Skill UI

Helps product managers diagnose whether AI workflows rely on indiscriminate context stuffing or deliberate context engineering, then apply bounded domains, retrieval, and Research→Plan→Reset→Implement practices to improve reliability and output quality.

Orchestrates autonomous AI research projects with a two-loop structure, bootstrapping experiments, synthesizing findings, and delivering presentations. Runs continuously using Claude Code/OpenClaw heartbeats and routes to domain skills for execution, ideal when starting or managing multi-hypothesis research efforts.