AI agents become useful when they have clear roles and human approval.
Raw, unsupervised AI prompts produce chaos. A multi-agent system with defined roles, boundaries, review gates, and human approval produces software you can trust.
Role-based AI. Human decisions.
AI agents become useful when they have clear roles, boundaries, review gates, and human approval. Claude builds, Codex reviews, and Vadim approves — so you get speed without AI chaos.
Vadim / Founder
Final decision maker
Owns strategy, priorities, and the final approval gate. Nothing is considered done without human sign-off.
ChatGPT
Founder copilot & prompt strategist
Helps shape ideas, sharpen direction, and structure the prompts that drive the rest of the system.
Google Antigravity
Program manager & knowledge coordinator
Coordinates issues, tracks repository state, and keeps the project's knowledge organized and current.
OpenAI Codex
Architect, reviewer & validator
Defines architecture, audits code quality and type safety, and acts as the technical review gate.
Claude Code
Builder & implementer
Implements components, pages, and fixes against the approved architecture and review feedback.
Build, review, approve.
No code is considered done until it passes through review and human approval. This loop runs at every meaningful checkpoint.
- 01
Claude builds
Claude Code implements components and pages against the approved architecture.
- 02
Codex reviews
Codex audits type safety, performance, and quality, and returns specific feedback.
- 03
Vadim approves
The founder reviews the result and gives the final sign-off before anything advances.
Quality is enforced, not assumed.
The standards every build is held to before it can ship.
Type safety
Strict TypeScript and reviewed types across the codebase.
Code review gates
Claude builds, Codex reviews, Vadim approves before anything is considered done.
Clean, owned code
Readable Next.js and Tailwind you can hand to any engineer later.
No AI free-for-all
Agents operate inside clear roles and boundaries, not unsupervised autonomy.
See the system in action.
Walk through the repeatable pipeline this operating model powers, or start an Idea-to-MVP Sprint of your own.