WikiSkill: compile agent experience into reusable skills
Turns scattered optimization history into persistent skill knowledge so agents can reuse what they learned across tasks.
Source: WikiSkill: Compiling Agent Experience into Persistent Knowledge for Skill Evolution
Agent “skills” packages are trending: specialized workflows that extend what a coding agent can do. WikiSkill targets the missing half—insights from skill discovery usually stay trapped in optimization histories and never become systematic reusable knowledge.
The paper’s framing is skill evolution: compile experience into persistent knowledge so later runs do not rediscover the same lessons. That is closer to institutional memory than to a one-off prompt tip.
Why it matters for code review
Review findings are a high-value experience stream. If accepted review comments never become skills, checklists, or agent rules, every PR starts from zero. WikiSkill is useful mental model for turning review outcomes into durable agent capabilities.