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Ideas, playbooks & engineering notes

Lessons from building AI-native software in production.

AI Engineering

Building production-grade AI agents in 2026

What we've learned shipping AI agents that handle real revenue — from tool design to evals.

2026-06-128 min
AI Engineering

RAG vs fine-tuning: a practical decision framework

When to retrieve, when to fine-tune, and when to do neither. A field guide.

2026-05-286 min
Product

How we ship investor-ready MVPs in six weeks

The exact discovery, scoping and delivery playbook we use with seed-stage founders.

2026-05-145 min
Engineering

Scaling Postgres to 100M rows without breaking a sweat

Practical patterns: partitioning, indexes that actually help, and pgvector at scale.

2026-04-309 min
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