AI Assisted Methodology
Disciplined AI-assisted development for engineering teams. Transform how your team builds software with AI — not by replacing engineers, but by making them dramatically more effective.
AI Tools Without Discipline Create Chaos
Most teams adopt AI coding tools without methodology. The result: inconsistent code, lost context between sessions, and technical debt that compounds faster than ever.
Context Loss
Every AI session starts from zero. No memory of what was built yesterday, what was tried and failed, or why decisions were made.
No Quality Standards
AI generates code that works today but creates maintenance nightmares. No enforcement of team standards, naming conventions, or security rules.
Tribal Knowledge
Critical knowledge lives in developers' heads. When they leave, the AI can't reconstruct what they knew.
Four Pillars of Disciplined AI Development
1. Persistent Context
AI sessions read structured documentation — CLAUDE.md files, process docs, and knowledge bases — so every session starts with full project understanding. No more re-explaining your architecture.
2. Mode Separation
Plan before you build. Disciplined separation between research, planning, and implementation modes prevents the AI from writing code without understanding requirements.
3. Process Documentation
Eight document types replace tribal knowledge: BIBLE, KNOWLEDGE, HOW-TO, PROCESS, AUDIT, PLAN, TRACKER, and HANDOVER. Every piece of knowledge has a clear home.
4. Lessons Learned
Bugs and incidents become permanent knowledge. AUDIT docs capture root causes, KNOWLEDGE docs capture hard-won discoveries. The AI gets smarter with every session.
The Complete Framework
Beyond Vibe Coding: The Anti-Vibe Methodology
A comprehensive visual guide to the methodology — from the Four Pillars of Discipline to the Seven-Agent Development Team.
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Seven AI Agents, One Disciplined Team
The methodology defines seven specialized AI agents that operate with different contexts, tools, and priorities.
Orchestrator
Task routing & coordination
Backend
Lambda, API, security
Database
DynamoDB, multi-tenant
Frontend
React, Tailwind, UI
DevOps
Deployments, CI/CD
Documentation
Process docs, knowledge
Testing
Validation, security
Priority
Security > Data > Docs > Perf > Features
From Keynote to Enterprise Bootcamp
Conference Keynote
45-60 minutesHigh-energy introduction to the methodology. Perfect for tech conferences, leadership summits, and all-hands meetings.
Audience: CTOs, engineering leads, decision makers
Half-Day Workshop
4 hoursHands-on introduction covering the Four Pillars and Seven Rules. Participants build a real project structure.
Audience: Development teams exploring AI tools
Full-Day Intensive
8 hoursComplete methodology deep-dive with live build exercise. Teams leave with a configured Claude Code environment and starter kit.
Audience: Teams actively using AI tools
2-Day Enterprise Bootcamp
16 hoursFull methodology plus custom agent configuration, team workflows, and integration with existing processes. Includes ongoing support.
Audience: Enterprise engineering organizations
Built for Teams That Take Engineering Seriously
Transform your team's AI development workflow
Whether it's a keynote at your next conference or a 2-day bootcamp for your engineering team, we'll design the right program.