WikiSkill: Compiling Agent Experience into Persistent Knowledge for Skill Evolution
Agent skills package specialized knowledge and workflows into reusable resources that extend AI agent capabilities. Recent work automatically discovers such skills from agent experience, which enables agents to progressively adapt through interaction. However, the insights that guide skill development typically remain scattered across optimization histories, limiting their systematic reuse across iterations. We introduce WikiSkill, a framework that co-evolves agent skills with a persistent knowledge base (wiki). At a high level, WikiSkill separates raw execution experience, accumulated knowled
Lineage graph
Paper → model → repo connections mined from source citations (Tier-1 exact match).
Why these links exist
Every edge carries a method, confidence, and the source snippet that justified it — so bad links are debuggable.
- FuzzySimilar title/name (fuzzy) · 59%AgentCore-8B →
“Fuzzy title match (0.73): “WikiSkill: Compiling Agent Experience into Persistent Knowle” ≈ “AgentCore-8B””
- FuzzySimilar title/name (fuzzy) · 87%SWE-agent/SWE-agent →
“Fuzzy title match (0.94): “WikiSkill: Compiling Agent Experience into Persistent Knowle” ≈ “SWE-agent/SWE-agent””
- FuzzySimilar title/name (fuzzy) · 87%zhayujie/CowAgent →
“Fuzzy title match (0.94): “WikiSkill: Compiling Agent Experience into Persistent Knowle” ≈ “zhayujie/CowAgent””
- FuzzySimilar title/name (fuzzy) · 59%NousResearch/hermes-agent →
“Fuzzy title match (0.73): “WikiSkill: Compiling Agent Experience into Persistent Knowle” ≈ “NousResearch/hermes-agent””
- FuzzySimilar title/name (fuzzy) · 59%bojieli/ai-agent-book →
“Fuzzy title match (0.73): “WikiSkill: Compiling Agent Experience into Persistent Knowle” ≈ “bojieli/ai-agent-book””
- FuzzySimilar title/name (fuzzy) · 59%virgiliojr94/book-to-skill →
“Fuzzy title match (0.73): “WikiSkill: Compiling Agent Experience into Persistent Knowle” ≈ “virgiliojr94/book-to-skill””
- LinkedLinked via arxiv author · 85%Liyan Tang →
“WikiSkill: Compiling Agent Experience into Persistent Knowledge for Skill Evolution”
- LinkedLinked via arxiv author · 85%Cyrus Rashtchian →
“WikiSkill: Compiling Agent Experience into Persistent Knowledge for Skill Evolution”