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GEPA

5 articles · Page 1 of 1
SmartApe AI
SmartApe AI
Oct 29, 2026 · Artificial Intelligence

CMU's Hermit: Unified Framework for Fair Harness Evolution Comparison

CMU researchers open-source Hermit, a unified training framework that enables fair comparison of recursive self-improvement methods by externalizing learning via pluggable Harness Adapters, supporting algorithms like GEPA and SkillOpt, and providing a tutorial for continuous agent improvement in tools like Codex and Claude Code.

Agent Continuous LearningCMU ResearchCodex Integration
0 likes · 8 min read
CMU's Hermit: Unified Framework for Fair Harness Evolution Comparison
DaTaobao Tech
DaTaobao Tech
Sep 16, 2026 · Artificial Intelligence

GEPA: Zero-Config Prompt Self-Evolution via Reflective Mutation & Pareto Optimization

This article details a production-ready GEPA (Genetic-Pareto Reflective Prompt Evolution) system that automates prompt optimization through a data-driven loop of inference, scoring, reflection, and Pareto-frontier selection, replacing manual trial-and-error with a task-agnostic, zero-configuration pipeline that supports classification, scoring, and clustering tasks while preserving explainability.

DSPyGEPALLM Judge
0 likes · 31 min read
GEPA: Zero-Config Prompt Self-Evolution via Reflective Mutation & Pareto Optimization
AI2ML AI to Machine Learning
AI2ML AI to Machine Learning
Apr 10, 2026 · Artificial Intelligence

Why HermesAgent Outperforms OpenClaw: A Deep Source‑Code Analysis

The article dissects HermesAgent’s architecture, showing how it extends OpenClaw with self‑learning, reinforcement‑learning modules, and advanced prompt‑evolution techniques to mitigate token‑hole costs and achieve more deterministic results, while also detailing its TUI‑driven CLI and evaluation workflow.

DSPyGEPAHermesAgent
0 likes · 8 min read
Why HermesAgent Outperforms OpenClaw: A Deep Source‑Code Analysis