Live · App Store
Melanin Map
Explore Black history, culture, and community in one place: curated stories, Black-owned businesses, landmarks, events, and Big Mama as your guide.
Open melaninmap.app → Chris Watkins Bingo Codes · Healthcare AI & cloud security
Microsoft · Healthcare · Security
Healthcare AI & Cloud Security. I secure the AI layer in Microsoft tenants.
I help healthcare organizations securely adopt Microsoft AI — Copilot, agents, Entra, Purview, Azure, identity, data protection, and incident response. 12+ years in security operations. Now securing the AI layer.
12+ yrs Security ops
Microsoft Cloud + AI
Live Melanin Map
// 01How I help
Outcomes, not decks.
Advisory, implementation, and embedded AI & cloud security — all on Microsoft.
// 02Also shipping
Labs & product proof
Melanin Map is live. Everything else is lab or in design. Kelpie is productized IP that engagements become later.
Beta
Big Mama
A culturally grounded, voice-first agent helping Black communities discover businesses and preserve culture, and helping SMBs actually grow.
Talk to her →Building
Ile
Always-on multiplayer agent workspace. Chief of staff over tools, connectors, and cloud workers, voice first.
Follow the build →In design
Kelpie AI
Healthcare AI Exposure Management for Microsoft.
Join design partners →// 03Research
How I stay sharp
The Board and Living in Color are research, not the product. They show how I think in public.
The Bingo Board
30 models. 8 harnesses. No vibes-only rankings.
Every model and harness that matters for agentic coding — graded across five real dimensions. Facts sync. Grades are mine. 26 of 30 models are graded today.
Open the Board →Also research
AI in Living Color
Weekly roundup of what actually matters in agentic engineering — plus a monthly deep dive for people starting from zero.
Enter Living in Color →// 04Notes
Recent writing
Living in Color August · 03
Living in Color W33: What Is a Harness?
August beginner deep dive: what a coding harness is, why the Bingo Board grades them, and how to pick one without drowning in brand names.
4 min read
August Bingo Board · 01
August 2026 Bingo Board: Mid-Month Pulse
Mid-August Board pulse: Qwen3.8-Max, Muse Spark 1.2 / Muse Code, Grok 4.6, and Gemini 3.7 Flash are on the watchlist ungraded. Routing table did not flip.
6 min read
Living in Color August · 02
Living in Color W32: What Actually Moved
Week of Aug 10: Muse Code as the new harness, SWE-Bench ProMax as the unsaturated refactor yardstick, and Qwen3.8-Max as open-weight Max-class pressure.
4 min read
Work with me
Start with a Blast Radius Assessment.
Healthcare AI on Microsoft — Copilot, agents, Entra, Purview, Azure. From strategy and architecture to implementation, threat readiness, and embedded engineering.
Book an assessment →