01/Full-Stack Engineer & System Architect·SHIPPED
MiniCode
Competitive programming, rebuilt for real engineers.
Competitive programming, rebuilt for real engineers.
Next.js 15FastAPIPostgreSQLRedisGoogle GeminiDockerGitHub REST APITailwind CSS
SYSTEM TOPOLOGY & EXECUTION PIPELINE6 ARCHITECTURAL NODES
Next.js UI
React 19 / Modern HUDFastAPI Engine
Async REST API & WebhooksPostgreSQL
Auth, XP, MilestonesRedis & Celery
Event Queue & Rate LimiterDocker Sandbox
Isolated Code ExecutionGemini Evaluator
Semantic Code FeedbackEXECUTION FLOW
01 →Student pushes commit to private challenge repository
02 →GitHub Webhook triggers FastAPI ingestion endpoint with commit SHA
03 →FastAPI dispatches evaluation task to Celery / Redis queue
04 →Docker container spins up in a hardened sandbox to execute unit test suite
05 →Gemini 2.5 Flash reviews AST, algorithmic complexity, and idiomatic style
06 →Consolidated test telemetry and AI mentorship feedback push live to Next.js frontend