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Self‑Evolving Rules

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Machine Heart
Machine Heart
May 7, 2026 · Artificial Intelligence

How TACO Lets CLI Agents Self‑Evolve to Drop Useless Context

TACO is a plug‑and‑play, training‑free framework that lets terminal‑based autonomous agents automatically learn compression rules to filter low‑value output while preserving critical decision cues, achieving higher task success rates and better token efficiency across multiple terminal‑related benchmarks.

LLMSelf‑Evolving Rulesbenchmark
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How TACO Lets CLI Agents Self‑Evolve to Drop Useless Context