3-Layer Architecture
How Every Project Is Structured.
Every product we build sits on the same three layers. Each layer has a clear job.
Layer 1
What your users see and interact with. The interface, the features, the workflows you asked for.
Layer 2
Development environment, AI assistance, automated testing, and engineer review. This is where quality is made.
Layer 3
Hosting, databases, monitoring, backups. The foundation everything runs on.
Tools We Use
The Full Stack.
We pick tools that are proven, well-maintained, and have strong support communities — not whatever's trending this month.
Frontend
React
Next.js
TypeScript
Tailwind CSS
Backend
FastAPI (Python)
Node.js
REST APIs
GraphQL
Database
PostgreSQL
MongoDB
Redis
Hosting
Vercel
AWS
DigitalOcean
Railway
AI & Build
Advanced AI models
AI code generation
Automated review
Testing
Unit + integration tests
End-to-end testing
Automated CI/CD
Monitoring
Sentry (error tracking)
Uptime monitoring
Performance tracking
Security
TLS encryption
Secrets management
Least-privilege access
Quality Control
AI Writes. Humans Review. Nothing Ships Without Both.
This is the most important thing to understand about how we build. AI generates code quickly — but every single file gets reviewed by an engineer before it enters the codebase.
AI writes code
Automated tests
Engineer review
Issues fixed
Staging deploy
QA pass
Production
Highlighted steps are human-gated. Nothing moves forward without human sign-off.
~70%
AI-generated initial code
Boilerplate, scaffold, test stubs
100%
Files reviewed by engineers
Every file, every time
2x
Review passes before deploy
Staging then production
0
AI commits allowed without review
Non-negotiable rule
Security Practices
Security Is Not Optional.
These aren't add-ons. They're included in every project, by default.
Encryption
All data encrypted in transit (TLS) and at rest. No exceptions.
Backups
Automated daily backups with point-in-time recovery. Your data is always recoverable.
Access control
Least-privilege architecture. Credentials are never stored in code. Secrets managed securely.
Code ownership
Complete codebase handoff on delivery. You own everything — permanently and completely.
Why These Choices
Not Trend-Chasing. Deliberate Choices.
Next.js for frontend
Runs on Vercel, has excellent performance defaults, and the ecosystem is mature. Your product is easier to hand off to another team if needed.
PostgreSQL for data
Relational databases handle complex data correctly. NoSQL is chosen when the data genuinely fits it — not as a default.
FastAPI for backend logic
Python has the best AI tooling. FastAPI is fast, typed, and well-documented. Your backend is readable by any Python developer.
Vercel / AWS for hosting
Reliable, global CDN, automatic SSL. We pick the platform that fits your scale and budget — not the one we're most comfortable billing.
TypeScript everywhere
Type safety catches bugs before they reach users. AI-generated code is more reliable when it has type constraints to conform to.
AI as assistant, not architect
AI writes the parts of code that are well-defined. Humans make the architectural decisions. The distinction matters.
Specific requirements?
Have specific tech requirements? Let's talk.
If you need a specific framework, language, or infrastructure setup — tell us. We'll assess it honestly.
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