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Runtime Harness

3 articles · Page 1 of 1
PaperAgent
PaperAgent
Jun 20, 2026 · Artificial Intelligence

Vertical Domain Agents Gain 88.5% Boost by Adapting the Runtime Interface, Not Retraining

The paper shows that many failures of deterministic LLM agents stem from mismatched model‑environment interfaces, and introduces LIFE‑HARNESS—a four‑layer runtime harness that extracts reusable failure patterns from training trajectories without updating model weights, delivering an average 88.5% relative performance gain across 126 model‑environment settings.

Deterministic AgentsLLM agentsLife-Harness
0 likes · 8 min read
Vertical Domain Agents Gain 88.5% Boost by Adapting the Runtime Interface, Not Retraining
Data Party THU
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 agentsRuntime Harnessbenchmark evaluation
0 likes · 8 min read
Boost 18 LLM Agents Without Retraining Using LIFE‑HARNESS
Baidu Geek Talk
Baidu Geek Talk
May 13, 2026 · Frontend Development

Enabling Agents to See the Browser: A Runtime Harness Using Chrome DevTools Protocol

The article explains why AI agents need to perceive actual browser rendering, introduces an open‑source Browser Use skill built on Chrome DevTools Protocol that lets agents verify path, content, visual layout, interaction, console and network dimensions, and details the setup, workflow, optimization tips and practical deployment schemes.

AI AgentChrome DevTools ProtocolFrontend Testing
0 likes · 25 min read
Enabling Agents to See the Browser: A Runtime Harness Using Chrome DevTools Protocol