The AI technical debt nobody put on the roadmap.
Six months after the first AI feature ships, the debt shows up as prompt sprawl, untyped tools, no eval baseline, and nobody able to say what changed. How we pay it down.
Field notes
Production AI patterns we ship every week. Stuck pilots, MCP hardening, eval suites, agent orchestration, cost control. Written by Alex Cinovoj, Founder and CTO of TechTide AI. No vendor pitches, no recycled blog posts.
5 of 22 field notes · 2026 archive