A systematic approach to building production-quality software using AI coding assistants. Developed through 2 years of experimentation and refinement.
Human-Led
Define requirements in plain English, create user stories, establish patterns and conventions.
AI-Assisted
Provide contextual prompts, build components following patterns, AI handles implementation.
Human + AI
AI performs code review, human validates business logic, automated testing catches regressions.
Continuous
Rapid cycles of refinement, compound quality through systematic review and improvement.
Start with clear product vision and user stories. AI excels at implementation when requirements are clear.
Establish patterns upfront. AI agents follow established patterns consistently, resulting in coherent code.
The most critical skill. File references, pattern examples, and architecture docs guide AI effectively.
Built-in checkpoints: lint pass, type safety, pattern matching, test coverage, security review.
| Metric | Traditional | SCAINET |
|---|---|---|
| Development time | 12-18 months | 2 months |
| Team size | 6-8 developers | 1 Founder |
| Subscriptions/Tools | $50K-100K/year | <$1K total |
| Technical debt | High (rush to ship) | Low (patterns) |
The codified knowledge base that powers SCAINET's 33x efficiency. Two years of AI development learnings distilled into battle-tested templates, patterns, and workflows.
While the full Chazwazza suite remains proprietary, it represents one of SCAINET's most valuable assets — a continuously evolving system that compounds our development advantage with every product we build.
Pre-configured starter kits for rapid development
Enterprise-grade docs that AI agents understand
Proven processes for AI-assisted development
Built-in checkpoints that ensure production quality
Traditional startups scale headcount. We scale methodology.
The Agent Excellence Framework isn't locked in one person's head. It's documented, codified, and designed to be taught to senior developers and future technical leaders.
Why hire 8 developers when 1-2 senior people with our methodology can achieve the same output? We'll likely only ever need a CTO and a handful of senior developers.
Every product we build improves the framework. Templates get refined. Patterns get documented. The methodology gets stronger, making each subsequent product faster to build.
No expensive dev teams bleeding runway. No bloated headcount. Just senior talent multiplied by AI, guided by a battle-tested methodology. More product, less burn.
Our first product demonstrates exactly what the Agent Excellence Framework can achieve.
137K
Lines of Code
128
Screens
93
Services
60
Days to Build
1
Founder
<$1K
Subscriptions