Production AI work from the team — what we built, what failed, what we'd do differently.
Real systems delivered for real clients — the constraints we worked under, the engineering choices we made, and what shipped.
2,000-item checklists across 30+ PDFs — automated with a validation gate, not model self-confidence.
