Writing

Short notes on building audit-friendly AI in regulated workflows—prompts, provenance, evaluation, and pragmatic delivery.

AI Architecture DevOps Evaluation Governance Insurance LLM
AI Governance Insurance

Audit-first AI: what it means in practice

Most AI demos ignore the question regulators and QA teams actually ask: 'How do I know this is right?' Here's how to build systems that answer it.

January 10, 2025

AI LLM Architecture

Evidence-first extraction: the missing layer in LLM apps

LLMs can extract data from documents. But without evidence linking, you've just built a fancy black box. Here's the layer most teams skip.

January 8, 2025

AI Evaluation DevOps

Benchmarks that drive action: error drivers, not vibes

Accuracy percentages are useless without knowing what's failing and why. Here's how to build benchmarks that actually improve your system.

January 5, 2025