Viv(@Vtrivedy10):digging into interesting “partial reward awareness” in some Opus, Astra, Argon rollouts models reason about how they’re stuck on a problem but what they’ve done so far will probably correspond to a decent partial reward so they submit instead of spending more time persists even when prompted to complete entire task

Viv

@Vtrivedy10

applied research @LangChain Labs, prev @awscloud, phd cv @templeuniv

Joined February 2013

1.9K Following 16.9K Followers

Viv@Vtrivedy10

2026.11.08 01:40

digging into interesting “partial reward awareness” in some Opus, Astra, Argon rollouts models reason about how they’re stuck on a problem but what they’ve done so far will probably correspond to a decent partial reward so they submit instead of spending more time persists even when prompted to complete entire task