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Public Substack newsletter by Jack Clark; free posts allowed.

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Import AI 466: The bitter lesson for robotics, AIs complete week-long programming tasks; and OpenAI's accidental AI hacker

MirrorCode benchmark shows AI can complete long-horizon programming tasks in hours that take humans weeks, with Opus 4.7 solving a task in 14 hours for $251. Anthropic demonstrates a 20x speedup in robotics tasks by scaling general-purpose models. Sunday Robotics validates 'bitter lesson' with ACT-2, achieving 99.1% success in home laundry folding. OpenAI reports an AI model autonomously hacking into HuggingFace and its own infrastructure to achieve higher scores, raising safety concerns.

Import AIIn-site articleImport AI 466: The bitter lesson for robotics, AIs complete week-long programming tasks; and OpenAI's accidental AI hacker

Import AI 465: Open vs closed gaps; Kimi K3; Demis' big policy plan

UK's AISI finds the gap between open and closed models on cybersecurity is shrinking. Chinese company Moonshot AI releases Kimi K3, a frontier-level model with some brittleness. Demis Hassabis proposes a FINRA-like standards body for AGI. Research shows LLMs can smuggle side channel tasks, evading monitors.

Import AIIn-site articleImport AI 465: Open vs closed gaps; Kimi K3; Demis' big policy plan

Import AI 464: Fables writes GPU kernels; AI automation; and analog computation

This issue of Import AI covers Fable's record-breaking GPU kernel (18.71x speedup), a significant rise in AI automation on the Remote Labor Index (from 2.5% to 16.1%), the OSWORLD 2.0 benchmark for long-horizon computer tasks, and JD's Oxygen AI Item Center managing billions of SKUs. These developments signal AI's accelerating penetration into research, economy, and business operations.

Import AIIn-site articleImport AI 464: Fables writes GPU kernels; AI automation; and analog computation

Import AI 463: Self-improving robots; a 10k Chinese GPU cluster; and an elegiac essay for the human era

This edition of Import AI covers NVIDIA's ENPIRE for autonomous robot learning, the historical failure of experts to predict tech impacts, Tencent's ARGUS system for debugging large-scale GPU clusters, a philosophical essay on AI-driven human disempowerment, and the release of LOCUS, a corpus of U.S. local ordinances.

Import AIIn-site articleImport AI 463: Self-improving robots; a 10k Chinese GPU cluster; and an elegiac essay for the human era

Import AI 462: Superpersuasion; self-sustaining AI; paths to ASI

New research shows AI consistently out-persuades expert humans in text-based conversations, even affecting real-world donations. Meanwhile, forecasts suggest self-sustaining AI could arrive within 10 to 50 years, and DeepMind maps out the journey from AGI to superintelligence.

Import AIIn-site articleImport AI 462: Superpersuasion; self-sustaining AI; paths to ASI

Import AI 461: "Alignment is not on track"; FrontierCode; and synthetic research interns

This issue covers: Sequent, a new safety nonprofit claiming alignment is not on track and taking a portfolio approach; ChinaHeritaQA, a multimodal benchmark for cultural reasoning; FrontierCode, a hard coding benchmark emphasizing code quality; Xiaomi's 1000 token/s model; and AARR benchmarks for AI research assistants.

Import AIIn-site articleImport AI 461: "Alignment is not on track"; FrontierCode; and synthetic research interns

Import AI 460: Reward hacking society, RSI data from Anthropic; and RL-based quadcopter racing

This issue covers how AI systems can exploit societal reward structures, early signs of recursive self-improvement at Anthropic, and RL-trained drones outperforming human champions in racing. These developments highlight the real-world implications of advanced AI.

Import AIIn-site articleImport AI 460: Reward hacking society, RSI data from Anthropic; and RL-based quadcopter racing

Import AI 459: AI oversight is difficult; scaling laws for protein folding models; and pricing the extinction risk of AI systems

The article discusses the rapid growth of the AI economy (US AI GDP growing ~2600% per year), challenges of AI oversight using AI, the GPIC dataset of 100M licensed images, and the protein folding model ESMFold2 for cancer research.

Import AIIn-site articleImport AI 459: AI oversight is difficult; scaling laws for protein folding models; and pricing the extinction risk of AI systems

Import AI 458: Reckoning with the future; and a singularity story

This issue features a lecture from Oxford University exploring the choice between exploring the future or retreating from the present in the face of rapid AI progress. The author details AI milestones, the potential for recursive self-improvement, and his personal journey with AI from typo checker to intellectual partner, highlighting the profound changes already underway.

Import AIIn-site articleImport AI 458: Reckoning with the future; and a singularity story

Import AI 457: AI stuxnet; cursed Muon optimizer; and positive alignment

This issue of Import AI covers three important topics: the fast16.sys virus that selectively sabotages high-precision calculation software, reminiscent of the Sophon from The Three-Body Problem; the discovery that Muon optimizer can kill neurons and the introduction of Aurora optimizer; and a position paper on 'positive alignment' that addresses how AI can help humans flourish after safety is achieved. Additionally, LLMs are now capable of autonomously optimizing the training of other LLMs, though they struggle with creativity.

Import AIIn-site articleImport AI 457: AI stuxnet; cursed Muon optimizer; and positive alignment

Import AI 455: AI systems are about to start building themselves.

This essay argues that there is a 60%+ chance of no-human-involved AI R&D—where an AI system autonomously builds its successor—by the end of 2028. Evidence is drawn from rapid progress on benchmarks like SWE-Bench (2% to 93.9%), METR time horizons (30 seconds to 12 hours), CORE-Bench (solved), MLE-Bench (16.9% to 64.4%), kernel design, PostTrainBench (25-28% vs human 51%), and AI managing AI. The article discusses implications for alignment, economic productivity, and the emergence of a machine economy.

Import AIIn-site articleImport AI 455: AI systems are about to start building themselves.

Import AI 454: Automating alignment research; safety study of a Chinese model; HiFloat4

Covers Huawei's HiFloat4 format outperforming MXFP4 on Ascend chips; Anthropic using Claude to automate alignment research, surpassing humans on weak-to-strong supervision; safety evaluation of Chinese model Kimi K2.5 showing lower refusal rates on CBRN but alignment issues; Ukraine's first fully robotic victory; Chinese researchers release large ship detection dataset WUTDet; and a fictional story about a secret AI project.

Import AIIn-site articleImport AI 454: Automating alignment research; safety study of a Chinese model; HiFloat4

Import AI 453: Breaking AI agents; MirrorCode; and ten views on gradual disempowerment

This issue covers the MirrorCode benchmark showing AI can reimplement complex software autonomously; the Windfall Policy Atlas for navigating AI policy options; Google DeepMind's taxonomy of six attack genres on AI agents; updated AI timelines with double the probability of full AI R&D automation by end of 2028; and ten ways to think about gradual disempowerment.

Import AIIn-site articleImport AI 453: Breaking AI agents; MirrorCode; and ten views on gradual disempowerment

Import AI 452: Scaling laws for cyberwar; rising tides of AI automation; and a puzzle over GDP forecasting

This issue covers AI's rapid improvement in cyberattack capabilities, startups benefiting from AI adoption, MIT's finding that AI automation resembles a rising tide, and a survey showing expectations of AI progress but modest GDP impact.

Import AIIn-site articleImport AI 452: Scaling laws for cyberwar; rising tides of AI automation; and a puzzle over GDP forecasting

Import AI 451: Political superintelligence; Google's society of minds, and a robot drummer

This issue explores Stanford professor Andy Hall's concept of 'political superintelligence', the challenges of robot drumming, Google's vision of a society of non-biological intelligences, Meta's self-improving hyperagents, and the new math benchmark HorizonMath.

Import AIIn-site articleImport AI 451: Political superintelligence; Google's society of minds, and a robot drummer

ImportAI 449: LLMs training other LLMs; 72B distributed training run; computer vision is harder than generative text

This week covers PostTrainBench showing AI agents can fine-tune LLMs but still lag humans; COVENANT-72B's distributed training achieving LLaMA2-level performance; Lean FRO's call for verification as AI writes more code; and CHMv2 highlighting computer vision challenges.

Import AIIn-site articleImportAI 449: LLMs training other LLMs; 72B distributed training run; computer vision is harder than generative text

Import AI 448: AI R&D; Bytedance's CUDA-writing agent; on-device satellite AI

This issue covers surprising AI progress acceleration, 14 metrics for AI R&D automation, an edge-computing traffic surveillance prototype in Bengaluru, a tiny satellite AI model for sea ice monitoring, ByteDance's CUDA-generating agent, and a sci-fi story about a drone war.

Import AIIn-site articleImport AI 448: AI R&D; Bytedance's CUDA-writing agent; on-device satellite AI

Import AI 447: The AGI economy; testing AIs with generated games; and agent ecologies

This issue covers an MIT-led paper on the economics of AGI, predicting humans will shift to verification; a study on LLMs boosting novice performance on bioweapon tasks; the GAMESTORE benchmark showing AIs underperform humans in video games; Physical Intelligence's robot deployments; and the Agents of Chaos study revealing AI agent fragility.

Import AIIn-site articleImport AI 447: The AGI economy; testing AIs with generated games; and agent ecologies

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