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Alibaba Cloud Developer
Alibaba Cloud Developer
Apr 24, 2026 · Artificial Intelligence

How Hermes Agent Achieves Self‑Evolution: A Deep Dive into Prompt, Context, and Harness Design

This article provides a detailed technical analysis of Hermes Agent, explaining how its dynamic skill generation and reinforcement‑learning loop enable true self‑evolution, and examines the prompt engineering, context compression, memory architecture, harness mechanisms, error handling, and plugin ecosystem that differentiate it from OpenClaw and Claude Code.

Context CompressionHermes AgentSelf‑evolution
0 likes · 41 min read
How Hermes Agent Achieves Self‑Evolution: A Deep Dive into Prompt, Context, and Harness Design
Bighead's Algorithm Notes
Bighead's Algorithm Notes
Mar 19, 2026 · Artificial Intelligence

How ASDA Generates Structured Financial Reasoning Skills for LLMs Without Fine‑Tuning

The ASDA framework automatically creates modular, version‑controlled financial‑reasoning skill files by iteratively analyzing student model failures, clustering errors, and injecting structured guidance, achieving up to a 17.33‑point boost on arithmetic tasks and a 5.95‑point boost on non‑arithmetic tasks in the FAMMA benchmark, far surpassing prior zero‑training methods such as GEPA and ACE.

ASDALLM adaptationbenchmark FAMMA
0 likes · 22 min read
How ASDA Generates Structured Financial Reasoning Skills for LLMs Without Fine‑Tuning