Posts by Tags

RSI

When Self-Evolution Backfires: Pre-Commit Gating against Skill Contamination in LLM Agents

less than 1 minute read

Published: August 31, 2026

Verify Smarter, Evolve Further: Efficient Harness Evolution through Behavior-Aware Verification

less than 1 minute read

Published: August 31, 2026

Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets

less than 1 minute read

Published: August 31, 2026

How to Guide LLM Generation: Dual-Surrogate Guided Search for Automated Heuristic Design

less than 1 minute read

Published: August 31, 2026

StarHarness: Evolving Harnesses with Stratified Search for Enterprise Environments

less than 1 minute read

Published: August 31, 2026

Coalition-Aware Skill Reliability for Self-Evolving Agents

less than 1 minute read

Published: August 31, 2026

HarnessCompass: Guiding Automatic Harness Evolution toward Generalizable and Effective Agent Harnesses

less than 1 minute read

Published: August 31, 2026

Hierarchical Self-Improvement: A Framework for Task-Specific Evolvable Agent Harnesses

less than 1 minute read

Published: August 31, 2026

Evo-Bench: Can Language Models Improve Agent Harness?

less than 1 minute read

Published: August 31, 2026

HarnessOpt-Bench: Evaluating LLMs at Harness Optimization

less than 1 minute read

Published: August 31, 2026

HELIX: Model-Harness Co-evolution for Recursive Self-Improvement

less than 1 minute read

Published: August 31, 2026

DemoEvolve: Overcoming Sparse Feedback in Agentic Harness Evolution with Demonstrations

less than 1 minute read

Published: August 31, 2026

ShinkaEvolve: Towards Open-Ended And Sample-Efficient Program Evolution

less than 1 minute read

Published: August 31, 2026

PostTrainBench: Can LLM Agents Automate LLM Post-Training?

less than 1 minute read

Published: August 25, 2026

The Meta-Agent Challenge: Are Current Agents Capable of Autonomous Agent Development?

less than 1 minute read

Published: August 12, 2026

Meta-Harness: End-to-End Optimization of Model Harnesses

less than 1 minute read

Published: August 09, 2026

benchmark

Evo-Bench: Can Language Models Improve Agent Harness?

less than 1 minute read

Published: August 31, 2026

HarnessOpt-Bench: Evaluating LLMs at Harness Optimization

less than 1 minute read

Published: August 31, 2026

PostTrainBench: Can LLM Agents Automate LLM Post-Training?

less than 1 minute read

Published: August 25, 2026

The Meta-Agent Challenge: Are Current Agents Capable of Autonomous Agent Development?

less than 1 minute read

Published: August 12, 2026

harness

Verify Smarter, Evolve Further: Efficient Harness Evolution through Behavior-Aware Verification

less than 1 minute read

Published: August 31, 2026

StarHarness: Evolving Harnesses with Stratified Search for Enterprise Environments

less than 1 minute read

Published: August 31, 2026

HarnessCompass: Guiding Automatic Harness Evolution toward Generalizable and Effective Agent Harnesses

less than 1 minute read

Published: August 31, 2026

Hierarchical Self-Improvement: A Framework for Task-Specific Evolvable Agent Harnesses

less than 1 minute read

Published: August 31, 2026

HELIX: Model-Harness Co-evolution for Recursive Self-Improvement

less than 1 minute read

Published: August 31, 2026

DemoEvolve: Overcoming Sparse Feedback in Agentic Harness Evolution with Demonstrations

less than 1 minute read

Published: August 31, 2026

The Meta-Agent Challenge: Are Current Agents Capable of Autonomous Agent Development?

less than 1 minute read

Published: August 12, 2026

Meta-Harness: End-to-End Optimization of Model Harnesses

less than 1 minute read

Published: August 09, 2026

paper-notes

When Self-Evolution Backfires: Pre-Commit Gating against Skill Contamination in LLM Agents

less than 1 minute read

Published: August 31, 2026

Verify Smarter, Evolve Further: Efficient Harness Evolution through Behavior-Aware Verification

less than 1 minute read

Published: August 31, 2026

Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets

less than 1 minute read

Published: August 31, 2026

How to Guide LLM Generation: Dual-Surrogate Guided Search for Automated Heuristic Design

less than 1 minute read

Published: August 31, 2026

StarHarness: Evolving Harnesses with Stratified Search for Enterprise Environments

less than 1 minute read

Published: August 31, 2026

Coalition-Aware Skill Reliability for Self-Evolving Agents

less than 1 minute read

Published: August 31, 2026

HarnessCompass: Guiding Automatic Harness Evolution toward Generalizable and Effective Agent Harnesses

less than 1 minute read

Published: August 31, 2026

Hierarchical Self-Improvement: A Framework for Task-Specific Evolvable Agent Harnesses

less than 1 minute read

Published: August 31, 2026

Evo-Bench: Can Language Models Improve Agent Harness?

less than 1 minute read

Published: August 31, 2026

HarnessOpt-Bench: Evaluating LLMs at Harness Optimization

less than 1 minute read

Published: August 31, 2026

HELIX: Model-Harness Co-evolution for Recursive Self-Improvement

less than 1 minute read

Published: August 31, 2026

DemoEvolve: Overcoming Sparse Feedback in Agentic Harness Evolution with Demonstrations

less than 1 minute read

Published: August 31, 2026

ShinkaEvolve: Towards Open-Ended And Sample-Efficient Program Evolution

less than 1 minute read

Published: August 31, 2026

PostTrainBench: Can LLM Agents Automate LLM Post-Training?

less than 1 minute read

Published: August 25, 2026

The Meta-Agent Challenge: Are Current Agents Capable of Autonomous Agent Development?

less than 1 minute read

Published: August 12, 2026

Meta-Harness: End-to-End Optimization of Model Harnesses

less than 1 minute read

Published: August 09, 2026

post-training

PostTrainBench: Can LLM Agents Automate LLM Post-Training?

less than 1 minute read

Published: August 25, 2026

search

Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets

less than 1 minute read

Published: August 31, 2026

How to Guide LLM Generation: Dual-Surrogate Guided Search for Automated Heuristic Design

less than 1 minute read

Published: August 31, 2026

ShinkaEvolve: Towards Open-Ended And Sample-Efficient Program Evolution

less than 1 minute read

Published: August 31, 2026

self-evolving

When Self-Evolution Backfires: Pre-Commit Gating against Skill Contamination in LLM Agents

less than 1 minute read

Published: August 31, 2026

Coalition-Aware Skill Reliability for Self-Evolving Agents

less than 1 minute read

Published: August 31, 2026

He Ye

Posts by Tags

RSI

benchmark

harness

paper-notes

post-training

search

self-evolving