self-evolution

2 items

ARTICLEDEV.to AI·7d ago

The agent setup that updates itself. What self-evolving actually means in practice

The article argues that true self-evolving AI agents are practical and "boring": they notice changes, learn, and avoid relearning, unlike theatrical demos. It emphasizes that agent setups decay quickly and must continuously adapt to real-world changes to remain effective.

software development adaptation self-evolution AI agents

RESEARCHarXiv CS.AI·8d ago

Harness Updating Is Not Harness Benefit: Disentangling Evolution Capabilities in Self-Evolving LLM Agents

This paper disentangles two self-evolving LLM agent capabilities: harness-updating (producing useful updates) and harness-benefit (gaining from these updates). The analysis reveals that harness-updating is surprisingly consistent across models of different base capabilities, suggesting that even less capable models can produce useful updates.

AI capabilities LLM Agents machine learning self-evolution