Verification-driven self-evolution loop: failure logs become verified AGENTS.md rules; in-session plugin (evolve_learn / evolve_apply / evolve_touch / evolve_recall), tool-verify gate, rule lifecycle, local recall.
Install
# from GitHub (first run asks for allowBuilds approval — follow the hint, retry)
dsh plugin --profile web add github:zoahdev/dsh-rule-evolve#path:/plugin
Any plugin you install runs third-party code with your own permissions — it can read your files, use your credentials, and reach the network, and tool approvals don’t sandbox it. GitHub-sourced plugins also run build scripts at install time. Only install sources you trust, and pin a commit (github:owner/repo#sha).
README
In-session self-evolution for DeepSeek Harness. Install the plugin, and your agent can learn from failures and install verified rules into the profile — without leaving the conversation.
Install
dsh plugin --profile web add github:zoahdev/dsh-rule-evolve#path:/plugin
Tools
| Tool | What it does |
|---|---|
evolve_learn |
Extracts lessons from a failure log or retrospective and persists them to profiles/<p>/data/dsh-evolve/experience.jsonl |
evolve_apply |
Verifies rules with a user-supplied command, then installs them into profiles/<p>/AGENTS.md (backup created); refuses to install unverified rules |
Example flow the agent can run itself:
evolve_learn(task: "fix plugin install", experience: <error log>, hint: "check allowBuilds")
evolve_apply(profile: "web", verifyCmd: "node <doctor>/lib/bin.js check <repo> --json")
Rules are auditable: each one carries its source, tag, and last verification
status. Same core logic as the CLI (dsh-evolve extract/evolve/audit).
中文
把自我改进循环装进 DSH：agent 在会话里直接从失败日志提取规则，经真实检查 验证后安装进 profile 的 AGENTS.md（自动备份），未验证的规则绝不安装。
dsh plugin --profile web add github:zoahdev/dsh-rule-evolve#path:/plugin
两个工具：evolve_learn（失败→经验）、evolve_apply（验证→安装）。
Links
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