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Make a Rough Draft of Phase 2

Complete Created: Jan 8, 03:32 PM (00:08:38)

Model: Claude Opus 4.5 · Target: 500 words

Notion Page: https://www.notion.so/Make-a-Rough-Draft-of-Phase-2-2a01a29f178980b6a8e1de4ab322f035

Summary (from 50,000 words, truncated from 170,087)

Resources (70 fetched, 20 errors)

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AI and Labor Markets: What We Know and Don't Know — Stanford Digital Economy Lab 		fetched 90.6 KB 5,394 Raw / Text
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Remote Labor Index 		fetched 38.5 KB 955 Raw / Text
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Decoding AI Diffusion: Mapping the path of transformative AI across industries | Convergence Analysis 		fetched 377.4 KB 1,734 Raw / Text
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Asking (Some Of) The Right Questions - by Zvi Mowshowitz 		fetched 227.8 KB 4,674 Raw / Text
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How Quick and Big Would a Software Intelligence Explosion Be? 		fetched 244.9 KB 1,765 Raw / Text
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External funding for privately held AI companies raising above $1.5 million - Our World in Data 		links not explored
web https://airisk.mit.edu/
The MIT AI Risk Repository 		links not explored
web https://incidentdatabase.ai/
Welcome to the Artificial Intelligence Incident Database 		links not explored
tweet https://x.com/sayashk/status/1964016339690909847
AI as Normal Technology is often contrasted with AI 2027. Many readers have asked if AI evaluations ... 		links not explored
web https://arxiv.org/pdf/2405.15828
https://arxiv.org/pdf/2405.15828 		links not explored
web https://www.stlouisfed.org/on-the-economy/2024/sep...
The Rapid Adoption of Generative AI | St. Louis Fed 		links not explored
tweet https://x.com/StringChaos/status/19284763882747167...
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If an LLM scores 40% on Cybench, what does that tell you about its ability to help in a real-world a... 		links not explored
web https://mikelovesrobots.substack.com/p/wheres-the-...
Where's the Shovelware? Why AI Coding Claims Don't Add Up 		links not explored
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Google Doc 		content not explored
web https://arxiv.org/abs/2503.14499
[2503.14499] Measuring AI Ability to Complete Long Tasks 		links not explored
web https://amistrongeryet.substack.com/p/where-ai-fal...
If AGI Means Everything People Do... What is it That People Do? 		links not explored
web https://www.lesswrong.com/posts/oKAFFvaouKKEhbBPm/...
A Bear Case: My Predictions Regarding AI Progress — LessWrong 		links not explored
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ARC Prize Foundation @ MIT We're hosting an evening with top researchers to explore measuring sampl... 		links not explored
web https://epochai.substack.com/p/after-the-chatgpt-m...
After the ChatGPT Moment: Measuring AI’s Adoption 		links not explored
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Global Dialogues 		links not explored
tweet https://x.com/cherylwoooo/status/19293485203704177...
Are we at the cusp of recursive self-improvement to ASI? This tends to be the core force behind shor... 		links not explored
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Does AI Progress Have a Speed Limit?—Asterisk 		links not explored
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How Does Time Horizon Vary Across Domains? - METR 		links not explored
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AI As Profoundly Abnormal Technology - by Scott Alexander 		links not explored
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The Hidden AI Frontier | AI Frontiers 		links not explored
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Glad somebody did this (expert interviews on why LLMs are not currently AGI, and why they could be) ... 		links not explored
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Frontier AI Trends Report by The AI Security Institute (AISI) 		links not explored
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📈 Today, we’re releasing our first Frontier AI Trends Report: evaluation results on 30+ frontier mo... 		links not explored
tweet https://x.com/sayashk/status/1963343022252315112
Can AI agents reliably navigate the web? Does the choice of agent scaffold affect web browsing abili... 		links not explored
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The changing drivers of LLM adoption 		links not explored
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Most AI benchmarks share a common flaw: they saturate too quickly to study long-run trends. Our sol... 		links not explored
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Looks like a very promising benchmark https://t.co/UeZfPiH7zv 		links not explored
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https://arxiv.org/pdf/2510.07575v1 		links not explored
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The software intelligence explosion debate needs experiments 		links not explored
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Dario Amodei(@DarioAmodei) counters the criticism that the lack of continual learning is a fundament... 		links not explored
web https://leap.forecastingresearch.org/reports/wave2
Longitudinal Expert AI Panel 		links not explored
web https://digitaleconomy.stanford.edu/news/ai-and-la...
AI and Labor Markets: What We Know and Don't Know — Stanford Digital Economy Lab 		links not explored
web https://www.seedai.org/research/intensity-index
The U.S. Needs A Generative AI Intensity Index 		links not explored
tweet https://x.com/daniel_d_kang/status/194264117946164...
As AI agents near real-world use, how do we know what they can actually do? Reliable benchmarks are ... 		links not explored
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How to fix broken AI agent benchmarks | Daniel Kang posted on the topic | LinkedIn 		links not explored
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AI Agent Benchmarks are Broken - by Daniel Kang 		links not explored
web http://remotelabor.ai/
Remote Labor Index 		links not explored
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Decoding AI Diffusion: Mapping the path of transformative AI across industries | Convergence Analysis 		links not explored
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After reading it, this does seem like a big deal Industry experts outlined important, real-world, h... 		links not explored
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Today we’re introducing GDPval, a new evaluation that measures AI on real-world, economically valuab... 		links not explored
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A research team at @OpenAI, where I am proud to be a board member, released an important new paper t... 		links not explored
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📣New paper: Rigorous AI agent evaluation is much harder than it seems. For the last year, we have ... 		links not explored
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Our definition of AGI is an AI that can match or exceed the cognitive versatility and proficiency of... 		links not explored
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A lot I like & some I don’t in this paper: Like: Clear definition of AGI, diverse authors, shows ja... 		links not explored
tweet https://x.com/sayashk/status/1966550402129592738?t...
Agent benchmarks lose *most* of their resolution because we throw out the logs and only look at accu... 		links not explored
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Complex Systems | The Point Magazine 		links not explored
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New online, @saffronhuang on what it means to measure intelligence—in large language models and in u... 		links not explored
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I think Demis is fundamentally correct here. The current systems are extremely impressive, and will ... 		links not explored
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If this mirrors anything like the experience of other frontier lab employees (and anecdotally it doe... 		links not explored
tweet https://x.com/1a3orn/status/1982225866470899728?t=...
data from OpenAI / Anthropic that I wish I had, but do not: 1. What percent of Transformer improvem... 		links not explored
web https://thezvi.substack.com/p/asking-some-of-the-r...
Asking (Some Of) The Right Questions - by Zvi Mowshowitz 		links not explored
web https://newsletter.forethought.org/p/how-quick-and...
How Quick and Big Would a Software Intelligence Explosion Be? 		links not explored
web https://tecunningham.github.io/posts/2025-09-19-tr...
Economics and Transformative AI | Tom Cunningham – Tom Cunningham 		links not explored
web https://blog.cip.org/p/notes-on-building-collectiv...
Notes on building collective intelligence into evals 		links not explored
web https://www.bbc.com/news/articles/crr24eqnnq9o
Hackers used Anthropic AI to 'to commit large-scale theft' 		links not explored

Problems (11)

Raw Files

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Execution Log

[2026-01-08T23:32:10.569Z] Starting step: fetch_notion_page (attempt 1)
[2026-01-08T23:32:10.599Z] Fetching Notion page: 2a01a29f178980b6a8e1de4ab322f035
[2026-01-08T23:32:10.637Z] Configured 2 API keys (lengths: 50, 50)
[2026-01-08T23:32:10.836Z] API key 1 failed with object_not_found, trying key 2...
[2026-01-08T23:32:12.161Z] Page title: Make a Rough Draft of Phase 2 (using API key 2)
[2026-01-08T23:32:47.228Z] Fetched 414 blocks
[2026-01-08T23:32:47.256Z] Found 89 outbound links
[2026-01-08T23:32:47.631Z] Created 90 resources (1 fetched, 89 pending)
[2026-01-08T23:32:47.660Z] Completed step: fetch_notion_page in 37061ms
[2026-01-08T23:32:47.995Z] Starting step: fetch_resources (attempt 1)
[2026-01-08T23:32:48.048Z] Fetching batch of 10 resources (10 pending, 0 retrying)
[2026-01-08T23:32:48.081Z] Fetching webpage: https://docs.google.com/document/d/1KKc6BWNFgmhs83v4SXxM9_-8pAcgolZ34bKsmEfwbv4/...
[2026-01-08T23:32:48.118Z] Fetching notion: https://www.notion.so/2641a29f1789802f9e0cfcc9eccabb24...
[2026-01-08T23:32:59.309Z] Fetching webpage: https://docs.google.com/document/d/1-WHOIo_liuOds3UYGjsnvQLhntM14XrjLGGkhjkyuIE/...
[2026-01-08T23:32:59.353Z] Fetching webpage: https://ourworldindata.org/grapher/private-investment-in-artificial-intelligence...
[2026-01-08T23:32:59.731Z] Fetching webpage: https://airisk.mit.edu/...
[2026-01-08T23:33:00.176Z] Fetching webpage: https://incidentdatabase.ai/...
[2026-01-08T23:33:00.596Z] Fetching tweet: https://x.com/sayashk/status/1964016339690909847...
[2026-01-08T23:33:01.062Z] Fetching webpage: https://arxiv.org/pdf/2405.15828...
[2026-01-08T23:33:01.642Z] Fetching webpage: https://www.stlouisfed.org/on-the-economy/2024/sep/rapid-adoption-generative-ai...
[2026-01-08T23:33:03.754Z] Fetching notion: https://www.notion.so/23b1a29f178980e7bb3af34c093d0b45...
[2026-01-08T23:33:13.881Z] Batch complete, 79 resources still pending
[2026-01-08T23:33:13.913Z] Completed step: fetch_resources in 25882ms
[2026-01-08T23:33:14.017Z] Re-queuing step: fetch_resources for next batch
[2026-01-08T23:33:14.299Z] Starting step: fetch_resources (attempt 1)
[2026-01-08T23:33:14.371Z] Fetching batch of 10 resources (10 pending, 0 retrying)
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[2026-01-08T23:33:14.874Z] Fetching tweet: https://x.com/Simeon_Cps/status/1900218546904293863...
[2026-01-08T23:33:15.307Z] Fetching webpage: https://www.theinformation.com/articles/openai-says-business-will-burn-115-billi...
[2026-01-08T23:33:15.363Z] Fetching webpage: https://mikelovesrobots.substack.com/p/wheres-the-shovelware-why-ai-coding...
[2026-01-08T23:33:15.726Z] Fetching tweet: https://x.com/Simeon_Cps/status/1956514153528742168?t=qJkEFlWoQAD6z6g4HMhNAw&s=0...
[2026-01-08T23:33:16.196Z] Fetching notion: https://www.notion.so/26b4c916374a807eac83c7b05859c488...
[2026-01-08T23:33:31.550Z] Fetching webpage: https://docs.google.com/document/d/1w4kTK2dGZZInmjuaT5_UG5gYhVrx2yvR-5GAX_ai0iA/...
[2026-01-08T23:33:32.967Z] Fetching notion: https://www.notion.so/2381a29f178980eda6c1d137ccc01aac#2471a29f178980878a29c548b...
[2026-01-08T23:33:38.011Z] Fetching notion: https://www.notion.so/2551a29f178980188ce6fd8bb09a566e#2551a29f178980c1914bf155b...
[2026-01-08T23:33:38.611Z] Fetching webpage: https://arxiv.org/abs/2503.14499...
[2026-01-08T23:33:39.471Z] Batch complete, 69 resources still pending
[2026-01-08T23:33:39.505Z] Completed step: fetch_resources in 25166ms
[2026-01-08T23:33:39.609Z] Re-queuing step: fetch_resources for next batch
[2026-01-08T23:33:39.860Z] Starting step: fetch_resources (attempt 1)
[2026-01-08T23:33:39.927Z] Fetching batch of 10 resources (10 pending, 0 retrying)
[2026-01-08T23:33:39.965Z] Fetching webpage: https://amistrongeryet.substack.com/p/where-ai-falls-short...
[2026-01-08T23:33:40.661Z] Fetching webpage: https://www.lesswrong.com/posts/oKAFFvaouKKEhbBPm/a-bear-case-my-predictions-reg...
[2026-01-08T23:33:42.297Z] Fetching notion: https://www.notion.so/2294c916374a8083a6f1fdf0e4674ecc...
[2026-01-08T23:33:42.608Z] Fetching webpage: https://docs.google.com/document/d/1NE00dsr6MtrJiZ1o5pepCTO28hfDKDohBYCXDLtOTs4/...
[2026-01-08T23:33:42.648Z] Fetching webpage: https://docs.google.com/presentation/d/132hNhKM5Ar08Z6gEaR5XA6lVy-VvgAgaQ_ZYYy7Y...
[2026-01-08T23:33:42.686Z] Fetching webpage: https://docs.google.com/presentation/d/1iCpRc2NDctmWkB6g2fNHkwVvHkaUKwES6lRLujSV...
[2026-01-08T23:33:42.724Z] Fetching webpage: https://docs.google.com/document/d/13HGS14U9fhvUhmksyQyZkXapoWHN_zPrEeArgAhs6P0/...
[2026-01-08T23:33:42.760Z] Fetching webpage: https://t.co/dq7NJyXkNk...
[2026-01-08T23:33:43.673Z] Fetching tweet: https://x.com/arcprize/status/1965465501079142814?t=L7y6E9f9cwxgjwWD1FMZJA&s=03...
[2026-01-08T23:33:44.077Z] Fetching webpage: https://epochai.substack.com/p/after-the-chatgpt-moment-measuring...
[2026-01-08T23:33:44.462Z] Batch complete, 59 resources still pending
[2026-01-08T23:33:44.497Z] Completed step: fetch_resources in 4603ms
[2026-01-08T23:33:44.592Z] Re-queuing step: fetch_resources for next batch
[2026-01-08T23:33:44.842Z] Starting step: fetch_resources (attempt 1)
[2026-01-08T23:33:44.936Z] Fetching batch of 10 resources (10 pending, 0 retrying)
[2026-01-08T23:33:44.978Z] Fetching webpage: https://globaldialogues.ai/cadence/march-2025...
[2026-01-08T23:33:47.409Z] Fetching tweet: https://x.com/cherylwoooo/status/1929348520370417704?t=f9E9Yty2m27EQ-Z_NbbJ3Q&s=...
[2026-01-08T23:33:47.863Z] Fetching webpage: https://asteriskmag.com/issues/10/does-ai-progress-have-a-speed-limit...
[2026-01-08T23:33:48.242Z] Fetching webpage: https://docs.google.com/spreadsheets/d/1lvcfeZBehflx2BDXvLD7AzreM_qGzZx3SgL-qHvq...
[2026-01-08T23:33:48.280Z] Fetching webpage: https://metr.substack.com/p/2025-07-14-how-does-time-horizon-vary-across-domains...
[2026-01-08T23:33:48.704Z] Fetching webpage: https://docs.google.com/document/d/115YVucVLdzPoXkoKdywyDzLanSQEWJ3POEPb_FLxFs4/...
[2026-01-08T23:33:48.741Z] Fetching notion: https://www.notion.so/2651a29f178980e4b58ceb74c438bc43...
[2026-01-08T23:33:53.506Z] Fetching webpage: https://blog.ai-futures.org/p/ai-as-profoundly-abnormal-technology...
[2026-01-08T23:33:54.399Z] Fetching webpage: https://docs.google.com/document/d/1KKc6BWNFgmhs83v4SXxM9_-8pAcgolZ34bKsmEfwbv4/...
[2026-01-08T23:33:54.438Z] Fetching webpage: https://docs.google.com/document/d/13xhAa__J4nGgDJd1AHxWfdyzKgk2EdQYeeVZhLS9XG4/...
[2026-01-08T23:33:54.489Z] Batch complete, 49 resources still pending
[2026-01-08T23:33:54.529Z] Completed step: fetch_resources in 9651ms
[2026-01-08T23:33:54.684Z] Re-queuing step: fetch_resources for next batch
[2026-01-08T23:33:54.967Z] Starting step: fetch_resources (attempt 1)
[2026-01-08T23:33:55.024Z] Fetching batch of 10 resources (10 pending, 0 retrying)
[2026-01-08T23:33:55.070Z] Fetching webpage: https://docs.google.com/document/d/1-WHOIo_liuOds3UYGjsnvQLhntM14XrjLGGkhjkyuIE/...
[2026-01-08T23:33:55.110Z] Fetching webpage: https://docs.google.com/presentation/d/152LIg8--HbZ6j-lpuzjRK75UG2Gddpf1EntsO4OR...
[2026-01-08T23:33:55.149Z] Fetching webpage: https://ai-frontiers.org/articles/the-hidden-ai-frontier...
[2026-01-08T23:33:55.601Z] Fetching webpage: https://t.co/MuHjAoXvAw...
[2026-01-08T23:33:56.122Z] Fetching tweet: https://x.com/g_leech_/status/1988939922842218558?t=OSiH9KzQDuAzCWo776O6Vg&s=03...
[2026-01-08T23:33:56.564Z] Fetching webpage: https://t.co/afJoJy0pYl...
[2026-01-08T23:33:57.876Z] Fetching tweet: http://pic.twitter.com/uIBmxQMNjJ...
[2026-01-08T23:33:57.959Z] HTTP 404 for tweet, scheduling retry 1/5 in 10s
[2026-01-08T23:33:58.005Z] Fetching tweet: https://x.com/i/status/2001579052830953668...
[2026-01-08T23:33:58.413Z] Fetching tweet: https://x.com/sayashk/status/1963343022252315112...
[2026-01-08T23:33:58.789Z] Fetching webpage: https://epochai.substack.com/p/the-changing-drivers-of-llm-adoption...
[2026-01-08T23:33:59.428Z] Batch complete, 39 resources still pending
[2026-01-08T23:33:59.465Z] Completed step: fetch_resources in 4462ms
[2026-01-08T23:33:59.559Z] Re-queuing step: fetch_resources for next batch
[2026-01-08T23:33:59.798Z] Starting step: fetch_resources (attempt 1)
[2026-01-08T23:33:59.855Z] Fetching batch of 10 resources (10 pending, 0 retrying)
[2026-01-08T23:33:59.892Z] Fetching tweet: https://x.com/EpochAIResearch/status/1996248575400132794...
[2026-01-08T23:34:00.328Z] Fetching tweet: https://x.com/herbiebradley/status/1991495140633141550?t=B2ssdv1dhSdNGdMxxOJ6TA&...
[2026-01-08T23:34:00.805Z] Fetching webpage: https://arxiv.org/pdf/2510.07575v1...
[2026-01-08T23:34:01.575Z] Fetching webpage: https://epochai.substack.com/p/the-software-intelligence-explosion...
[2026-01-08T23:34:02.250Z] Fetching tweet: https://x.com/Hangsiin/status/1950645770346283083?t=2LsNFOIyCZy2Ar22eUR-iA&s=03...
[2026-01-08T23:34:02.831Z] Fetching webpage: https://leap.forecastingresearch.org/reports/wave2...
[2026-01-08T23:34:03.706Z] Fetching webpage: https://digitaleconomy.stanford.edu/news/ai-and-labor-markets-what-we-know-and-d...
[2026-01-08T23:34:04.159Z] Fetching webpage: https://www.seedai.org/research/intensity-index...
[2026-01-08T23:34:05.009Z] Fetching tweet: https://x.com/daniel_d_kang/status/1942641179461648629...
[2026-01-08T23:34:05.459Z] Fetching webpage: https://www.linkedin.com/posts/daniel-kang-1223b343_ai-agent-benchmarks-are-brok...
[2026-01-08T23:34:06.479Z] Batch complete, 29 resources still pending
[2026-01-08T23:34:06.524Z] Completed step: fetch_resources in 6689ms
[2026-01-08T23:34:06.618Z] Re-queuing step: fetch_resources for next batch
[2026-01-08T23:34:06.889Z] Starting step: fetch_resources (attempt 1)
[2026-01-08T23:34:06.963Z] Fetching batch of 10 resources (9 pending, 1 retrying)
[2026-01-08T23:34:07.001Z] Retrying (attempt 2/5) tweet: http://pic.twitter.com/uIBmxQMNjJ...
[2026-01-08T23:34:07.081Z] HTTP 404 for tweet, scheduling retry 2/5 in 20s
[2026-01-08T23:34:07.116Z] Fetching webpage: https://ddkang.substack.com/p/ai-agent-benchmarks-are-broken...
[2026-01-08T23:34:07.564Z] Fetching webpage: http://remotelabor.ai/...
[2026-01-08T23:34:08.120Z] Fetching webpage: https://www.convergenceanalysis.org/fellowships/spar-economics/decoding-ai-diffu...
[2026-01-08T23:34:13.122Z] Fetching webpage: https://t.co/z666YcNyH6...
[2026-01-08T23:34:13.671Z] Fetching tweet: https://x.com/emollick/status/1971366497244348625?t=suZJLFoe4S9wZoSROiNeKw&s=03...
[2026-01-08T23:34:14.116Z] Fetching webpage: https://t.co/uKPPDldVNS...
[2026-01-08T23:34:14.221Z] Fetching tweet: https://x.com/OpenAI/status/1971249374077518226?t=aXFDp9V1lvUVuMBJOotUFA&s=03...
[2026-01-08T23:34:14.631Z] Fetching tweet: https://x.com/LHSummers/status/1971252567981146347?t=dnQgGIFT7yFz-Ex3KHVhpA&s=03...
[2026-01-08T23:34:15.045Z] Fetching webpage: https://t.co/TvSxUsptdW...
[2026-01-08T23:34:15.557Z] Batch complete, 20 resources still pending
[2026-01-08T23:34:15.594Z] Completed step: fetch_resources in 8665ms
[2026-01-08T23:34:15.693Z] Re-queuing step: fetch_resources for next batch
[2026-01-08T23:34:15.978Z] Starting step: fetch_resources (attempt 1)
[2026-01-08T23:34:16.037Z] Fetching batch of 10 resources (10 pending, 0 retrying)
[2026-01-08T23:34:16.073Z] Fetching tweet: https://x.com/sayashk/status/1978565190057869344?t=sQeizZZnd9uOH-Chjv8e5A&s=03...
[2026-01-08T23:34:16.511Z] Fetching webpage: https://t.co/e1wEkzmHwb...
[2026-01-08T23:34:16.972Z] Fetching tweet: https://x.com/DanHendrycks/status/1978828383581561009?t=b6nlhd1Uh6Xj57adoDnzEQ&s...
[2026-01-08T23:34:17.431Z] Fetching webpage: https://t.co/T3XOu2PVl8...
[2026-01-08T23:34:18.021Z] Fetching tweet: https://x.com/emollick/status/1978874737892667718?t=hWtw4waaXLy-Xa4djFU-iQ&s=03...
[2026-01-08T23:34:18.521Z] Fetching tweet: https://x.com/sayashk/status/1966550402129592738?t=SX4UR2z0FabBX_mgLc98dw&s=03...
[2026-01-08T23:34:18.944Z] Fetching webpage: https://t.co/AKZdHiyzGE...
[2026-01-08T23:34:19.497Z] Fetching tweet: https://x.com/the_point_mag/status/1978809403609382977?t=pzJVLmXj6ZGb3k88X648qQ&...
[2026-01-08T23:34:19.885Z] Fetching webpage: https://docs.google.com/document/d/1rmcv6n9h7T7wswJIpu6zJsC9_B4h_74zOQWOAS8uVBU/...
[2026-01-08T23:34:19.937Z] Fetching webpage: https://docs.google.com/document/d/1rmcv6n9h7T7wswJIpu6zJsC9_B4h_74zOQWOAS8uVBU/...
[2026-01-08T23:34:19.983Z] Batch complete, 10 resources still pending
[2026-01-08T23:34:20.033Z] Completed step: fetch_resources in 4013ms
[2026-01-08T23:34:20.148Z] Re-queuing step: fetch_resources for next batch
[2026-01-08T23:34:20.389Z] Starting step: fetch_resources (attempt 1)
[2026-01-08T23:34:20.455Z] Fetching batch of 10 resources (10 pending, 0 retrying)
[2026-01-08T23:34:20.490Z] Fetching tweet: https://x.com/deanwball/status/1967259417029837122?t=slJA0l1BoEy3WQdOJzlUGQ&s=03...
[2026-01-08T23:34:20.886Z] Fetching tweet: https://x.com/deanwball/status/1967923900685386222?t=FztCAYh5PbN51JLbzAcGUA&s=03...
[2026-01-08T23:34:21.329Z] Fetching tweet: https://x.com/1a3orn/status/1982225866470899728?t=BxaB8hw-2u-HkAGBlH93bg&s=03...
[2026-01-08T23:34:21.749Z] Fetching webpage: https://thezvi.substack.com/p/asking-some-of-the-right-questions...
[2026-01-08T23:34:22.732Z] Fetching webpage: https://newsletter.forethought.org/p/how-quick-and-big-would-a-software...
[2026-01-08T23:34:23.459Z] Fetching webpage: https://tecunningham.github.io/posts/2025-09-19-transformative-AI-notes.html...
[2026-01-08T23:34:23.956Z] Fetching webpage: https://blog.cip.org/p/notes-on-building-collective-intelligence...
[2026-01-08T23:34:24.649Z] Fetching notion: https://www.notion.so/Todo-5cbf5bb74635457381c2f814628c73f9...
[2026-01-08T23:34:57.542Z] Fetching webpage: https://www.bbc.com/news/articles/crr24eqnnq9o...
[2026-01-08T23:34:58.518Z] Fetching webpage: https://aicyberchallenge.com/...
[2026-01-08T23:34:58.593Z] Batch complete, 1 resources waiting for retry (next in 0s)
[2026-01-08T23:34:58.631Z] Completed step: fetch_resources in 38197ms
[2026-01-08T23:34:58.731Z] Re-queuing step: fetch_resources for next batch
[2026-01-08T23:34:59.005Z] Starting step: fetch_resources (attempt 1)
[2026-01-08T23:34:59.062Z] Fetching batch of 1 resources (0 pending, 1 retrying)
[2026-01-08T23:34:59.101Z] Retrying (attempt 3/5) tweet: http://pic.twitter.com/uIBmxQMNjJ...
[2026-01-08T23:34:59.201Z] HTTP 404 for tweet, scheduling retry 3/5 in 40s
[2026-01-08T23:34:59.244Z] Batch complete, 1 resources waiting for retry (next in 40s)
[2026-01-08T23:34:59.279Z] Completed step: fetch_resources in 239ms
[2026-01-08T23:34:59.381Z] Re-queuing step: fetch_resources with 40s delay
[2026-01-08T23:35:44.919Z] Starting step: fetch_resources (attempt 1)
[2026-01-08T23:35:44.988Z] Fetching batch of 1 resources (0 pending, 1 retrying)
[2026-01-08T23:35:45.023Z] Retrying (attempt 4/5) tweet: http://pic.twitter.com/uIBmxQMNjJ...
[2026-01-08T23:35:45.188Z] HTTP 404 for tweet, scheduling retry 4/5 in 80s
[2026-01-08T23:35:45.252Z] Batch complete, 1 resources waiting for retry (next in 80s)
[2026-01-08T23:35:45.308Z] Completed step: fetch_resources in 343ms
[2026-01-08T23:35:45.410Z] Re-queuing step: fetch_resources with 80s delay
[2026-01-08T23:37:09.891Z] Starting step: fetch_resources (attempt 1)
[2026-01-08T23:37:09.952Z] Fetching batch of 1 resources (0 pending, 1 retrying)
[2026-01-08T23:37:09.986Z] Retrying (attempt 5/5) tweet: http://pic.twitter.com/uIBmxQMNjJ...
[2026-01-08T23:37:10.071Z] HTTP 404 for tweet, scheduling retry 5/5 in 160s
[2026-01-08T23:37:10.105Z] Batch complete, 1 resources waiting for retry (next in 160s)
[2026-01-08T23:37:10.139Z] Completed step: fetch_resources in 213ms
[2026-01-08T23:37:10.227Z] Re-queuing step: fetch_resources with 160s delay
[2026-01-08T23:39:59.982Z] Starting step: fetch_resources (attempt 1)
[2026-01-08T23:40:00.276Z] Fetching batch of 1 resources (0 pending, 1 retrying)
[2026-01-08T23:40:00.324Z] Retrying (attempt 6/5) tweet: http://pic.twitter.com/uIBmxQMNjJ...
[2026-01-08T23:40:00.424Z] HTTP 404 for tweet after 5 retries, marking as failed
[2026-01-08T23:40:00.461Z] All resources fetched
[2026-01-08T23:40:00.494Z] Completed step: fetch_resources in 256ms
[2026-01-08T23:40:00.931Z] Starting step: summarize (attempt 1)
[2026-01-08T23:40:00.990Z] Collecting text from 90 resources
[2026-01-08T23:40:10.945Z] Combined text: 170087 words from 70 resources
[2026-01-08T23:40:10.991Z] Combined text truncated from 170087 to 50000 words
[2026-01-08T23:40:11.464Z] Calling claude-opus-4-5-20251101 for 500-word summary (450878 chars input)
[2026-01-08T23:40:44.059Z] Summary generated: 673 words (193471 input tokens, 994 output tokens)
[2026-01-08T23:40:44.093Z] Completed step: summarize in 43125ms
[2026-01-08T23:40:44.532Z] Job completed successfully

LLM Invocations (Total: $0.9922)

Time Purpose Model Duration Outcome Input Output Cost
03:40 PM Generate summaries claude-opus-4-5-20251101 32.1s Success Input (193,471) Output (994) $0.9922

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