I build portable AI skills and applied systems that help people think through hard problems while keeping the decision with the person. Four core skills help you work through a judgment loop. Three complementary skills carry that work into product definition, design, and 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 |
| An app, prototype, or product experience to build | Product development skills |
New to this? Start Here has copy/paste prompts for the four core skills 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.
Install instructions and releases cover The Briefing Room, Ground Truth, The Quorum, and Test Drive.
These skills and applications bring human-led judgment into a specific kind of work.
- AI Project Steward keeps decisions, approvals, and project history clear throughout an AI-assisted build, and checks the result against what was agreed.
- Product Design Director defines the product experience, workflows, interaction design, and visual direction, then critiques the rendered result.
- Production Frontend Engineer implements the interface and checks its behavior, visual fidelity, and technical readiness.
Use any of the three independently, or combine them for a coordinated workflow. Steward also supports apps, automations, integrations, and other technical builds.
Explore the product development skills · Installation instructions
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