dsh-auto-evolve

dsh-auto-evolve A self-evolving plugin for DeepSeek Harness ( dsh ).

It observes how the agent runs, proposes improvements to its own assets via the LLM, validates each proposal inside a sandboxed trial agent, and applies only verified mutations — with a versioned ledger and automatic rollback on regression.中文 The idea.

Instead of shipping a static skill set, the plugin owns a small genome of evolvable assets (skills, tool-result post-processors, prompt sections, guard policies).

Every runtime signal (tool failures, repeated calls, request errors) is collected; when a threshold crosses, a proposal cycle drafts a mutation, a sandboxed agent replays the failing episode with and without the change, and the change is applied only if the trial shows measurable improvement.

Every mutation is versioned in a durable ledger and can be rolled back.How it works The evolution loop Layer Module Wha