基于本能(Instinct)的学习系统,通过钩子(hooks)观察会话,创建带有置信度评分的原子本能,并将其演化为技能(Skills)、命令(Commands)或智能体(Agents)。v2.1 版本增加了项目作用域(project-scoped)的本能,以防止跨项目污染。
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tessl review fix ./skills/continuous-learning-v2/SKILL.mdThe skill exposes the agent to untrusted, user-generated content from public third-party sources, creating a risk of indirect prompt injection. This includes browsing arbitrary URLs, reading social media posts or forum comments, and analyzing content from unknown websites.
Observer agent reads tool inputs/outputs and errors from locally stored `~/.claude/homunculus/projects/<project-hash>/observations.jsonl` (written by `hooks/observe.sh` from Claude Code hook stdin), so any outsider-injected free text that gets into those hook events will be ingested by the required runtime workflow.
xu-xiang/everything-claude-code-zh
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