selective consulting

Bring me the product problem that is resisting polite conversation.

MidnightDev takes a small number of engagements where product judgment, AI behavior, and production engineering have to be solved together. Scope and pricing follow the evidence—not a theatrical menu of agency packages.

AI product architecture

Turn a model capability into an actual product loop with explicit authority boundaries, human review, analytics, and cost controls.

Model-behavior systems

Design persistent characters, structured outputs, evaluation loops, fallbacks, and regression checks that survive model drift.

Product rescue and diligence

Audit an AI-built product, forecast, or codebase for false assumptions, security gaps, brittle state, and unsupported claims.

Full-stack product builds

Focused web and mobile products using React, Next.js, TypeScript, Supabase, Vercel, and Capacitor.

start with the truth

Tell me what must work, what already exists, and what has failed.

I'll tell you plainly whether I can help, what I would test first, and whether the idea deserves more capital.

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