Continual learning for AI teams.
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Joined October 2026
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Introducing Continual-ARC, a benchmark for agents that learn from experience.
If you think your harness gets better with experience, we'll rerun it on 50 new ARC-style puzzles that nobody outside unify has seen and post its share learned.
continual-arc.unify.ai/submi…
OpenClaw, Hermes Agent and Prime Agent don't meaningfully learn from experience.
On Continual-ARC, our new benchmark at @letsunifyai, none of them were able to memorize anything of value and none were able to generalize to new tasks. Training a small 9B model's weights did both.
unify retweeted
OpenClaw, Hermes Agent and Prime Agent don't meaningfully learn from experience.
On Continual-ARC, our new benchmark at @letsunifyai, none of them were able to memorize anything of value and none were able to generalize to new tasks. Training a small 9B model's weights did both.