Georgiy Bukharov

Restructure agent-readable Markdown files with progressive disclosure: short entrypoints, explicit relative sources, and lazy reading for AI agents.

Improve a skill through iterative executor runs, quantitative scoring, targeted fixes, and reruns until stop criteria are met. Inspired by Karpathy's autoresearch.

Socratic dialogue for clarifying a user's own thinking through neutral, one-question-at-a-time exploration. No solutions until intent, motives, assumptions, and constraints are clear. Use for vague requests, abstract ideas, explaining a concept, or reflective clarification. Not intended to structure planning briefs or technical solution planning.