02 · Adopt
Take your team to level 3
AI writes code fast. The hard part is making it correct. I set up the method I build with inside your team and your codebase, and coach your developers until it runs without me.
- 2–5x
- the pace for an existing team, a conservative target
- 2M+
- lines I have shipped with this method since 2024
- 20+
- security and quality audits on one production platform
- 6
- bugs found in the Mastra agent framework, all fixed upstream within two days
Three levels of AI in development
- Level 1
Assistant
AI completes code. The developer does the work; typing gets faster.
- Level 2
Agent on tasks
AI does whole tasks. Fast, but quality depends on who prompts.
- Level 3
Orchestrated
Plan, rules, small verified pieces and automated gates. Humans decide, agents implement.
Every change goes through the same pipeline
- 01
Research
Designed from the existing code before any build.
- 02
Spec
Scope, owned files, rules and acceptance criteria.
- 03
Build
One small, cohesive piece with its tests.
- 04
Verify
Review against the spec; real defects get fixed here.
- 05
Gate
Only green goes through: types, tests, audits.
Plus a running decision log, so nothing depends on one person's or one session's memory.
How I get your team there
- Step 1
Readiness assessment
Your codebase's safety net: types, tests, CI, structure, conventions. What to fix first.
- Step 2
Setup
Rules, pipeline and gates built into your repository, then fine-tuned and proven on a real feature your team chooses.
- Step 3
Coaching
Your developers run it with me, then without me. Skills grow rather than disappear.