AIExplained - EXCLUSIVE: Understanding Models: Impossible, Just Solved, or … Not Needed?

AIExplained - EXCLUSIVE: Understanding Models: Impossible, Just Solved, or … Not Needed?


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Neural Networks Are Already Clean (Nick Cammarata, Goodfire): https://already-clean.goodfire.com/

GRAFT, localizing reward hacking instead of penalizing it (Anthropic): https://alignment.anthropic.com/2026/graft/

Neural networks are not already clean (Leo Gao, LessWrong): https://www.lesswrong.com/posts/Dkh7pXKjoNWkkxQDz/neural-networks-are-not-already-clean

Altman describes three endgames for AI (The Information): https://www.theinformation.com/articles/altman-describes-three-endgames-ai-including-one-single-firm-melts-everyone-elses-gpus

Jake Ward on the GRAFT paper: https://x.comjakeward/status/2112264244767211854

The Missing Name, 3D neuron visualisation (Claude artifact): https://claude.ai/artifact/Bz3HxWjt6qufVxmvAdDxpt

Neel Nanda's response: https://x.com/NeelNanda5/status/2110875974296654062

Debate Training Reduces Reward Hacking in RLAIF (arXiv): https://arxiv.org/pdf/2608.17776

roon's reaction: https://x.com/tszzl/status/2110758311339729061

Sam Altman's reaction: https://x.com/sama/status/2111130577789493706

Adam Majmudar's reaction: https://x.com/MajmudarAdam/status/2110831397321740387

Roko Mijic on neuron labels: https://x.com/RokoMijic/status/2110819919373701495

Aryaman Arora on evaluating interpretability: https://x.com/aryaman2020/status/2110830079916056911

Joshua Saxe on adversarial inputs: https://x.com/joshua_saxe/status/2111084940607561766

Jennifer Zhou on reward hacks in Terminal Bench 4: https://x.com/chem_safety/status/2112212878132744674

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