MechanismArticle
Frontier models like Claude are more like organic systems that are grown rather than designed, exhibiting a 'capability overhead' where intelligence increases unpredictably and spikily rather than smoothly.
Anthropic's Thariq Shihipar described Claude Fable as an organic system whose capabilities emerge unpredictably, growing 'in a spiky way' rather than through controlled design. ✦ AI generated
Thariq Shihipar · Latent Space · 2026-07-14 · original ↗
Anthropic’s Thariq Shihipar talked about how their latest model, Claude Fable, is like an organic system — “models are grown, not designed.” There’s a “capability overhead,” he said, where “Claude gets smarter in a spiky way.”
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supports → There are discontinuous emerging capability jumps as you scale models — the models go from being unable to calculate something to reliably calculating it. These jumps are not perfectly predictable; you need the evals and systems to test for them, and that unpredictability is also what makes safety harder.Diane Penn · Lenny's Podcastexplains mechanism → We genuinely don't know how intelligent the newest AI models are because no one has run them continuously long enough to properly evaluate their capabilities before the next model ships.Gavin Baker · BG2 Podexplains mechanism → AI safety paradigms like iterative deployment and defense-in-depth safeguards have worked so far, but nobody actually knows when they'll break — and if they do break, it could happen at exactly the highest-stakes moment.Nathan · The Cognitive Revolution