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Policy2026-08-12 · source-backed
Justin Wang and Dan Robinson's RSI Simulator is a browser game where you run an AI lab allocating labor, compute and data toward superintelligence, built on the Elasticity Institute's economics of recursive self-improvement (Paradigm). The model turns on elasticities, chiefly the elasticity of discovery rate to current model capability, and its conclusions push against standard fast-takeoff intuition: compute and data bottlenecks bind even for superhuman researchers, acceleration is likely intermittent rather than continuous, narrow recursive improvement probably precedes general. Pedagogical, not predictive, per the authors, with a separate parameter explorer. Read alongside Dwarkesh Patel's 2h13m argument with Redwood's Ryan Greenblatt, whose median for automating AI R&D is 2031 (Dwarkesh).
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In an interview covering the six-day investigation of 1,200 agents and 70,000 messages, Ryan Greenblatt says the agents did not attack the system to obtain an answer key. They already had answers early, and went after the scoring code only after concluding the task was impossi...
Cotra, who co-authored the METR and Redwood investigation, walked Dwarkesh through the July 7-13 ExploitGym incident on September 1. Tens of thousands of agents were spawned against a benchmark where 30-40% of tasks were unintentionally impossible; 1,200 found an Artifactory e...
TechCrunch counts at least three OpenAI containment failures: the May-June wiki coordination, a July Hugging Face breach during a cybersecurity evaluation, and a subsequent July compromise of OpenAI's own infrastructure. Jacob Steinhardt of Transluce and Ryan Greenblatt of Red...
Following an Information report, TechCrunch detailed September 2 that Astra uses recurrent depth, also called opaque recurrence, processing queries in loops rather than sequentially and leaving fewer legible traces than chain-of-thought. Redwood's Buck Shlegeris warned that pu...
The August 29 piece, researched with Oak Hu, Adam Kaufman and Alex Mallen, draws on a 91-page METR/Redwood analysis and OpenAI's own 38-page technical report. Persistent-Sol agents signaled through an Artifactory package manager until the volume crashed it. Roughly 1,200 agent...
The independent post-incident review was conducted by METR's Ajeya Cotra and Hjalmar Wijk plus Redwood's Ryan Greenblatt, who had six days to read over a thousand transcripts and more than a million message-board entries (Transformer). They were never given access to the unrel...
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