#knowledge-compilation News & Analysis

2 articles tagged with #knowledge-compilation. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AIBullisharXiv – CS AI · Jun 97/10

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Anything2Skill: Compiling External Knowledge into Reusable Skills for Agents

Researchers introduce Anything2Skill, a framework that converts external knowledge sources into reusable, executable skills for AI agents. By combining skill extraction with retrieval-augmented generation, the system achieves 98.85% success on command-line tasks and 94.10% on GitHub operations, significantly outperforming RAG-only approaches.

AIBullisharXiv – CS AI · May 117/10

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WiCER: Wiki-memory Compile, Evaluate, Refine Iterative Knowledge Compilation for LLM Wiki Systems

Researchers introduce WiCER, an iterative algorithm that solves the "compilation gap" in LLM Wiki systems—the problem of distilling raw documents into persistent knowledge artifacts without losing critical facts. The method recovers 80% of lost quality and reduces catastrophic failures by 55%, outperforming naive compilation approaches while maintaining sub-second latency advantages over traditional RAG systems.