01
Plan
Problem
Architecture
Design
AI-FIRST ENGINEERING
AI in every phase. Engineers in control.
From the first problem statement to production monitoring, an AI layer runs alongside every stage of our lifecycle.
02
Build
Development
AI Code Review
03
Verify
Testing
Playwright E2E
Security Scan
04
Ship
CI/CD
Deployment
05
Run
Monitoring
Continuous Improvement
AI CODE REVIEW - TEST GENERATION - SECURITY SCANNING - RELEASE NOTES ON EVERY PULL REQUEST
AI TRANSPARENCY
What AI-first actually means.
Not a buzzword. A concrete replacement of manual steps with AI-augmented ones with engineers reviewing every output.
TRADITIONALMN ENGINEERING
Manual planning->AI-assisted planning
Manual code review->AI + human review
Hand-written tests->AI-generated tests
Manual documentation->AI-generated documentation
Manual deployment->Automated CI/CD
HOW WE BUILD
The engineering process.
Discovery
Domain Modeling
Architecture
Development
AI Review
Testing
CI/CD
Deployment
Monitoring
Improvement
ENGINEERING STANDARDS
Practices CTOs can audit.
01
Clean Architecture
Boundaries and dependencies that survive years of change.
02
Domain-Driven Design
The code speaks the language of the business.
03
Test Automation
Unit, integration, and E2E generated and maintained with AI.
04
CI/CD
Every merge is built, tested, and deployable.
05
Security First
Scanning, secrets hygiene, and least privilege by default.
06
Cloud Native
Containerized, observable, built to scale horizontally.
07
AI-Assisted Engineering
An AI layer on planning, review, testing, and docs.
TECHNOLOGY
An AI ecosystem, not a logo wall.
Every layer of the stack is wired into the AI layer from planning to production.
AI LAYER
ClaudeOpenAICursorGitHub Copilot
Plans, reviews, tests, and documents alongside every engineer.
APPLICATION
AngularReactNext.jsSpring BootNode.js
Production frameworks for enterprise front and back ends.
DATA
PostgreSQLMongoDB
Relational and document stores, modeled with AI-assisted review.
DELIVERY
DockerAWSGitHub ActionsPlaywright
Containerized, tested, and deployed on every merge.
LIVE FROM THE ENGINEERING FLOOR
Engineering in public.
ACTIVITY FEEDLIVE
2mDEPLOYsponsorone v2.4.1 to production
18mAI REVIEWPR #482 with 14 suggestions
41mMERGEcommunity contribution merged
1hTESTS1,284 Playwright tests passed
3hSECURITYDependency scan clean
5hSPRINTSprint 14, 78 percent complete
COMMUNITY DASHBOARD
38
ACTIVE ENGINEERS
04
CURRENT COHORT
9
MENTORS
27
OPEN ISSUES
142
PRS MERGED - 30D
12
ACHIEVEMENTS
LIVE METRICS
PLACEHOLDER VALUES24
PROJECTS DELIVERED
1,900+
PRODUCTION DEPLOYMENTS
5,200+
PULL REQUESTS
4,800+
AI CODE REVIEWS
60+
COMMUNITY ENGINEERS
12
COUNTRIES SERVED
9,500+
HOURS SAVED WITH AI
98%
CUSTOMER SATISFACTION