James Williams

James
Williams

15 years experience. Currently a Lead Product Architect with a design background. I design and build systems. The experience, structures, constraints, and tooling that make good judgment repeatable and trustworthy within AI systems.

15 years experience. Currently a Lead Product Architect with a design background. I design and build systems. The experience, structures, constraints, and tooling that make good judgment repeatable and trustworthy within AI systems.

2026

2026

Harness Specs

Harness Specs

Harness Specs

How do we make harnesses for phases of our process AI model agnostic and how do those harnesses connect and feed one another.

2026

2026

AI Agents & Tools: VERA & Stacks

AI Agents & Tools: VERA & Stacks

AI Agents & Tools: VERA & Stacks

Discovery deliverables generated from a structured evidence log, with confidence carried into every sentence so a roadmap never claims more than the research behind it. Stacks is the companion surface where that evidence lives.

2026

2026

Org Wide Capability Model

Org Wide Capability Model

Org Wide Capability Model

Domains, capabilities, levels, roles and seats collapsed into a single list, with the capability as the atomic unit. Clients buy capabilities and the firm fulfils them with people in seats. Published as a documentation site and exposed to agents over MCP.

2026

2026

Live Org Relationship Map

Live Org Relationship Map

Live Org Relationship Map

How does an AI-native SDLC operate today with shared context amongst projects. How do we create golden data sets, and make seemingly large efforts repeatable and consistent.

2025

2025

API Integration Hub

API Integration Hub

API Integration Hub

Designing shared understanding across a complex integration ecosystem

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Thank you for visiting my site. I created it for you.

Thank you for visiting my site. I created it for you.