EVE-Agent: Evidence-Verifiable Self-Evolving Agents

In three linesEVE-Agent is a self-evolving agent that generates its own questions, answers, and verifiable evidence spans without human annotations. An evidence verifier rewards text spans based on their marginal contribution to correct answers. The training curriculum becomes auditable and trustworthy without external oracles.

Summary generated by Claude — human-verified