Hands-On Enablement & Coaching

Build clean.
Deliver fast.
Govern your AI code.

Your developers are already using AI. The critical challenge is no longer speed, but discipline. I help engineering organizations design robust agentic workflows, train developers in AI-assisted craftsmanship, and prevent structural codebase decay.

Is your harness letting
invisible damage through?
The 5-point discipline checklist
Each bug fixed has a red test that reproduces it first.
Green CI proves business consequence, not the commit message.
Every manual verification found becomes an automated sensor.
Line-by-line review follows the pace of the AI agent (spoiler: it doesn't).
Database migrations are repeatable and reversible.

Technical Enablement Blueprint

01 / TRAINING

Developer Coaching

Train your senior developers and fractional CTOs to master prompt architectures, handle context limits, and use fast local feedback loops.

02 / WORKFLOWS

Continuous Quality Gates

Protect your codebase design from AI-generated drift. Integrate custom checkers, automated contract assertions, and test-first rulesets.

03 / DELIVERY

Small-Batch Discipline

Divide pull requests into tiny vertical slices. Accelerate delivery and review speeds through immediate production integration.

Moving from Illusion to Reality

When coding speed spikes, code reviews and quality gates must change format. I help organizations move away from slow manual checks and build high-confidence automated environments.

Let's Discuss Your Context
The Safe & Sustainable Reality
✔ Working in tiny vertical slices (<200 LOC per PR).
✔ Reproducing bugs using a red test before applying any fix.
✔ Treating codebase design as a strict, versioned design material.
✔ Relying on continuous production sensors rather than staging environments.