Machine Heart
Jun 28, 2026 · Artificial Intelligence
Can One Human Click Enable Permanent Agent Reuse? BrowserBC’s One‑Shot Skill Extraction
BrowserBC records a human’s complete web task, rewrites the noisy trace into a natural‑language skill card, and lets a smaller model repeatedly execute the same class of tasks, achieving large success‑rate gains on WebArena‑Hard and ClawBench benchmarks.
Behavior CloningEvaluationLarge Language Models
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