§ Blog

Field Notes

Notes from the edge
of production AI.

Opinionated essays on the architectures, patterns, and tradeoffs I encounter building enterprise GenAI in the field.

003

March 10, 2026

7 min

Shipping GenAI that survives production

Most enterprise AI never reaches production. The ones that do share a playbook. Here's what I learned architecting a multi-agent platform at Alfa Laval.

AI Systems GenAI Architecture Production

002

February 22, 2026

6 min

AI agents in QA: past the hype, into the loop

Most 'AI for QA' tooling is bolted on. Here's what it looks like when AI agents are integrated into the development cycle — from test generation to self-healing to PR fixes.

AI-Driven QA Test Automation AI Agents Playwright

001

January 18, 2026

8 min

The RAG patterns I keep reaching for

Not every RAG needs to be hybrid. Not every hybrid needs to be graph. Here's the decision tree I use when designing retrieval for enterprise AI — from vanilla pgvector to knowledge-graph traversal.

RAG AI Systems pgvector Graph-RAG