I build portable AI skills and applied systems that help people think through hard problems while keeping the decision with the person. The four core skills form a judgment loop, and AI Project Steward carries the same principles into AI-assisted implementation.
20+ years driving enterprise revenue and GTM strategy at Google, Meta, and Twitter. Heavy AI user long before it was a job requirement. Now building in the open.
Human-led means AI can organize the context and push back on the reasoning, but the person makes the decision.
| If you have... | Use... |
|---|---|
| Messy notes, transcripts, research, or context | The Briefing Room |
| A claim, plan, draft, or idea that needs honest critique | Ground Truth |
| A consequential decision with real trade-offs | The Quorum |
| An idea, claim, or decision that needs a small test before commitment | Test Drive |
New to this? Start Here has copy/paste prompts for each skill and shows how they work as a loop. Full docs, demos, and worked examples: Judgment Infrastructure for Human-Led AI.
The four skills follow a loop: brief the context, critique the thinking, weigh the trade-offs, test before trusting. Each works alone, and each repo includes install instructions for Claude and Codex.
Applied Judgment Systems carry human-led judgment into a particular domain or stage of work. Some are portable skills, while others are complete applications.
AI Project Steward is a portable operating skill for stronger human–AI collaboration across the whole build. Use it independently whenever AI is helping you build an app, prototype, automation, integration, deployment, or other technical workflow. It can also follow the judgment loop, carrying clarified context, tested assumptions, and accepted decisions into implementation with visible choices, realistic guidance, clear approval boundaries, recorded decisions, and verified results. Review the latest release.
Media, Tech & AI Executive Recruiter GPT is a domain-specific application of the same principles for recruiter-style coaching across media, technology, ad-tech, and AI business-side roles.