I build judgment infrastructure for human-led AI: tools and workflows that help people turn complex and unstructured context into clearer thinking, better perspective, stronger decisions, and evidence-seeking action.
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 AI means keeping human judgment, accountability, and agency in the lead. AI can help organize context, surface tensions, pressure-test assumptions, and design better next steps, but the person stays responsible for the frame, the trade-offs, and the decision.
Explore the catalog: Judgment Infrastructure for Human-Led AI
Start with the workflow: Guided judgment workflow
See applied systems: Media, Tech & AI Executive Recruiter GPT
The core skill bundle follows a simple loop: brief the context, critique the thinking, deliberate the decision, and test before trusting.
| 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 |
- One scenario across all four skills
- Practical use cases
- Awesome Judgment Infrastructure
- Why judgment infrastructure matters
Run one quick demo:
briefing-room: Turns messy context into a structured brief a human can think with. It separates facts, claims, assumptions, tensions, open questions, and next use.
ground-truth: Calibrated honesty and anti-sycophancy for plans, reviews, and decisions. It challenges the premise before validating the answer.
the-quorum: A five-member expert council that pressure-tests consequential decisions. Each member reasons independently, challenges the others, and a chairman synthesizes a recommendation with a pre-mortem.
test-drive: An evidence-design skill that helps people test an idea, claim, or decision before trusting it. It identifies the evidence type, smallest credible test, needed artifact, connector path, approval gate, and learning loop.
Each repository includes Claude installation instructions and Codex installation instructions.
- Download The Briefing Room
- Download Ground Truth
- Download The Quorum
- Download Test Drive
- Browse the full catalog
Media, Tech & AI Executive Recruiter GPT: A custom GPT for recruiter-style coaching across media, technology, ad-tech, and AI business-side roles. It applies the same judgment-first pattern to job search: sharpen the positioning, pressure-test the materials, add recruiter perspective, prepare for consequential conversations, and evaluate trade-offs before acting.