Data Party THU
Jun 11, 2026 · Artificial Intelligence
Boost 18 LLM Agents Without Retraining Using LIFE‑HARNESS
The article introduces LIFE‑HARNESS, a runtime‑interface adaptation framework that keeps model weights unchanged, extracts reusable failure patterns from a single model's training trace, and achieves an average 88.5% relative performance gain across 18 LLM agents and 7 deterministic environments, with successful transfer to 17 other models.
LLM agentsbenchmark evaluationcross‑model transfer
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