Thoughts from the Fennec team on AI engineering, automation, data infrastructure, and building intelligent software — from people who do this every day.
Parsing complex engineering diagrams with AI sounds simple. It isn't. Here's the full story — the architecture decisions, the failure modes we hit, how we solved the symbol recognition problem, and what the production system actually looks like.
We've deployed both at scale. Here's our honest breakdown — when RAG wins, when fine-tuning is worth it, and the hybrid approach we now default to.
A practical walkthrough of the test automation framework we built for a HCM platform — architecture, patterns, and the CI/CD integration that made the difference.
After building data platforms for 10+ companies, this is the stack we keep coming back to — and why. Opinionated, practical, and battle-tested.
From multi-tenancy and auth patterns to performance at scale and deployment best practices — lessons from shipping 20+ Next.js apps to production.