Tagged articles

cross‑model transfer

2 articles · Page 1 of 1

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 agentsRuntime Harnessbenchmark evaluation

0 likes · 8 min read

Boost 18 LLM Agents Without Retraining Using LIFE‑HARNESS

SuanNi

May 27, 2026 · Artificial Intelligence

Can Agent Skills Be Trained Like Neural Networks? SkillOpt Demonstrates Success

SkillOpt treats an agent’s Skill document as a trainable external state, applying classic deep‑learning tools such as epochs, batch size, learning rate and validation gating, and in experiments across 52 benchmark units it lifts GPT‑5.5 performance by an average of 23.5 points while enabling cross‑model and cross‑environment transfer with no additional inference cost.

Agent SkillDeep Learning OptimizationLLM

0 likes · 11 min read

Can Agent Skills Be Trained Like Neural Networks? SkillOpt Demonstrates Success