Savlar4 sources healthy · latest episode 15 Oct 2026
opinion claim

The speaker says some harnesses, including Pi and Codex, treat problems as more distinct than warranted even when the problems share the same solution strategy.

Alex Zhang · Academia is for Ambition — Alex Zhang, MIT · 2 Oct 2026

In their words

The transcript segments this claim was taken from

“codcode or something which is not in this blog but we do have these results you'll find that like these harnesses distinguish too much between these problems even though the solutions are the same and so one thing that we find when training rlm's is that like when it sees these problems it's the same and the reason it sees these problems as the same is the sub agent sees different problems but the sub agent is solving an easier sub task and so you're”
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