Practitioner-judgment skill for Claude Code, Codex, and AI agents under ambiguity, trade-offs, and incomplete information.

The Polanyi stack for AI agents. Convert tacit knowledge, Polanyis paradox, and expert judgment into reusable agents and skills.

Improve AI writing quality by applying Michael Polanyi’s concepts of tacit knowledge for more grounded and experienced practitioner output.

Convert tacit expert knowledge into reusable AI agents, skills, and training workflows to scale reliable performance.

Implement an executable cognitive framework based on Michael Polanyi's theories to refine decision-making, pattern recognition, and knowledge transfer.