on Android and Google Play, testified in Go\n\n**5. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md** · score 0.002\n\n> there wasn’t a valid alternative to Google at the time,” Cue said. He said there still isn’t one.\n\nThat question — whether Apple picked Google because it’s the most lucrative choice or the best product — was a key part of Cue’s testimony an\n\n**6. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md** · score 0.002\n\n> # Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’\n\nEddy Cue, in a dark suit, peered down at the monitor in front of him. The screens in the Washington, DC, courtroom had briefly malfunctioned and left witnesses\n\n**7. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md** · score 0.002\n\n> izes; the location-tracking prompt that appears when you open Maps; and the App Tracking Transparency pop-up that tells you when an app wants to collect your data. Cue objected to all these things being considered part of setup, but Bellsha\n\n**8. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md** · score 0.002\n\n> igger laughs. Then everybody got back down to business.\n\nCue was on the stand as a witness in US v. Google, the landmark antitrust trial over Google’s search business. Cue is one of the highest-profile witnesses in the case so far, in part \n\n
\n\n---\n📊 11.0s · 8 chunks · 2 LLM calls · 0 cloud", "answer": "The firmware version referenced in the widget bootloader error is v4.2.", "sources": [ { "title": "widget-error-codes.md", "score": 0.414 }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": 0.003 }, { "title": "015-More from the US v Google trial: vertical search, pre-installs and the case of F.md", "score": 0.002 }, { "title": "015-More from the US v Google trial: vertical search, pre-installs and the case of F.md", "score": 0.002 }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": 0.002 }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": 0.002 }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": 0.002 }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": 0.002 } ], "metrics": { "seconds": 11.0, "chunks": 8, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "factoid", "model": "hybrid-rag-fast", "base_model": "hybrid-rag", "flavor": "fast", "requires_reingest": false, "ok": true, "latency_s": 1.3, "raw": "The firmware version referenced in the widget bootloader error is v4.2.\n\n
🔎 Retrieved context (5 sources)\n\n**1. widget-error-codes.md** · score 1.000\n\n> # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WIDGET-ERR-3390**: Calibration drift beyond\n\n**2. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md** · score 0.151\n\n> ronicle, LLC v. Google LLC and Alphabet Inc by TechCrunch on Scribd\n\nEditor’s note: This post was updated after publication with a statement provided by Google on Friday evening.\n\n**3. 030-SBF, riding high on FTX, reportedly offered $5B to Trump to cancel President re-.md** · score 0.148\n\n> # SBF, riding high on FTX, reportedly offered $5B to Trump to cancel President re-\n\nCome Tuesday, our eyes will be trained on the Manhattan Federal Court for the trial of Sam Bankman-Fried, the disgraced cryptocurrency entrepreneur accused \n\n**4. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md** · score 0.134\n\n> izes; the location-tracking prompt that appears when you open Maps; and the App Tracking Transparency pop-up that tells you when an app wants to collect your data. Cue objected to all these things being considered part of setup, but Bellsha\n\n**5. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md** · score 0.132\n\n> # Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’\n\nEddy Cue, in a dark suit, peered down at the monitor in front of him. The screens in the Washington, DC, courtroom had briefly malfunctioned and left witnesses\n\n
\n\n---\n📊 1.3s · 5 chunks · 2 LLM calls · 0 cloud", "answer": "The firmware version referenced in the widget bootloader error is v4.2.", "sources": [ { "title": "widget-error-codes.md", "score": 1.0 }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": 0.151 }, { "title": "030-SBF, riding high on FTX, reportedly offered $5B to Trump to cancel President re-.md", "score": 0.148 }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": 0.134 }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": 0.132 } ], "metrics": { "seconds": 1.3, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "factoid", "model": "contextual-rag-high-recall", "base_model": "contextual-rag", "flavor": "high-recall", "requires_reingest": false, "ok": true, "latency_s": 14.2, "raw": "The firmware version referenced in the widget bootloader error is v4.2.\n\n
🔎 Retrieved context (8 sources)\n\n**1. widget-error-codes.md** · score 0.227\n\n> This section lists specific error codes for the Acme Widget, detailing their causes and required resolution steps. It serves as a quick reference guide for troubleshooting common hardware and software issues.\n\n# Acme Widget Error Code Refer\n\n**2. 015-More from the US v Google trial: vertical search, pre-installs and the case of F.md** · score 0.002\n\n> This section details testimony from Google employee Jamie Rosenberg regarding the company's use of Mobile App Distribution Agreements and Revenue Share Agreements to mandate the pre-installation of Google apps on Android devices. It illustr\n\n**3. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md** · score 0.002\n\n> The chunk concludes Apple executive Eddy Cue's testimony regarding the company's stance on user privacy and its agreement with Google, which allows users to change their default search engine but does not require Apple to offer a choice dur\n\n**4. 015-More from the US v Google trial: vertical search, pre-installs and the case of F.md** · score 0.002\n\n> This section introduces the ongoing US Department of Justice antitrust trial against Google, highlighting recent revelations about the company's $26.3 billion spending on default search engine deals and its attempts to preinstall Chrome on \n\n**5. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md** · score 0.002\n\n> This chunk provides the specific legal case name and source attribution for the class action lawsuit filed by Helena World Chronicle against Google, which is detailed throughout the document as alleging anticompetitive behavior regarding ne\n\n**6. 015-More from the US v Google trial: vertical search, pre-installs and the case of F.md** · score 0.002\n\n> This passage outlines the potential remedies and broader implications of the U.S. Department of Justice's antitrust trial against Google, specifically regarding exclusive deals with manufacturers and the impact on other major tech companies\n\n**7. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md** · score 0.002\n\n> This chunk introduces Apple executive Eddy Cue's testimony in the US v. Google antitrust trial, highlighting the central role of the Information Services Agreement (ISA) that makes Google the default search engine on Apple devices. It sets \n\n**8. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md** · score 0.002\n\n> This excerpt introduces Eddy Cue's testimony in the US v. Google antitrust trial, where he defends Apple's long-standing default search agreement with Google by arguing that no valid alternative existed at the time of the deal.\n\n# Apple def\n\n
\n\n---\n📊 14.2s · 8 chunks · 2 LLM calls · 0 cloud", "answer": "The firmware version referenced in the widget bootloader error is v4.2.", "sources": [ { "title": "widget-error-codes.md", "score": 0.227 }, { "title": "015-More from the US v Google trial: vertical search, pre-installs and the case of F.md", "score": 0.002 }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": 0.002 }, { "title": "015-More from the US v Google trial: vertical search, pre-installs and the case of F.md", "score": 0.002 }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": 0.002 }, { "title": "015-More from the US v Google trial: vertical search, pre-installs and the case of F.md", "score": 0.002 }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": 0.002 }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": 0.002 } ], "metrics": { "seconds": 14.2, "chunks": 8, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "factoid", "model": "graph-rag-fast", "base_model": "graph-rag", "flavor": "fast", "requires_reingest": false, "ok": true, "latency_s": 6.7, "raw": "The firmware version referenced in the widget bootloader error is **Bootloader v4.2**. This specific version of the bootloader firmware is associated with the error code **WIDGET-ERR-1188**, which indicates a firmware signature mismatch.\n\n### References\n\n- [1] widget-error-codes.md\n\n
🔎 Retrieved context (1 source)\n\n**1. LightRAG knowledge graph**\n\n> Graph + vector dual retrieval (mode=local) over the corpus's extracted entities & relations.\n\n
\n\n---\n📊 6.7s · 0 chunks · 1 LLM call · 0 cloud", "answer": "The firmware version referenced in the widget bootloader error is **Bootloader v4.2**. This specific version of the bootloader firmware is associated with the error code **WIDGET-ERR-1188**, which indicates a firmware signature mismatch.\n\n### References\n\n- [1] widget-error-codes.md", "sources": [ { "title": "LightRAG knowledge graph", "score": null } ], "metrics": { "seconds": 6.7, "chunks": 0, "llm_calls": 1, "cloud_calls": 0 } }, { "query_id": "factoid", "model": "graph-rag-wide", "base_model": "graph-rag", "flavor": "wide", "requires_reingest": false, "ok": true, "latency_s": 21.9, "raw": "The\n\n
🔎 Retrieved context (1 source)\n\n**1. LightRAG knowledge graph**\n\n> Graph + vector dual retrieval (mode=hybrid) over the corpus's extracted entities & relations.\n\n
\n\n---\n📊 21.9s · 0 chunks · 1 LLM call · 0 cloud", "answer": "The", "sources": [ { "title": "LightRAG knowledge graph", "score": null } ], "metrics": { "seconds": 21.9, "chunks": 0, "llm_calls": 1, "cloud_calls": 0 } }, { "query_id": "factoid", "model": "agentic-rag-deeper", "base_model": "agentic-rag", "flavor": "deeper", "requires_reingest": false, "ok": true, "latency_s": 10.5, "raw": "(agent reached MAX_STEPS without producing a final answer)\n\n
🔎 Retrieved context (1 source)\n\n**1. 🤖 Agent trace**\n\n> **Step 1.** **Action:** `search_vectors(widget bootloader error firmware version)`\n\n**Observation:** - widget-error-codes.md: # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WID\n- 033-News publisher files class action antitrust suit against Google, cit\n\n**Step 2.** **Action:** `search_vectors(widget bootloader error firmware version)`\n\n**Observation:** - widget-error-codes.md: # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WID\n- 033-News publisher files class action antitrust suit against Google, cit\n\n**Step 3.** **Action:** `search_vectors(widget bootloader error firmware version)`\n\n**Observation:** - widget-error-codes.md: # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WID\n- 033-News publisher files class action antitrust suit against Google, cit\n\n**Step 4.** **Action:** `search_vectors(widget bootloader error firmware version)`\n\n**Observation:** - widget-error-codes.md: # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WID\n- 033-News publisher files class action antitrust suit against Google, cit\n\n**Step 5.** **Action:** `search_vectors(widget bootloader error firmware version)`\n\n**Observation:** - widget-error-codes.md: # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WID\n- 033-News publisher files class action antitrust suit against Google, cit\n\n**Step 6.** **Action:** `search_vectors(widget bootloader error firmware version)`\n\n**Observation:** - widget-error-codes.md: # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WID\n- 033-News publisher files class action antitrust suit against Google, cit\n\n**Step 7.** **Action:** `search_vectors(widget bootloader error firmware version)`\n\n**Observation:** - widget-error-codes.md: # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WID\n- 033-News publisher files class action antitrust suit against Google, cit\n\n**Step 8.** **Action:** `search_vectors(widget bootloader error firmware version)`\n\n**Observation:** - widget-error-codes.md: # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WID\n- 033-News publisher files class action antitrust suit against Google, cit\n\n
\n\n---\n📊 10.5s · 0 chunks · 16 LLM calls · 0 cloud", "answer": "(agent reached MAX_STEPS without producing a final answer)", "sources": [ { "title": "🤖 Agent trace", "score": null } ], "metrics": { "seconds": 10.5, "chunks": 0, "llm_calls": 16, "cloud_calls": 0 } }, { "query_id": "factoid", "model": "n8n-adaptive-rag-default", "base_model": "n8n-adaptive-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 0.4, "raw": "The firmware version referenced in the widget bootloader error is v4.2.\n\n
🔎 Retrieved context (5 sources)\n\n**1. widget-error-codes.md**\n\n> # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WIDGET-ERR-3390**: Calibration drift beyond\n\n**2. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md**\n\n> ronicle, LLC v. Google LLC and Alphabet Inc by TechCrunch on Scribd\n\nEditor’s note: This post was updated after publication with a statement provided by Google on Friday evening.\n\n**3. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md**\n\n> izes; the location-tracking prompt that appears when you open Maps; and the App Tracking Transparency pop-up that tells you when an app wants to collect your data. Cue objected to all these things being considered part of setup, but Bellsha\n\n**4. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md**\n\n> # Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’\n\nEddy Cue, in a dark suit, peered down at the monitor in front of him. The screens in the Washington, DC, courtroom had briefly malfunctioned and left witnesses\n\n**5. 010-SBF’s trial starts soon, but how did he — and FTX — get here?.md**\n\n> blem: The report showed Alameda’s largest asset was $3.66 billion of “unlocked FTT” and $2.16 billion of “FTT collateral.” FTT was the token behind FTX.\n\nThe balance sheet showed that the $5.82 billion in FTT tokens that Alameda owned was 1\n\n
\n\n---\n📊 0.4s · 5 chunks · 2 LLM calls · 0 cloud\n\n
🔎 Retrieved context (1 source)\n\n**1. 🧭 Adaptive route**\n\n> n8n routed this query as **simple**.\n\n
\n\n---\n📊 0.4s · 0 chunks · 1 LLM call · 0 cloud", "answer": "The firmware version referenced in the widget bootloader error is v4.2.", "sources": [ { "title": "widget-error-codes.md", "score": null }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": null }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": null }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": null }, { "title": "010-SBF’s trial starts soon, but how did he — and FTX — get here?.md", "score": null } ], "metrics": { "seconds": 0.4, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "context_starved", "model": "vanilla-rag", "base_model": "vanilla-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 1.7, "raw": "When the coil exceeds 84°C, the safety relay (part RLY-22B) opens. To clear this error, you must reset it by power-cycling for 30 seconds.\n\n
🔎 Retrieved context (5 sources)\n\n**1. widget-error-codes.md**\n\n> # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WIDGET-ERR-3390**: Calibration drift beyond\n\n**2. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> DeepMind machine AlphaGo in March 2016. Credit: EPA\n\nRationalists, effective altruists and others who worried about the risks of AI claimed the computer’s win validated their fears. “This is another indication that AI is progressing faster \n\n**3. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> rope of science fiction that describes the moment when intelligent technology can no longer be controlled by humanity.\n\nWith funding from Thiel, Yudkowsky had expanded his AI lab and created an annual conference on the singularity. Years be\n\n**4. 009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md**\n\n> space. Our resident crypto expert Jacquelyn Melinek has been on the ground at the trial since it started, and continues to cover the ins and outs of the proceedings. But the trial has been on pause from October 20 to today, so there’s plent\n\n**5. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> our of SpaceX headquarters. Afterward, with rocket hulls hanging from the ceiling, the two men lunched in the cafeteria and talked. Musk explained that his plan was to colonise Mars to escape overpopulation and other dangers on Earth. Hassa\n\n
\n\n---\n📊 1.7s · 5 chunks · 2 LLM calls · 0 cloud", "answer": "When the coil exceeds 84°C, the safety relay (part RLY-22B) opens. To clear this error, you must reset it by power-cycling for 30 seconds.", "sources": [ { "title": "widget-error-codes.md", "score": null }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null }, { "title": "009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md", "score": null }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null } ], "metrics": { "seconds": 1.7, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "context_starved", "model": "hybrid-rag", "base_model": "hybrid-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 6.4, "raw": "When the coil exceeds 84°C, the safety relay (part RLY-22B) opens. To clear this error, you must reset by power-cycling for 30s.\n\n
🔎 Retrieved context (5 sources)\n\n**1. widget-error-codes.md** · score 0.431\n\n> # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WIDGET-ERR-3390**: Calibration drift beyond\n\n**2. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.007\n\n> e other. The system answered correctly and explained its choice. “It was only trained to provide an answer,” Brockman said. “The conversational nature kind of fell out, almost magically.” In other words, it was doing things they hadn’t real\n\n**3. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.003\n\n> to the Galaxy. By the spring of 2010, they were building their dream machine. They wholeheartedly believed that because they understood the risks, they were uniquely positioned to protect the world. “I don’t see this as a contradictory posi\n\n**4. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.003\n\n> from Britain, had a connection to Eliezer Yudkowsky, an internet philosopher and self-taught AI researcher. Yudkowsky was a leader in a community of people who called themselves Rationalists or, in later years, effective altruists. They bel\n\n**5. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.003\n\n> DeepMind machine AlphaGo in March 2016. Credit: EPA\n\nRationalists, effective altruists and others who worried about the risks of AI claimed the computer’s win validated their fears. “This is another indication that AI is progressing faster \n\n
\n\n---\n📊 6.4s · 5 chunks · 2 LLM calls · 0 cloud", "answer": "When the coil exceeds 84°C, the safety relay (part RLY-22B) opens. To clear this error, you must reset by power-cycling for 30s.", "sources": [ { "title": "widget-error-codes.md", "score": 0.431 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.007 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.003 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.003 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.003 } ], "metrics": { "seconds": 6.4, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "context_starved", "model": "contextual-rag", "base_model": "contextual-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 8.6, "raw": "When the coil exceeds 84°C, the safety relay (part RLY-22B) opens. To clear this error, you must reset by power-cycling for 30s.\n\n
🔎 Retrieved context (5 sources)\n\n**1. widget-error-codes.md** · score 0.481\n\n> This section lists specific error codes for the Acme Widget, detailing their causes and required resolution steps. It serves as a quick reference guide for troubleshooting common hardware and software issues.\n\n# Acme Widget Error Code Refer\n\n**2. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.003\n\n> This passage details the origins of DeepMind and its founders' alignment with the \"Rationalist\" community's fears about artificial general intelligence, which influenced Peter Thiel’s interest in the technological singularity. It sets the s\n\n**3. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.003\n\n> This passage details how DeepMind founders Demis Hassabis and Mustafa Suleyman leveraged their shared concerns about AI risks to secure funding from Peter Thiel and later connect with Elon Musk, establishing the competitive landscape that w\n\n**4. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.003\n\n> This passage details the escalating conflict between Elon Musk and Sam Altman regarding OpenAI's direction, which led to Musk's departure and a pivotal partnership with Microsoft. It illustrates the broader theme of how ego and fear among S\n\n**5. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.003\n\n> This passage details Demis Hassabis's strategic efforts in 2010 to secure funding from Peter Thiel for his artificial general intelligence startup by leveraging their shared interest in chess and connecting with the rationalist community co\n\n
\n\n---\n📊 8.6s · 5 chunks · 2 LLM calls · 0 cloud", "answer": "When the coil exceeds 84°C, the safety relay (part RLY-22B) opens. To clear this error, you must reset by power-cycling for 30s.", "sources": [ { "title": "widget-error-codes.md", "score": 0.481 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.003 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.003 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.003 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.003 } ], "metrics": { "seconds": 8.6, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "context_starved", "model": "graph-rag", "base_model": "graph-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 25.5, "raw": "The **safety relay** is designed to open and interrupt the circuit when hazardous conditions occur, such as overheating. Specifically, if the widget's coil exceeds 84°C, the **thermal cutoff** engages, triggering the error code **WIDGET-ERR-7741**. This causes the safety relay (part number **RLY-22B**) to open.\n\nTo clear this error and reset the device, you can perform a **power-cycling** procedure. Simply turn off the device for 30 seconds and then turn it back on.\n\n### References\n\n- [1] Acme Widget Error Code Reference\n- [2] How ego and fear fuelled the rise of artificial intelligence\n\n
🔎 Retrieved context (1 source)\n\n**1. LightRAG knowledge graph**\n\n> Graph + vector dual retrieval (mode=hybrid) over the corpus's extracted entities & relations.\n\n
\n\n---\n📊 25.5s · 0 chunks · 1 LLM call · 0 cloud", "answer": "The **safety relay** is designed to open and interrupt the circuit when hazardous conditions occur, such as overheating. Specifically, if the widget's coil exceeds 84°C, the **thermal cutoff** engages, triggering the error code **WIDGET-ERR-7741**. This causes the safety relay (part number **RLY-22B**) to open.\n\nTo clear this error and reset the device, you can perform a **power-cycling** procedure. Simply turn off the device for 30 seconds and then turn it back on.\n\n### References\n\n- [1] Acme Widget Error Code Reference\n- [2] How ego and fear fuelled the rise of artificial intelligence", "sources": [ { "title": "LightRAG knowledge graph", "score": null } ], "metrics": { "seconds": 25.5, "chunks": 0, "llm_calls": 1, "cloud_calls": 0 } }, { "query_id": "context_starved", "model": "agentic-rag", "base_model": "agentic-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 27.9, "raw": "Based on the provided documentation (specifically the Acme Widget Error Code Reference for **WIDGET-ERR-7741**):\n\n1. **What it does:** When the coil overheats (exceeds 84°C), the safety relay (part RLY-22B) **opens**.\n2. **How to clear it:** You must **power-cycle the device for 30 seconds**.\n\n
🔎 Retrieved context (1 source)\n\n**1. 🤖 Agent trace**\n\n> **Step 1.** **Action:** `search_vectors(safety relay coil overheat protection action clear reset)`\n\n**Observation:** - widget-error-codes.md: # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WID\n- 027-How ego and fear fuelled the rise of artificial intelligence.md: Dee\n\n**Step 2.** **Action:** `query_graph(safety relay thermal overload behavior and clearing procedure)`\n\n**Observation:** The\n\n**Step 3.** **Action:** `search_vectors(safety relay coil overheats clear reset)`\n\n**Observation:** - widget-error-codes.md: # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WID\n- 027-How ego and fear fuelled the rise of artificial intelligence.md: Dee\n\n
\n\n---\n📊 27.9s · 0 chunks · 6 LLM calls · 0 cloud", "answer": "Based on the provided documentation (specifically the Acme Widget Error Code Reference for **WIDGET-ERR-7741**):\n\n1. **What it does:** When the coil overheats (exceeds 84°C), the safety relay (part RLY-22B) **opens**.\n2. **How to clear it:** You must **power-cycle the device for 30 seconds**.", "sources": [ { "title": "🤖 Agent trace", "score": null } ], "metrics": { "seconds": 27.9, "chunks": 0, "llm_calls": 6, "cloud_calls": 0 } }, { "query_id": "context_starved", "model": "n8n-adaptive-rag", "base_model": "n8n-adaptive-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 0.5, "raw": "When the coil exceeds 84°C, the safety relay (part RLY-22B) opens. To clear this error, you must reset it by power-cycling for 30 seconds.\n\n
🔎 Retrieved context (5 sources)\n\n**1. widget-error-codes.md**\n\n> # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WIDGET-ERR-3390**: Calibration drift beyond\n\n**2. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> DeepMind machine AlphaGo in March 2016. Credit: EPA\n\nRationalists, effective altruists and others who worried about the risks of AI claimed the computer’s win validated their fears. “This is another indication that AI is progressing faster \n\n**3. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> rope of science fiction that describes the moment when intelligent technology can no longer be controlled by humanity.\n\nWith funding from Thiel, Yudkowsky had expanded his AI lab and created an annual conference on the singularity. Years be\n\n**4. 009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md**\n\n> space. Our resident crypto expert Jacquelyn Melinek has been on the ground at the trial since it started, and continues to cover the ins and outs of the proceedings. But the trial has been on pause from October 20 to today, so there’s plent\n\n**5. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> our of SpaceX headquarters. Afterward, with rocket hulls hanging from the ceiling, the two men lunched in the cafeteria and talked. Musk explained that his plan was to colonise Mars to escape overpopulation and other dangers on Earth. Hassa\n\n
\n\n---\n📊 0.4s · 5 chunks · 2 LLM calls · 0 cloud\n\n
🔎 Retrieved context (1 source)\n\n**1. 🧭 Adaptive route**\n\n> n8n routed this query as **simple**.\n\n
\n\n---\n📊 0.4s · 0 chunks · 1 LLM call · 0 cloud", "answer": "When the coil exceeds 84°C, the safety relay (part RLY-22B) opens. To clear this error, you must reset it by power-cycling for 30 seconds.", "sources": [ { "title": "widget-error-codes.md", "score": null }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null }, { "title": "009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md", "score": null }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null } ], "metrics": { "seconds": 0.4, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "context_starved", "model": "vanilla-rag-wide", "base_model": "vanilla-rag", "flavor": "wide", "requires_reingest": false, "ok": true, "latency_s": 1.9, "raw": "When the coil exceeds 84°C, the safety relay (part RLY-22B) opens. To clear this error, you must reset it by power-cycling for 30 seconds.\n\n
🔎 Retrieved context (8 sources)\n\n**1. widget-error-codes.md**\n\n> # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WIDGET-ERR-3390**: Calibration drift beyond\n\n**2. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> DeepMind machine AlphaGo in March 2016. Credit: EPA\n\nRationalists, effective altruists and others who worried about the risks of AI claimed the computer’s win validated their fears. “This is another indication that AI is progressing faster \n\n**3. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> rope of science fiction that describes the moment when intelligent technology can no longer be controlled by humanity.\n\nWith funding from Thiel, Yudkowsky had expanded his AI lab and created an annual conference on the singularity. Years be\n\n**4. 009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md**\n\n> space. Our resident crypto expert Jacquelyn Melinek has been on the ground at the trial since it started, and continues to cover the ins and outs of the proceedings. But the trial has been on pause from October 20 to today, so there’s plent\n\n**5. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> our of SpaceX headquarters. Afterward, with rocket hulls hanging from the ceiling, the two men lunched in the cafeteria and talked. Musk explained that his plan was to colonise Mars to escape overpopulation and other dangers on Earth. Hassa\n\n**6. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md**\n\n> publications,” citing both a 2023 report from the News Media Alliance and a Washington Post article about AI training data for reference. (The Post, which worked with researchers at the Allen Institute for AI, had found that News and Media \n\n**7. 015-More from the US v Google trial: vertical search, pre-installs and the case of F.md**\n\n> Hurst pointed out that Google began sharing its own flight and hotel data in search results in that period, according to The Seattle Times.\n\nEuropean antitrust fine spurs Google to beef up search engine quality\n\nThe government argued on Nov\n\n**8. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> # How ego and fear fuelled the rise of artificial intelligence\n\nBut eight years later, the argument between the two men seems prescient. The question of whether AI will elevate the world or destroy it – or at least inflict grave damage – ha\n\n
\n\n---\n📊 1.9s · 8 chunks · 2 LLM calls · 0 cloud", "answer": "When the coil exceeds 84°C, the safety relay (part RLY-22B) opens. To clear this error, you must reset it by power-cycling for 30 seconds.", "sources": [ { "title": "widget-error-codes.md", "score": null }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null }, { "title": "009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md", "score": null }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": null }, { "title": "015-More from the US v Google trial: vertical search, pre-installs and the case of F.md", "score": null }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null } ], "metrics": { "seconds": 1.9, "chunks": 8, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "context_starved", "model": "hybrid-rag-high-recall", "base_model": "hybrid-rag", "flavor": "high-recall", "requires_reingest": false, "ok": true, "latency_s": 11.7, "raw": "When the coil exceeds 84°C, the safety relay (part RLY-22B) opens. To clear this error, you must reset by power-cycling for 30s.\n\n
🔎 Retrieved context (8 sources)\n\n**1. widget-error-codes.md** · score 0.431\n\n> # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WIDGET-ERR-3390**: Calibration drift beyond\n\n**2. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.007\n\n> e other. The system answered correctly and explained its choice. “It was only trained to provide an answer,” Brockman said. “The conversational nature kind of fell out, almost magically.” In other words, it was doing things they hadn’t real\n\n**3. 031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md** · score 0.004\n\n> ever,” he told prosecutors.\n\nShortly afterward, as the trial neared late afternoon, the government called Adam Yedidia to the stand. A fast-talking graduate of MIT, he and Bankman-Fried were close friends in college, he said. And after Bank\n\n**4. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.003\n\n> to the Galaxy. By the spring of 2010, they were building their dream machine. They wholeheartedly believed that because they understood the risks, they were uniquely positioned to protect the world. “I don’t see this as a contradictory posi\n\n**5. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.003\n\n> our of SpaceX headquarters. Afterward, with rocket hulls hanging from the ceiling, the two men lunched in the cafeteria and talked. Musk explained that his plan was to colonise Mars to escape overpopulation and other dangers on Earth. Hassa\n\n**6. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.003\n\n> from Britain, had a connection to Eliezer Yudkowsky, an internet philosopher and self-taught AI researcher. Yudkowsky was a leader in a community of people who called themselves Rationalists or, in later years, effective altruists. They bel\n\n**7. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.003\n\n> DeepMind machine AlphaGo in March 2016. Credit: EPA\n\nRationalists, effective altruists and others who worried about the risks of AI claimed the computer’s win validated their fears. “This is another indication that AI is progressing faster \n\n**8. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.003\n\n> rope of science fiction that describes the moment when intelligent technology can no longer be controlled by humanity.\n\nWith funding from Thiel, Yudkowsky had expanded his AI lab and created an annual conference on the singularity. Years be\n\n
\n\n---\n📊 11.7s · 8 chunks · 2 LLM calls · 0 cloud", "answer": "When the coil exceeds 84°C, the safety relay (part RLY-22B) opens. To clear this error, you must reset by power-cycling for 30s.", "sources": [ { "title": "widget-error-codes.md", "score": 0.431 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.007 }, { "title": "031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md", "score": 0.004 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.003 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.003 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.003 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.003 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.003 } ], "metrics": { "seconds": 11.7, "chunks": 8, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "context_starved", "model": "hybrid-rag-fast", "base_model": "hybrid-rag", "flavor": "fast", "requires_reingest": false, "ok": true, "latency_s": 1.6, "raw": "When the coil exceeds 84°C, the safety relay (part RLY-22B) opens. To clear this error, you must reset by power-cycling for 30s.\n\n
🔎 Retrieved context (5 sources)\n\n**1. widget-error-codes.md** · score 1.000\n\n> # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WIDGET-ERR-3390**: Calibration drift beyond\n\n**2. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.511\n\n> ting for a year,” Hassabis said. “I thought that would be my unique hook in: I knew that he loved chess.”\n\nIn 2010, Hassabis and two colleagues, who all lived in Britain, were looking for money to start building “artificial general intellig\n\n**3. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.494\n\n> DeepMind machine AlphaGo in March 2016. Credit: EPA\n\nRationalists, effective altruists and others who worried about the risks of AI claimed the computer’s win validated their fears. “This is another indication that AI is progressing faster \n\n**4. 032-Is Google Search better than the rest? And is that fair?.md** · score 0.342\n\n> pany at all times.\n\nGrey herself is a former vice-president at DuckDuckGo, a privacy-focused company founded explicitly to counter giants such as Google. She admits that she may have misinterpreted the evidence, but maintains that Google ma\n\n**5. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.319\n\n> ve that neural networks were a path to machines that could not only see but also hear, write, talk and — eventually — think. Loading Page had seen similar technology at Google Brain, his company’s AI lab, and he thought Hinton’s research co\n\n
\n\n---\n📊 1.6s · 5 chunks · 2 LLM calls · 0 cloud", "answer": "When the coil exceeds 84°C, the safety relay (part RLY-22B) opens. To clear this error, you must reset by power-cycling for 30s.", "sources": [ { "title": "widget-error-codes.md", "score": 1.0 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.511 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.494 }, { "title": "032-Is Google Search better than the rest? And is that fair?.md", "score": 0.342 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.319 } ], "metrics": { "seconds": 1.6, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "context_starved", "model": "contextual-rag-high-recall", "base_model": "contextual-rag", "flavor": "high-recall", "requires_reingest": false, "ok": true, "latency_s": 15.7, "raw": "When the coil exceeds 84°C, the safety relay (part RLY-22B) opens. To clear this error, you must reset by power-cycling for 30s.\n\n
🔎 Retrieved context (8 sources)\n\n**1. widget-error-codes.md** · score 0.481\n\n> This section lists specific error codes for the Acme Widget, detailing their causes and required resolution steps. It serves as a quick reference guide for troubleshooting common hardware and software issues.\n\n# Acme Widget Error Code Refer\n\n**2. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.004\n\n> This passage details the pivotal meeting between Elon Musk and Demis Hassabis that led to Musk's investment in DeepMind, illustrating how personal interactions among Silicon Valley elites drove the early development of artificial intelligen\n\n**3. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.003\n\n> This passage details the origins of DeepMind and its founders' alignment with the \"Rationalist\" community's fears about artificial general intelligence, which influenced Peter Thiel’s interest in the technological singularity. It sets the s\n\n**4. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.003\n\n> This passage details how DeepMind founders Demis Hassabis and Mustafa Suleyman leveraged their shared concerns about AI risks to secure funding from Peter Thiel and later connect with Elon Musk, establishing the competitive landscape that w\n\n**5. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.003\n\n> This passage details the escalating conflict between Elon Musk and Sam Altman regarding OpenAI's direction, which led to Musk's departure and a pivotal partnership with Microsoft. It illustrates the broader theme of how ego and fear among S\n\n**6. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.003\n\n> This passage details Demis Hassabis's strategic efforts in 2010 to secure funding from Peter Thiel for his artificial general intelligence startup by leveraging their shared interest in chess and connecting with the rationalist community co\n\n**7. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.003\n\n> The text details the intense rivalry between Elon Musk and Larry Page regarding the development and safety of artificial intelligence, which led to the creation of OpenAI as a counterbalance to Google's DeepMind. This specific chunk highlig\n\n**8. 027-How ego and fear fuelled the rise of artificial intelligence.md** · score 0.003\n\n> This passage details how Demis Hassabis leveraged his connection to AI researcher Eliezer Yudkowsky and the concept of the singularity to secure funding from Peter Thiel, ultimately leading to the founding of DeepMind. It illustrates the ea\n\n
\n\n---\n📊 15.7s · 8 chunks · 2 LLM calls · 0 cloud", "answer": "When the coil exceeds 84°C, the safety relay (part RLY-22B) opens. To clear this error, you must reset by power-cycling for 30s.", "sources": [ { "title": "widget-error-codes.md", "score": 0.481 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.004 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.003 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.003 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.003 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.003 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.003 }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": 0.003 } ], "metrics": { "seconds": 15.7, "chunks": 8, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "context_starved", "model": "graph-rag-fast", "base_model": "graph-rag", "flavor": "fast", "requires_reingest": false, "ok": true, "latency_s": 14.6, "raw": "The safety relay is designed to open when the device's temperature exceeds a set threshold. Specifically, if the coil temperature surpasses 84°C, the thermal cutoff engages, triggering the error code **WIDGET-ERR-7741** and causing the safety relay (part RLY-22B) to open.\n\nTo clear this error, you can perform a power-cycle reset by turning off the device for at least 30 seconds. This action allows the system to cool down and reset the safety mechanisms.\n\n### References\n\n- [1] 027-How ego and fear fuelled the rise of artificial intelligence.md\n- [2] widget-error-codes.md\n\n
🔎 Retrieved context (1 source)\n\n**1. LightRAG knowledge graph**\n\n> Graph + vector dual retrieval (mode=local) over the corpus's extracted entities & relations.\n\n
\n\n---\n📊 14.6s · 0 chunks · 1 LLM call · 0 cloud", "answer": "The safety relay is designed to open when the device's temperature exceeds a set threshold. Specifically, if the coil temperature surpasses 84°C, the thermal cutoff engages, triggering the error code **WIDGET-ERR-7741** and causing the safety relay (part RLY-22B) to open.\n\nTo clear this error, you can perform a power-cycle reset by turning off the device for at least 30 seconds. This action allows the system to cool down and reset the safety mechanisms.\n\n### References\n\n- [1] 027-How ego and fear fuelled the rise of artificial intelligence.md\n- [2] widget-error-codes.md", "sources": [ { "title": "LightRAG knowledge graph", "score": null } ], "metrics": { "seconds": 14.6, "chunks": 0, "llm_calls": 1, "cloud_calls": 0 } }, { "query_id": "context_starved", "model": "graph-rag-wide", "base_model": "graph-rag", "flavor": "wide", "requires_reingest": false, "ok": true, "latency_s": 22.1, "raw": "The\n\n
🔎 Retrieved context (1 source)\n\n**1. LightRAG knowledge graph**\n\n> Graph + vector dual retrieval (mode=hybrid) over the corpus's extracted entities & relations.\n\n
\n\n---\n📊 22.1s · 0 chunks · 1 LLM call · 0 cloud", "answer": "The", "sources": [ { "title": "LightRAG knowledge graph", "score": null } ], "metrics": { "seconds": 22.1, "chunks": 0, "llm_calls": 1, "cloud_calls": 0 } }, { "query_id": "context_starved", "model": "agentic-rag-deeper", "base_model": "agentic-rag", "flavor": "deeper", "requires_reingest": false, "ok": true, "latency_s": 3.7, "raw": "Based on the error code reference for the Acme Widget (specifically **WIDGET-ERR-7741**):\n\n* **What it does:** When the coil overheats (exceeds 84°C), the safety relay (part RLY-22B) **opens**.\n* **How to clear it:** You must **power-cycle the device for 30 seconds**.\n\n
🔎 Retrieved context (1 source)\n\n**1. 🤖 Agent trace**\n\n> **Step 1.** **Action:** `search_vectors(safety relay coil overheat protection action clear reset)`\n\n**Observation:** - widget-error-codes.md: # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WID\n- 027-How ego and fear fuelled the rise of artificial intelligence.md: Dee\n\n**Step 2.** **Action:** `query_graph(safety relay thermal overload behavior and clearing procedure)`\n\n**Observation:** The\n\n**Step 3.** **Action:** `search_vectors(safety relay coil overheats clear reset)`\n\n**Observation:** - widget-error-codes.md: # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WID\n- 027-How ego and fear fuelled the rise of artificial intelligence.md: Dee\n\n
\n\n---\n📊 3.7s · 0 chunks · 6 LLM calls · 0 cloud", "answer": "Based on the error code reference for the Acme Widget (specifically **WIDGET-ERR-7741**):\n\n* **What it does:** When the coil overheats (exceeds 84°C), the safety relay (part RLY-22B) **opens**.\n* **How to clear it:** You must **power-cycle the device for 30 seconds**.", "sources": [ { "title": "🤖 Agent trace", "score": null } ], "metrics": { "seconds": 3.7, "chunks": 0, "llm_calls": 6, "cloud_calls": 0 } }, { "query_id": "context_starved", "model": "n8n-adaptive-rag-default", "base_model": "n8n-adaptive-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 0.5, "raw": "When the coil exceeds 84°C, the safety relay (part RLY-22B) opens. To clear this error, you must reset it by power-cycling for 30 seconds.\n\n
🔎 Retrieved context (5 sources)\n\n**1. widget-error-codes.md**\n\n> # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WIDGET-ERR-3390**: Calibration drift beyond\n\n**2. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> DeepMind machine AlphaGo in March 2016. Credit: EPA\n\nRationalists, effective altruists and others who worried about the risks of AI claimed the computer’s win validated their fears. “This is another indication that AI is progressing faster \n\n**3. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> rope of science fiction that describes the moment when intelligent technology can no longer be controlled by humanity.\n\nWith funding from Thiel, Yudkowsky had expanded his AI lab and created an annual conference on the singularity. Years be\n\n**4. 009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md**\n\n> space. Our resident crypto expert Jacquelyn Melinek has been on the ground at the trial since it started, and continues to cover the ins and outs of the proceedings. But the trial has been on pause from October 20 to today, so there’s plent\n\n**5. 027-How ego and fear fuelled the rise of artificial intelligence.md**\n\n> our of SpaceX headquarters. Afterward, with rocket hulls hanging from the ceiling, the two men lunched in the cafeteria and talked. Musk explained that his plan was to colonise Mars to escape overpopulation and other dangers on Earth. Hassa\n\n
\n\n---\n📊 0.4s · 5 chunks · 2 LLM calls · 0 cloud\n\n
🔎 Retrieved context (1 source)\n\n**1. 🧭 Adaptive route**\n\n> n8n routed this query as **simple**.\n\n
\n\n---\n📊 0.5s · 0 chunks · 1 LLM call · 0 cloud", "answer": "When the coil exceeds 84°C, the safety relay (part RLY-22B) opens. To clear this error, you must reset it by power-cycling for 30 seconds.", "sources": [ { "title": "widget-error-codes.md", "score": null }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null }, { "title": "009-SBF Trial: The latest updates from the FTX collapse’s courtroom drama.md", "score": null }, { "title": "027-How ego and fear fuelled the rise of artificial intelligence.md", "score": null } ], "metrics": { "seconds": 0.4, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "mixed_batch", "model": "vanilla-rag", "base_model": "vanilla-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 3.5, "raw": "The widget error codes listed in the context are:\n* **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n* **WIDGET-ERR-3390**: Calibration drift beyond tolerance. Run `acmectl recal`.\n* **WIDGET-ERR-1188**: Firmware signature mismatch on bootloader v4.2.\n\nThe provided context is insufficient to explain how these error codes relate to each other across the documents, as the other documents discuss Apple's defense of its Google Search deal and a class action antitrust suit against Google, with no mention of widgets or their error codes.\n\n
🔎 Retrieved context (5 sources)\n\n**1. widget-error-codes.md**\n\n> # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WIDGET-ERR-3390**: Calibration drift beyond\n\n**2. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md**\n\n> izes; the location-tracking prompt that appears when you open Maps; and the App Tracking Transparency pop-up that tells you when an app wants to collect your data. Cue objected to all these things being considered part of setup, but Bellsha\n\n**3. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md**\n\n> ronicle, LLC v. Google LLC and Alphabet Inc by TechCrunch on Scribd\n\nEditor’s note: This post was updated after publication with a statement provided by Google on Friday evening.\n\n**4. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md**\n\n> publications,” citing both a 2023 report from the News Media Alliance and a Washington Post article about AI training data for reference. (The Post, which worked with researchers at the Allen Institute for AI, had found that News and Media \n\n**5. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md**\n\n> # Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’\n\nEddy Cue, in a dark suit, peered down at the monitor in front of him. The screens in the Washington, DC, courtroom had briefly malfunctioned and left witnesses\n\n
\n\n---\n📊 3.4s · 5 chunks · 2 LLM calls · 0 cloud", "answer": "The widget error codes listed in the context are:\n* **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n* **WIDGET-ERR-3390**: Calibration drift beyond tolerance. Run `acmectl recal`.\n* **WIDGET-ERR-1188**: Firmware signature mismatch on bootloader v4.2.\n\nThe provided context is insufficient to explain how these error codes relate to each other across the documents, as the other documents discuss Apple's defense of its Google Search deal and a class action antitrust suit against Google, with no mention of widgets or their error codes.", "sources": [ { "title": "widget-error-codes.md", "score": null }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": null }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": null }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": null }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": null } ], "metrics": { "seconds": 3.4, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "mixed_batch", "model": "hybrid-rag", "base_model": "hybrid-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 7.6, "raw": "The widget error codes listed in the context are:\n* **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n* **WIDGET-ERR-3390**: Calibration drift beyond tolerance. Run `acmectl recal`.\n* **WIDGET-ERR-1188**: Firmware signature mismatch on bootloader v4.2.\n\nThe provided context is insufficient to explain how these error codes relate to each other across the docs, as the remaining documents discuss legal proceedings involving Google and Apple rather than technical relationships between widget errors.\n\n
🔎 Retrieved context (5 sources)\n\n**1. widget-error-codes.md** · score 0.418\n\n> # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WIDGET-ERR-3390**: Calibration drift beyond\n\n**2. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md** · score 0.004\n\n> ronicle, LLC v. Google LLC and Alphabet Inc by TechCrunch on Scribd\n\nEditor’s note: This post was updated after publication with a statement provided by Google on Friday evening.\n\n**3. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md** · score 0.003\n\n> izes; the location-tracking prompt that appears when you open Maps; and the App Tracking Transparency pop-up that tells you when an app wants to collect your data. Cue objected to all these things being considered part of setup, but Bellsha\n\n**4. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md** · score 0.003\n\n> he Information Services Agreement, or ISA: a deal that makes Google’s search engine the default on Apple’s products. The ISA has been in place since 2002, but Cue was responsible for negotiating its current iteration with Google CEO Sundar \n\n**5. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md** · score 0.003\n\n> handsomely. Bellshaw asked Cue to review some of Apple’s financial filings. Isn’t it true that the ISA represents a significant portion of Apple’s profits, she asked? Cue said that’s not how Apple looks at it because it doesn’t account for \n\n
\n\n---\n📊 7.6s · 5 chunks · 2 LLM calls · 0 cloud", "answer": "The widget error codes listed in the context are:\n* **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n* **WIDGET-ERR-3390**: Calibration drift beyond tolerance. Run `acmectl recal`.\n* **WIDGET-ERR-1188**: Firmware signature mismatch on bootloader v4.2.\n\nThe provided context is insufficient to explain how these error codes relate to each other across the docs, as the remaining documents discuss legal proceedings involving Google and Apple rather than technical relationships between widget errors.", "sources": [ { "title": "widget-error-codes.md", "score": 0.418 }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": 0.004 }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": 0.003 }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": 0.003 }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": 0.003 } ], "metrics": { "seconds": 7.6, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "mixed_batch", "model": "contextual-rag", "base_model": "contextual-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 9.2, "raw": "The widget error codes listed in the context are:\n* **WIDGET-ERR-7741**: Thermal cutoff engaged (coil exceeded 84°C).\n* **WIDGET-ERR-3390**: Calibration drift beyond tolerance.\n* **WIDGET-ERR-1188**: Firmware signature mismatch on bootloader v4.2.\n\nThe provided context is insufficient to explain how these error codes relate to each other across the documents, as the other sections of the context discuss Google's search algorithms, antitrust lawsuits, and trial testimony, with no mention of the Acme Widget or its error codes.\n\n
🔎 Retrieved context (5 sources)\n\n**1. widget-error-codes.md** · score 0.654\n\n> This section lists specific error codes for the Acme Widget, detailing their causes and required resolution steps. It serves as a quick reference guide for troubleshooting common hardware and software issues.\n\n# Acme Widget Error Code Refer\n\n**2. 032-Is Google Search better than the rest? And is that fair?.md** · score 0.004\n\n> The text discusses Google's explanation of its meaning-matching systems, which look beyond specific query words to understand user intent and handle spelling mistakes or synonyms. This process is described as separate from ad keyword matchi\n\n**3. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md** · score 0.003\n\n> This chunk details specific allegations in a class action lawsuit filed by news publishers against Google, focusing on how technologies like the Knowledge Graph and Featured Snippets have historically diverted traffic and content from publi\n\n**4. 015-More from the US v Google trial: vertical search, pre-installs and the case of F.md** · score 0.003\n\n> This section details testimony from Google executive Jamie Rosenberg regarding revenue-share agreements that mandate Google apps as defaults on Android devices, followed by Expedia's complaint about the impact of increased ads on organic se\n\n**5. 015-More from the US v Google trial: vertical search, pre-installs and the case of F.md** · score 0.003\n\n> This section highlights the broader significance of the US v Google antitrust trial by comparing it to other major tech cases and introducing the first topic of the roundup: a court-ordered release of Google's most lucrative search queries.\n\n
\n\n---\n📊 9.2s · 5 chunks · 2 LLM calls · 0 cloud", "answer": "The widget error codes listed in the context are:\n* **WIDGET-ERR-7741**: Thermal cutoff engaged (coil exceeded 84°C).\n* **WIDGET-ERR-3390**: Calibration drift beyond tolerance.\n* **WIDGET-ERR-1188**: Firmware signature mismatch on bootloader v4.2.\n\nThe provided context is insufficient to explain how these error codes relate to each other across the documents, as the other sections of the context discuss Google's search algorithms, antitrust lawsuits, and trial testimony, with no mention of the Acme Widget or its error codes.", "sources": [ { "title": "widget-error-codes.md", "score": 0.654 }, { "title": "032-Is Google Search better than the rest? And is that fair?.md", "score": 0.004 }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": 0.003 }, { "title": "015-More from the US v Google trial: vertical search, pre-installs and the case of F.md", "score": 0.003 }, { "title": "015-More from the US v Google trial: vertical search, pre-installs and the case of F.md", "score": 0.003 } ], "metrics": { "seconds": 9.2, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "mixed_batch", "model": "graph-rag", "base_model": "graph-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 25.8, "raw": "The Acme Widget devices can encounter several error codes that indicate specific issues within the system. Here are the key error codes and their descriptions:\n\n1. **WIDGET-ERR-7741**: This error occurs when the widget's coil exceeds 84°C, causing the safety relay (part RLY-22B) to open. The thermal cutoff engages as a safety mechanism, and the issue can be resolved by power-cycling the device for 30 seconds.\n\n2. **WIDGET-ERR-1188**: This error indicates a firmware signature mismatch on bootloader version 4.2. It suggests a discrepancy between the expected and actual cryptographic signature of the device's firmware.\n\n3. **WIDGET-ERR-3390**: This error signals that the widget's calibration has drifted beyond acceptable tolerance levels. The resolution involves running the `acmectl recal` command to recalibrate the device.\n\n### Relationships Between Error Codes\n\nThe error codes are interconnected through their underlying causes and solutions:\n\n- **WIDGET-ERR-7741** is directly related to the safety relay (part RLY-22B) and involves thermal issues. The thermal cutoff mechanism activates when the device overheats, triggering this error.\n\n- **WIDGET-ERR-1188** pertains to firmware integrity, specifically affecting bootloader version 4.2. This error highlights the importance of maintaining correct firmware signatures to ensure proper device functionality.\n\n- **WIDGET-ERR-3390** addresses calibration drift, which can occur independently or as a secondary issue following other errors like WIDGET-ERR-7741. Calibration drift indicates that the device's performance has deviated from its intended specifications, necessitating recalibration.\n\n### References\n\n- [1] widget-error-codes.md\n\n
🔎 Retrieved context (1 source)\n\n**1. LightRAG knowledge graph**\n\n> Graph + vector dual retrieval (mode=hybrid) over the corpus's extracted entities & relations.\n\n
\n\n---\n📊 25.8s · 0 chunks · 1 LLM call · 0 cloud", "answer": "The Acme Widget devices can encounter several error codes that indicate specific issues within the system. Here are the key error codes and their descriptions:\n\n1. **WIDGET-ERR-7741**: This error occurs when the widget's coil exceeds 84°C, causing the safety relay (part RLY-22B) to open. The thermal cutoff engages as a safety mechanism, and the issue can be resolved by power-cycling the device for 30 seconds.\n\n2. **WIDGET-ERR-1188**: This error indicates a firmware signature mismatch on bootloader version 4.2. It suggests a discrepancy between the expected and actual cryptographic signature of the device's firmware.\n\n3. **WIDGET-ERR-3390**: This error signals that the widget's calibration has drifted beyond acceptable tolerance levels. The resolution involves running the `acmectl recal` command to recalibrate the device.\n\n### Relationships Between Error Codes\n\nThe error codes are interconnected through their underlying causes and solutions:\n\n- **WIDGET-ERR-7741** is directly related to the safety relay (part RLY-22B) and involves thermal issues. The thermal cutoff mechanism activates when the device overheats, triggering this error.\n\n- **WIDGET-ERR-1188** pertains to firmware integrity, specifically affecting bootloader version 4.2. This error highlights the importance of maintaining correct firmware signatures to ensure proper device functionality.\n\n- **WIDGET-ERR-3390** addresses calibration drift, which can occur independently or as a secondary issue following other errors like WIDGET-ERR-7741. Calibration drift indicates that the device's performance has deviated from its intended specifications, necessitating recalibration.\n\n### References\n\n- [1] widget-error-codes.md", "sources": [ { "title": "LightRAG knowledge graph", "score": null } ], "metrics": { "seconds": 25.8, "chunks": 0, "llm_calls": 1, "cloud_calls": 0 } }, { "query_id": "mixed_batch", "model": "agentic-rag", "base_model": "agentic-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 45.3, "raw": "Based on the documentation, here are the Acme Widget error codes and how they relate to each other:\n\n### Widget Error Codes\n\n1. **WIDGET-ERR-7741**: Thermal cutoff engaged. This occurs when the widget's coil exceeds 84°C, causing the safety relay (part RLY-22B) to open.\n * **Resolution**: Power-cycle the device for 30 seconds.\n\n2. **WIDGET-ERR-1188**: Firmware signature mismatch. This indicates a discrepancy in the firmware signature of bootloader version 4.2.\n\n3. **WIDGET-ERR-3390**: Calibration drift. This signals that the widget's calibration has drifted beyond acceptable tolerance levels.\n * **Resolution**: Run the `acmectl recal` command to recalibrate the device.\n\n### Relationships Between Error Codes\n\nThe error codes relate to each other through the specific hardware or software components they affect and their respective resolution methods:\n\n* **Hardware vs. Software Issues**:\n * **WIDGET-ERR-7741** is a hardware-related thermal issue involving the coil and safety relay (RLY-22B).\n * **WIDGET-ERR-1188** is a software/firmware issue related to the bootloader's cryptographic signature.\n * **WIDGET-ERR-3390** is a functional/performance issue related to calibration accuracy.\n\n* **Resolution Mechanisms**:\n * **WIDGET-ERR-7741** requires a physical reset (power-cycling).\n * **WIDGET-ERR-3390** requires a software command (`acmectl recal`).\n * **WIDGET-ERR-1188** implies a need for firmware re-flashing or verification, though the specific resolution isn't detailed in the provided text.\n\n* **Interdependence**:\n * While not explicitly stated as directly causing one another, these errors represent different failure modes (thermal, firmware integrity, and calibration) that could potentially occur independently or be triggered by underlying system instability. For instance, a severe thermal event (WIDGET-ERR-7741) might theoretically impact sensor readings leading to calibration drift (WIDGET-ERR-3390), though this is an inference rather than a documented direct relationship.\n\nIn summary, the error codes categorize distinct failure types (thermal, firmware, calibration) and provide specific, targeted solutions for each, highlighting the different subsystems within the Acme Widget that can fail.\n\n
🔎 Retrieved context (1 source)\n\n**1. 🤖 Agent trace**\n\n> **Step 1.** **Action:** `search_vectors(widget error codes list)`\n\n**Observation:** - widget-error-codes.md: # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WID\n- 015-More from the US v Google trial: vertical search, pre-installs and t\n\n**Step 2.** **Action:** `query_graph(what are the widget error codes and how do they relate to each other?)`\n\n**Observation:** The Acme Widget devices can encounter several error codes, each indicating a specific issue. Here's an overview of the key error codes and their relationships:\n\n### WIDGET-ERR-7741: Thermal Cutoff Engaged\nThis error occurs when the widget's coil exceeds 84°C, triggering the thermal cutoff and causin\n\n**Step 3.** **Action:** `search_vectors(widget error codes relationships)`\n\n**Observation:** - widget-error-codes.md: # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WID\n- 033-News publisher files class action antitrust suit against Google, cit\n\n**Step 4.** **Action:** `query_graph(how do widget error codes relate to each other?)`\n\n**Observation:** Widget error codes are interconnected through the underlying issues they represent and the components or mechanisms they affect. Here's how some of the key error codes relate to each other:\n\n1. **WIDGET-ERR-7741** and **Thermal Cutoff**:\n - The error code **WIDGET-ERR-7741** is triggered when the \n\n
\n\n---\n📊 45.3s · 0 chunks · 7 LLM calls · 0 cloud", "answer": "Based on the documentation, here are the Acme Widget error codes and how they relate to each other:\n\n### Widget Error Codes\n\n1. **WIDGET-ERR-7741**: Thermal cutoff engaged. This occurs when the widget's coil exceeds 84°C, causing the safety relay (part RLY-22B) to open.\n * **Resolution**: Power-cycle the device for 30 seconds.\n\n2. **WIDGET-ERR-1188**: Firmware signature mismatch. This indicates a discrepancy in the firmware signature of bootloader version 4.2.\n\n3. **WIDGET-ERR-3390**: Calibration drift. This signals that the widget's calibration has drifted beyond acceptable tolerance levels.\n * **Resolution**: Run the `acmectl recal` command to recalibrate the device.\n\n### Relationships Between Error Codes\n\nThe error codes relate to each other through the specific hardware or software components they affect and their respective resolution methods:\n\n* **Hardware vs. Software Issues**:\n * **WIDGET-ERR-7741** is a hardware-related thermal issue involving the coil and safety relay (RLY-22B).\n * **WIDGET-ERR-1188** is a software/firmware issue related to the bootloader's cryptographic signature.\n * **WIDGET-ERR-3390** is a functional/performance issue related to calibration accuracy.\n\n* **Resolution Mechanisms**:\n * **WIDGET-ERR-7741** requires a physical reset (power-cycling).\n * **WIDGET-ERR-3390** requires a software command (`acmectl recal`).\n * **WIDGET-ERR-1188** implies a need for firmware re-flashing or verification, though the specific resolution isn't detailed in the provided text.\n\n* **Interdependence**:\n * While not explicitly stated as directly causing one another, these errors represent different failure modes (thermal, firmware integrity, and calibration) that could potentially occur independently or be triggered by underlying system instability. For instance, a severe thermal event (WIDGET-ERR-7741) might theoretically impact sensor readings leading to calibration drift (WIDGET-ERR-3390), though this is an inference rather than a documented direct relationship.\n\nIn summary, the error codes categorize distinct failure types (thermal, firmware, calibration) and provide specific, targeted solutions for each, highlighting the different subsystems within the Acme Widget that can fail.", "sources": [ { "title": "🤖 Agent trace", "score": null } ], "metrics": { "seconds": 45.3, "chunks": 0, "llm_calls": 7, "cloud_calls": 0 } }, { "query_id": "mixed_batch", "model": "n8n-adaptive-rag", "base_model": "n8n-adaptive-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 0.5, "raw": "The widget error codes listed in the context are:\n* **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n* **WIDGET-ERR-3390**: Calibration drift beyond tolerance. Run `acmectl recal`.\n* **WIDGET-ERR-1188**: Firmware signature mismatch on bootloader v4.2.\n\nThe provided context is insufficient to explain how these error codes relate to each other across the documents, as the other documents discuss Apple's defense of its Google Search deal and a class action antitrust suit against Google, with no mention of widgets or their error codes.\n\n
🔎 Retrieved context (5 sources)\n\n**1. widget-error-codes.md**\n\n> # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WIDGET-ERR-3390**: Calibration drift beyond\n\n**2. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md**\n\n> izes; the location-tracking prompt that appears when you open Maps; and the App Tracking Transparency pop-up that tells you when an app wants to collect your data. Cue objected to all these things being considered part of setup, but Bellsha\n\n**3. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md**\n\n> ronicle, LLC v. Google LLC and Alphabet Inc by TechCrunch on Scribd\n\nEditor’s note: This post was updated after publication with a statement provided by Google on Friday evening.\n\n**4. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md**\n\n> publications,” citing both a 2023 report from the News Media Alliance and a Washington Post article about AI training data for reference. (The Post, which worked with researchers at the Allen Institute for AI, had found that News and Media \n\n**5. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md**\n\n> # Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’\n\nEddy Cue, in a dark suit, peered down at the monitor in front of him. The screens in the Washington, DC, courtroom had briefly malfunctioned and left witnesses\n\n
\n\n---\n📊 0.4s · 5 chunks · 2 LLM calls · 0 cloud\n\n
🔎 Retrieved context (1 source)\n\n**1. 🧭 Adaptive route**\n\n> n8n routed this query as **simple**.\n\n
\n\n---\n📊 0.5s · 0 chunks · 1 LLM call · 0 cloud", "answer": "The widget error codes listed in the context are:\n* **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n* **WIDGET-ERR-3390**: Calibration drift beyond tolerance. Run `acmectl recal`.\n* **WIDGET-ERR-1188**: Firmware signature mismatch on bootloader v4.2.\n\nThe provided context is insufficient to explain how these error codes relate to each other across the documents, as the other documents discuss Apple's defense of its Google Search deal and a class action antitrust suit against Google, with no mention of widgets or their error codes.", "sources": [ { "title": "widget-error-codes.md", "score": null }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": null }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": null }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": null }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": null } ], "metrics": { "seconds": 0.4, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "mixed_batch", "model": "vanilla-rag-wide", "base_model": "vanilla-rag", "flavor": "wide", "requires_reingest": false, "ok": true, "latency_s": 3.4, "raw": "The widget error codes are:\n* **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n* **WIDGET-ERR-3390**: Calibration drift beyond tolerance. Run `acmectl recal`.\n* **WIDGET-ERR-1188**: Firmware signature mismatch on bootloader v4.2.\n\nThe provided context is insufficient to explain how these error codes relate to each other across the documents, as the other documents discuss Apple's legal defense regarding Google Search deals, antitrust suits against Google by news publishers, and Google's search engine quality improvements in Europe, with no mention of widgets or their error codes.\n\n
🔎 Retrieved context (8 sources)\n\n**1. widget-error-codes.md**\n\n> # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WIDGET-ERR-3390**: Calibration drift beyond\n\n**2. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md**\n\n> izes; the location-tracking prompt that appears when you open Maps; and the App Tracking Transparency pop-up that tells you when an app wants to collect your data. Cue objected to all these things being considered part of setup, but Bellsha\n\n**3. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md**\n\n> ronicle, LLC v. Google LLC and Alphabet Inc by TechCrunch on Scribd\n\nEditor’s note: This post was updated after publication with a statement provided by Google on Friday evening.\n\n**4. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md**\n\n> publications,” citing both a 2023 report from the News Media Alliance and a Washington Post article about AI training data for reference. (The Post, which worked with researchers at the Allen Institute for AI, had found that News and Media \n\n**5. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md**\n\n> # Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’\n\nEddy Cue, in a dark suit, peered down at the monitor in front of him. The screens in the Washington, DC, courtroom had briefly malfunctioned and left witnesses\n\n**6. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md**\n\n> s ‘materials shared across the web’ —and from ‘open source and licensed databases,'” it says.\n\nBy 2020, the Knowledge Graph had grown to 500 billion facts about 5 billion entities. But much of the “collective intelligence” that Google tappe\n\n**7. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md**\n\n> handsomely. Bellshaw asked Cue to review some of Apple’s financial filings. Isn’t it true that the ISA represents a significant portion of Apple’s profits, she asked? Cue said that’s not how Apple looks at it because it doesn’t account for \n\n**8. 015-More from the US v Google trial: vertical search, pre-installs and the case of F.md**\n\n> Hurst pointed out that Google began sharing its own flight and hotel data in search results in that period, according to The Seattle Times.\n\nEuropean antitrust fine spurs Google to beef up search engine quality\n\nThe government argued on Nov\n\n
\n\n---\n📊 3.4s · 8 chunks · 2 LLM calls · 0 cloud", "answer": "The widget error codes are:\n* **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n* **WIDGET-ERR-3390**: Calibration drift beyond tolerance. Run `acmectl recal`.\n* **WIDGET-ERR-1188**: Firmware signature mismatch on bootloader v4.2.\n\nThe provided context is insufficient to explain how these error codes relate to each other across the documents, as the other documents discuss Apple's legal defense regarding Google Search deals, antitrust suits against Google by news publishers, and Google's search engine quality improvements in Europe, with no mention of widgets or their error codes.", "sources": [ { "title": "widget-error-codes.md", "score": null }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": null }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": null }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": null }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": null }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": null }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": null }, { "title": "015-More from the US v Google trial: vertical search, pre-installs and the case of F.md", "score": null } ], "metrics": { "seconds": 3.4, "chunks": 8, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "mixed_batch", "model": "hybrid-rag-high-recall", "base_model": "hybrid-rag", "flavor": "high-recall", "requires_reingest": false, "ok": true, "latency_s": 13.1, "raw": "The only widget error code listed in the provided context is **WIDGET-ERR-7741** (Thermal cutoff engaged), along with two others: **WIDGET-ERR-3390** (Calibration drift beyond tolerance) and **WIDGET-ERR-1188** (Firmware signature mismatch on bootloader v4.2).\n\nThese error codes do not relate to each other across the documents because they appear exclusively in document [1] (\"widget-error-codes.md\"). The remaining documents ([2], [3], [4], [5], [6], [7], and [8]) discuss unrelated topics such as Google Search, antitrust lawsuits, Apple's business deals, and legal testimony regarding Sam Bankman-Fried. There is no information in the context linking these widget errors to any other content or to each other beyond their listing in the same reference file.\n\n
🔎 Retrieved context (8 sources)\n\n**1. widget-error-codes.md** · score 0.418\n\n> # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WIDGET-ERR-3390**: Calibration drift beyond\n\n**2. 032-Is Google Search better than the rest? And is that fair?.md** · score 0.007\n\n> d to the input.\n\n**3. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md** · score 0.004\n\n> ronicle, LLC v. Google LLC and Alphabet Inc by TechCrunch on Scribd\n\nEditor’s note: This post was updated after publication with a statement provided by Google on Friday evening.\n\n**4. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md** · score 0.003\n\n> izes; the location-tracking prompt that appears when you open Maps; and the App Tracking Transparency pop-up that tells you when an app wants to collect your data. Cue objected to all these things being considered part of setup, but Bellsha\n\n**5. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md** · score 0.003\n\n> he Information Services Agreement, or ISA: a deal that makes Google’s search engine the default on Apple’s products. The ISA has been in place since 2002, but Cue was responsible for negotiating its current iteration with Google CEO Sundar \n\n**6. 015-More from the US v Google trial: vertical search, pre-installs and the case of F.md** · score 0.003\n\n> ding some of the search engine’s most lucrative search queries, what the revenue-share agreements between Google and Android OEMs look like and why Expedia has a bone to pick with Google.\n\nBefore we go into some of these tidbits…\n\nWhy the G\n\n**7. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md** · score 0.003\n\n> handsomely. Bellshaw asked Cue to review some of Apple’s financial filings. Isn’t it true that the ISA represents a significant portion of Apple’s profits, she asked? Cue said that’s not how Apple looks at it because it doesn’t account for \n\n**8. 031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md** · score 0.002\n\n> that I had unwittingly written code that contributed to a crime,” he said.\n\nSoon, however, the clock neared 4:30 p.m., and court adjourned for the day. Yedidia will continue his testimony on Thursday, followed by Matt Huang, a former partne\n\n
\n\n---\n📊 13.1s · 8 chunks · 2 LLM calls · 0 cloud", "answer": "The only widget error code listed in the provided context is **WIDGET-ERR-7741** (Thermal cutoff engaged), along with two others: **WIDGET-ERR-3390** (Calibration drift beyond tolerance) and **WIDGET-ERR-1188** (Firmware signature mismatch on bootloader v4.2).\n\nThese error codes do not relate to each other across the documents because they appear exclusively in document [1] (\"widget-error-codes.md\"). The remaining documents ([2], [3], [4], [5], [6], [7], and [8]) discuss unrelated topics such as Google Search, antitrust lawsuits, Apple's business deals, and legal testimony regarding Sam Bankman-Fried. There is no information in the context linking these widget errors to any other content or to each other beyond their listing in the same reference file.", "sources": [ { "title": "widget-error-codes.md", "score": 0.418 }, { "title": "032-Is Google Search better than the rest? And is that fair?.md", "score": 0.007 }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": 0.004 }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": 0.003 }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": 0.003 }, { "title": "015-More from the US v Google trial: vertical search, pre-installs and the case of F.md", "score": 0.003 }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": 0.003 }, { "title": "031-Is Sam Bankman-Fried a bad ‘man’ or a good ‘boy’? Lawyers swap opening statement.md", "score": 0.002 } ], "metrics": { "seconds": 13.1, "chunks": 8, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "mixed_batch", "model": "hybrid-rag-fast", "base_model": "hybrid-rag", "flavor": "fast", "requires_reingest": false, "ok": true, "latency_s": 3.0, "raw": "The widget error codes listed in the context are:\n* **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n* **WIDGET-ERR-3390**: Calibration drift beyond tolerance. Run `acmectl recal`.\n* **WIDGET-ERR-1188**: Firmware signature mismatch on bootloader v4.2.\n\nThe provided context is insufficient to explain how these error codes relate to each other across the docs, as the other documents discuss unrelated topics such as Google search revenue, antitrust suits, and Apple's court testimony.\n\n
🔎 Retrieved context (5 sources)\n\n**1. widget-error-codes.md** · score 1.000\n\n> # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WIDGET-ERR-3390**: Calibration drift beyond\n\n**2. 015-More from the US v Google trial: vertical search, pre-installs and the case of F.md** · score 0.273\n\n> st popular search queries\n\nJudge Amit Mehta ruled to make a list public that provides a glimpse of which search terms make Google the most money. The list of popular search terms ordered by revenue includes 20 terms that were lucrative for \n\n**3. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md** · score 0.226\n\n> s ‘materials shared across the web’ —and from ‘open source and licensed databases,'” it says.\n\nBy 2020, the Knowledge Graph had grown to 500 billion facts about 5 billion entities. But much of the “collective intelligence” that Google tappe\n\n**4. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md** · score 0.191\n\n> # Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’\n\nEddy Cue, in a dark suit, peered down at the monitor in front of him. The screens in the Washington, DC, courtroom had briefly malfunctioned and left witnesses\n\n**5. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md** · score 0.189\n\n> izes; the location-tracking prompt that appears when you open Maps; and the App Tracking Transparency pop-up that tells you when an app wants to collect your data. Cue objected to all these things being considered part of setup, but Bellsha\n\n
\n\n---\n📊 3.0s · 5 chunks · 2 LLM calls · 0 cloud", "answer": "The widget error codes listed in the context are:\n* **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n* **WIDGET-ERR-3390**: Calibration drift beyond tolerance. Run `acmectl recal`.\n* **WIDGET-ERR-1188**: Firmware signature mismatch on bootloader v4.2.\n\nThe provided context is insufficient to explain how these error codes relate to each other across the docs, as the other documents discuss unrelated topics such as Google search revenue, antitrust suits, and Apple's court testimony.", "sources": [ { "title": "widget-error-codes.md", "score": 1.0 }, { "title": "015-More from the US v Google trial: vertical search, pre-installs and the case of F.md", "score": 0.273 }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": 0.226 }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": 0.191 }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": 0.189 } ], "metrics": { "seconds": 3.0, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "mixed_batch", "model": "contextual-rag-high-recall", "base_model": "contextual-rag", "flavor": "high-recall", "requires_reingest": false, "ok": true, "latency_s": 15.8, "raw": "The widget error codes listed in the context are:\n* **WIDGET-ERR-7741**: Thermal cutoff engaged (coil exceeded 84°C).\n* **WIDGET-ERR-3390**: Calibration drift beyond tolerance.\n* **WIDGET-ERR-1188**: Firmware signature mismatch on bootloader v4.2.\n\nThe provided context is insufficient to explain how these error codes relate to each other across the documents, as the other documents discuss Google antitrust lawsuits, search algorithms, and Apple's testimony, with no mention of the Acme Widget or its error codes.\n\n
🔎 Retrieved context (8 sources)\n\n**1. widget-error-codes.md** · score 0.654\n\n> This section lists specific error codes for the Acme Widget, detailing their causes and required resolution steps. It serves as a quick reference guide for troubleshooting common hardware and software issues.\n\n# Acme Widget Error Code Refer\n\n**2. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md** · score 0.005\n\n> This chunk provides the specific legal case name and source attribution for the class action lawsuit filed by Helena World Chronicle against Google, which is detailed throughout the document as alleging anticompetitive behavior regarding ne\n\n**3. 032-Is Google Search better than the rest? And is that fair?.md** · score 0.005\n\n> The document discusses allegations that Google manipulates search results for ad revenue and explains how its systems interpret queries beyond literal keywords. This chunk details the technical process behind those interpretations, describi\n\n**4. 032-Is Google Search better than the rest? And is that fair?.md** · score 0.004\n\n> The text discusses Google's explanation of its meaning-matching systems, which look beyond specific query words to understand user intent and handle spelling mistakes or synonyms. This process is described as separate from ad keyword matchi\n\n**5. 015-More from the US v Google trial: vertical search, pre-installs and the case of F.md** · score 0.004\n\n> This section details testimony from Google employee Jamie Rosenberg regarding the company's use of Mobile App Distribution Agreements and Revenue Share Agreements to mandate the pre-installation of Google apps on Android devices. It illustr\n\n**6. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md** · score 0.003\n\n> This chunk details specific allegations in a class action lawsuit filed by news publishers against Google, focusing on how technologies like the Knowledge Graph and Featured Snippets have historically diverted traffic and content from publi\n\n**7. 032-Is Google Search better than the rest? And is that fair?.md** · score 0.003\n\n> The text discusses allegations that Google manipulates search results for ad revenue and questions whether its market dominance stems from superior product quality or unfair advantages derived from extensive data collection.\n\nimply better, \n\n**8. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md** · score 0.003\n\n> This chunk continues Eddy Cue's testimony in the US v. Google antitrust trial, specifically addressing Apple's financial reliance on the Google Search deal and defending the technical integration of Google into Safari as a user interface in\n\n
\n\n---\n📊 15.8s · 8 chunks · 2 LLM calls · 0 cloud", "answer": "The widget error codes listed in the context are:\n* **WIDGET-ERR-7741**: Thermal cutoff engaged (coil exceeded 84°C).\n* **WIDGET-ERR-3390**: Calibration drift beyond tolerance.\n* **WIDGET-ERR-1188**: Firmware signature mismatch on bootloader v4.2.\n\nThe provided context is insufficient to explain how these error codes relate to each other across the documents, as the other documents discuss Google antitrust lawsuits, search algorithms, and Apple's testimony, with no mention of the Acme Widget or its error codes.", "sources": [ { "title": "widget-error-codes.md", "score": 0.654 }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": 0.005 }, { "title": "032-Is Google Search better than the rest? And is that fair?.md", "score": 0.005 }, { "title": "032-Is Google Search better than the rest? And is that fair?.md", "score": 0.004 }, { "title": "015-More from the US v Google trial: vertical search, pre-installs and the case of F.md", "score": 0.004 }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": 0.003 }, { "title": "032-Is Google Search better than the rest? And is that fair?.md", "score": 0.003 }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": 0.003 } ], "metrics": { "seconds": 15.8, "chunks": 8, "llm_calls": 2, "cloud_calls": 0 } }, { "query_id": "mixed_batch", "model": "graph-rag-fast", "base_model": "graph-rag", "flavor": "fast", "requires_reingest": false, "ok": true, "latency_s": 14.4, "raw": "The Acme Widget devices can encounter several error codes, each indicating specific issues within the system. Here are the key error codes identified:\n\n- **WIDGET-ERR-7741**: This error occurs when the widget's coil exceeds 84°C, causing the safety relay (part RLY-22B) to open. The solution involves power-cycling the device for 30 seconds.\n- **WIDGET-ERR-3390**: This error indicates that the widget's calibration has drifted beyond acceptable tolerance levels. It can be resolved by running the `acmectl recal` command.\n- **WIDGET-ERR-1188**: This error signifies a firmware signature mismatch, specifically affecting bootloader version 4.2.\n\n### Relationships Between Error Codes\n\nThe error codes are interconnected through their underlying causes and solutions:\n\n- **WIDGET-ERR-7741** is directly related to the safety relay part RLY-22B. When the coil temperature exceeds the threshold, the relay opens, triggering this error. Power-cycling the device can resolve this issue.\n- **WIDGET-ERR-3390** involves calibration drift, which requires recalibration using the `acmectl recal` command to bring the widget back within acceptable tolerance levels.\n- **WIDGET-ERR-1188** is linked to a firmware signature mismatch in bootloader version 4.2. This error highlights the importance of maintaining correct firmware signatures to ensure proper device functionality.\n\n### References\n\n- [1] widget-error-codes.md\n\n
🔎 Retrieved context (1 source)\n\n**1. LightRAG knowledge graph**\n\n> Graph + vector dual retrieval (mode=local) over the corpus's extracted entities & relations.\n\n
\n\n---\n📊 14.4s · 0 chunks · 1 LLM call · 0 cloud", "answer": "The Acme Widget devices can encounter several error codes, each indicating specific issues within the system. Here are the key error codes identified:\n\n- **WIDGET-ERR-7741**: This error occurs when the widget's coil exceeds 84°C, causing the safety relay (part RLY-22B) to open. The solution involves power-cycling the device for 30 seconds.\n- **WIDGET-ERR-3390**: This error indicates that the widget's calibration has drifted beyond acceptable tolerance levels. It can be resolved by running the `acmectl recal` command.\n- **WIDGET-ERR-1188**: This error signifies a firmware signature mismatch, specifically affecting bootloader version 4.2.\n\n### Relationships Between Error Codes\n\nThe error codes are interconnected through their underlying causes and solutions:\n\n- **WIDGET-ERR-7741** is directly related to the safety relay part RLY-22B. When the coil temperature exceeds the threshold, the relay opens, triggering this error. Power-cycling the device can resolve this issue.\n- **WIDGET-ERR-3390** involves calibration drift, which requires recalibration using the `acmectl recal` command to bring the widget back within acceptable tolerance levels.\n- **WIDGET-ERR-1188** is linked to a firmware signature mismatch in bootloader version 4.2. This error highlights the importance of maintaining correct firmware signatures to ensure proper device functionality.\n\n### References\n\n- [1] widget-error-codes.md", "sources": [ { "title": "LightRAG knowledge graph", "score": null } ], "metrics": { "seconds": 14.4, "chunks": 0, "llm_calls": 1, "cloud_calls": 0 } }, { "query_id": "mixed_batch", "model": "graph-rag-wide", "base_model": "graph-rag", "flavor": "wide", "requires_reingest": false, "ok": true, "latency_s": 22.0, "raw": "The\n\n
🔎 Retrieved context (1 source)\n\n**1. LightRAG knowledge graph**\n\n> Graph + vector dual retrieval (mode=hybrid) over the corpus's extracted entities & relations.\n\n
\n\n---\n📊 22.0s · 0 chunks · 1 LLM call · 0 cloud", "answer": "The", "sources": [ { "title": "LightRAG knowledge graph", "score": null } ], "metrics": { "seconds": 22.0, "chunks": 0, "llm_calls": 1, "cloud_calls": 0 } }, { "query_id": "mixed_batch", "model": "agentic-rag-deeper", "base_model": "agentic-rag", "flavor": "deeper", "requires_reingest": false, "ok": true, "latency_s": 8.1, "raw": "Based on the provided documents, here are the widget error codes and their relationships:\n\n### Widget Error Codes\n\n1. **WIDGET-ERR-7741**: Thermal cutoff engaged. This occurs when the widget's coil exceeds 84°C, causing the safety relay (part RLY-22B) to open. It is resolved by power-cycling the device for 30 seconds.\n2. **WIDGET-ERR-1188**: Firmware Signature Mismatch. This indicates a discrepancy in the firmware signature of bootloader version 4.2.\n3. **WIDGET-ERR-3390**: Calibration Drift. This signals that the widget's calibration has drifted beyond acceptable tolerance levels. It is resolved by running the `acmectl recal` command.\n\n### Relationships Between Error Codes\n\nThe error codes relate to different subsystems of the Acme Widget device:\n\n* **Hardware/Safety vs. Software/Firmware**:\n * **WIDGET-ERR-7741** is a hardware-related safety issue involving thermal management and the physical safety relay (RLY-22B).\n * **WIDGET-ERR-1188** is a software/firmware integrity issue related to the bootloader's cryptographic signature.\n\n* **Calibration vs. Other Errors**:\n * **WIDGET-ERR-3390** is distinct from the other two as it relates to the device's measurement accuracy or calibration rather than immediate safety (like thermal cutoff) or boot integrity (like firmware mismatch). It requires a recalibration command (`acmectl recal`) rather than a power cycle or firmware update.\n\n* **Resolution Methods**:\n * Each error has a specific resolution method: power-cycling for the thermal issue, implying a potential need for firmware verification/update for the signature mismatch (though not explicitly stated, it's implied by the nature of the error), and recalibration for the drift issue. This highlights that while they are all \"errors,\" they stem from different root causes requiring different corrective actions.\n\nThe other documents provided relate to legal cases involving Google and do not contain information about Acme Widget error codes or their relationships.\n\n
🔎 Retrieved context (1 source)\n\n**1. 🤖 Agent trace**\n\n> **Step 1.** **Action:** `search_vectors(widget error codes list)`\n\n**Observation:** - widget-error-codes.md: # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WID\n- 015-More from the US v Google trial: vertical search, pre-installs and t\n\n**Step 2.** **Action:** `query_graph(what are the widget error codes and how do they relate to each other?)`\n\n**Observation:** The Acme Widget devices can encounter several error codes, each indicating a specific issue. Here's an overview of the key error codes and their relationships:\n\n### WIDGET-ERR-7741: Thermal Cutoff Engaged\nThis error occurs when the widget's coil exceeds 84°C, triggering the thermal cutoff and causin\n\n**Step 3.** **Action:** `search_vectors(widget error codes relationships)`\n\n**Observation:** - widget-error-codes.md: # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WID\n- 033-News publisher files class action antitrust suit against Google, cit\n\n
\n\n---\n📊 8.0s · 0 chunks · 6 LLM calls · 0 cloud", "answer": "Based on the provided documents, here are the widget error codes and their relationships:\n\n### Widget Error Codes\n\n1. **WIDGET-ERR-7741**: Thermal cutoff engaged. This occurs when the widget's coil exceeds 84°C, causing the safety relay (part RLY-22B) to open. It is resolved by power-cycling the device for 30 seconds.\n2. **WIDGET-ERR-1188**: Firmware Signature Mismatch. This indicates a discrepancy in the firmware signature of bootloader version 4.2.\n3. **WIDGET-ERR-3390**: Calibration Drift. This signals that the widget's calibration has drifted beyond acceptable tolerance levels. It is resolved by running the `acmectl recal` command.\n\n### Relationships Between Error Codes\n\nThe error codes relate to different subsystems of the Acme Widget device:\n\n* **Hardware/Safety vs. Software/Firmware**:\n * **WIDGET-ERR-7741** is a hardware-related safety issue involving thermal management and the physical safety relay (RLY-22B).\n * **WIDGET-ERR-1188** is a software/firmware integrity issue related to the bootloader's cryptographic signature.\n\n* **Calibration vs. Other Errors**:\n * **WIDGET-ERR-3390** is distinct from the other two as it relates to the device's measurement accuracy or calibration rather than immediate safety (like thermal cutoff) or boot integrity (like firmware mismatch). It requires a recalibration command (`acmectl recal`) rather than a power cycle or firmware update.\n\n* **Resolution Methods**:\n * Each error has a specific resolution method: power-cycling for the thermal issue, implying a potential need for firmware verification/update for the signature mismatch (though not explicitly stated, it's implied by the nature of the error), and recalibration for the drift issue. This highlights that while they are all \"errors,\" they stem from different root causes requiring different corrective actions.\n\nThe other documents provided relate to legal cases involving Google and do not contain information about Acme Widget error codes or their relationships.", "sources": [ { "title": "🤖 Agent trace", "score": null } ], "metrics": { "seconds": 8.0, "chunks": 0, "llm_calls": 6, "cloud_calls": 0 } }, { "query_id": "mixed_batch", "model": "n8n-adaptive-rag-default", "base_model": "n8n-adaptive-rag", "flavor": "default", "requires_reingest": false, "ok": true, "latency_s": 3.0, "raw": "The widget error codes listed in the context are:\n* **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n* **WIDGET-ERR-3390**: Calibration drift beyond tolerance. Run `acmectl recal`.\n* **WIDGET-ERR-1188**: Firmware signature mismatch on bootloader v4.2.\n\nThe provided context is insufficient to explain how these error codes relate to each other across the documents, as the other documents discuss Apple's defense of its Google Search deal and a class action antitrust suit against Google, with no mention of widgets or their error codes.\n\n
🔎 Retrieved context (5 sources)\n\n**1. widget-error-codes.md**\n\n> # Acme Widget Error Code Reference\n\n- **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C\n and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n- **WIDGET-ERR-3390**: Calibration drift beyond\n\n**2. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md**\n\n> izes; the location-tracking prompt that appears when you open Maps; and the App Tracking Transparency pop-up that tells you when an app wants to collect your data. Cue objected to all these things being considered part of setup, but Bellsha\n\n**3. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md**\n\n> ronicle, LLC v. Google LLC and Alphabet Inc by TechCrunch on Scribd\n\nEditor’s note: This post was updated after publication with a statement provided by Google on Friday evening.\n\n**4. 033-News publisher files class action antitrust suit against Google, citing AI’s har.md**\n\n> publications,” citing both a 2023 report from the News Media Alliance and a Washington Post article about AI training data for reference. (The Post, which worked with researchers at the Allen Institute for AI, had found that News and Media \n\n**5. 014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md**\n\n> # Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’\n\nEddy Cue, in a dark suit, peered down at the monitor in front of him. The screens in the Washington, DC, courtroom had briefly malfunctioned and left witnesses\n\n
\n\n---\n📊 3.0s · 5 chunks · 2 LLM calls · 0 cloud\n\n
🔎 Retrieved context (1 source)\n\n**1. 🧭 Adaptive route**\n\n> n8n routed this query as **simple**.\n\n
\n\n---\n📊 3.0s · 0 chunks · 1 LLM call · 0 cloud", "answer": "The widget error codes listed in the context are:\n* **WIDGET-ERR-7741**: Thermal cutoff engaged. The widget's coil exceeded 84°C and the safety relay (part RLY-22B) opened. Reset by power-cycling for 30s.\n* **WIDGET-ERR-3390**: Calibration drift beyond tolerance. Run `acmectl recal`.\n* **WIDGET-ERR-1188**: Firmware signature mismatch on bootloader v4.2.\n\nThe provided context is insufficient to explain how these error codes relate to each other across the documents, as the other documents discuss Apple's defense of its Google Search deal and a class action antitrust suit against Google, with no mention of widgets or their error codes.", "sources": [ { "title": "widget-error-codes.md", "score": null }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": null }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": null }, { "title": "033-News publisher files class action antitrust suit against Google, citing AI’s har.md", "score": null }, { "title": "014-Apple defends Google Search deal in court: ‘There wasn’t a valid alternative’.md", "score": null } ], "metrics": { "seconds": 3.0, "chunks": 5, "llm_calls": 2, "cloud_calls": 0 } } ] }