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λux
@novasarc01
tensor shepherd in a non-euclidean pasture | grazing on cuda cores
Joined July 2024
3.5K Following    22.5K Followers
some cool things i liked about verifiers v1: - my favorite shift from v0 to v1 is the move from an environment-centric abstraction to a rollout-centric one. v1 has this clean abstraction: taskset × harness × runtime → trace tasksets owning both data and scoring is much cleaner. - making the trace a first-class artifact is the biggest upgrade. also liked how graph-based trace storage avoids duplicating shared prefixes and makes long-horizon trace analysis much more practical. - being able to run the same taskset under different harnesses (kimi-code, rlm, codex, etc.) makes evaluations much more useful.
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