Insights

Field notes from the forge.

Practical writing on building and governing production AI — drawn from the work, not the hype. No fluff, no thought-leadership theater.

Mapping SOC 2 Controls Into AI Pipelines

How to translate SOC 2 trust criteria into concrete controls for LLM and ML systems — without grinding delivery to a halt.

Where your data lives — and where your model quietly sends it — is a board-level question. A pragmatic approach to residency for AI workloads.

The demo works. Then real users arrive. Here is what separates a defensible AI product from a prompt with a logo.

Trust is a design problem as much as a model problem. Patterns for interfaces that make AI legible, correctable, and safe.