Issue #144 2 min read

AI Engineering Signal #144

Top AI models fail at inventing new AI research

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Signals

Top AI models fail at inventing new AI research

autonomous research agents need evaluation gates before touching architecture searches.

Web

Sakana demonstrates recursive self-improvement loop

independently reproduce loop-level evaluation before fielding autonomous optimizers.

Web

Deno team joins Cloudflare

existing Deno Deploy workloads need migration planning, not new builds.

Simon Willison

Possible Zod 4.6.6 supply-chain compromise

audit lockfiles and pin Zod to last known good release.

GitHub

Qwen 27B hits 140 tokens/sec on one RTX 3090

single-GPU serving for 27B models now worth re-benchmarking.

Reddit

AlphaFold did not solve protein folding

treat structural predictions as validation-grade, not proof-grade, in bio pipelines.

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The Take

Autonomous optimization claims now outpace independent evaluation — pin dependencies, isolate research agents, and demand loop-level replication before production trust.

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