Skillhound allows your AI to access every public skill defined in SKILL.md files. This streamlines the integration and utilization of diverse artificial intelligence capabilities.
The author describes challenges encountered while scaling a system of over 150 reusable AI agent skills, which are structured procedures for autonomous agents. The initial system, relying on markdown files and a shared issue log, began to fail when multiple agents tried to access it concurrently.
This article details an effective routing strategy for building "Oracle-aware" AI assistants, focusing on using db/SKILL.md for precise and progressive discovery of Oracle-specific guidance. It emphasizes "route, don't flood" as an operating model, guiding assistants to load one relevant skill file at a time.
SkillSmith is a novel compiler-runtime framework that optimizes skill execution in LLM-based agent systems. It reduces token usage and redundancy by compiling skill packages into minimal executable interfaces.