Arelix Labs: Full-Stack AI Agency & Engineering Hub
Enterprise full-stack architecture with Prisma ORM, Neon PostgreSQL, and Groq LLM pipelines
1. The Problem
A fast-paced AI software agency required a centralized platform to handle client onboarding, project estimation, role-based dashboards, and automated AI scope generation, replacing scattered third-party tools with an integrated system.
2. Hard Engineering Constraints
- Strict role-based access control (Admin, Client, Engineer) with secure session handling.
- Serverless PostgreSQL connection pooling to survive sudden traffic spikes.
- Automated conversion of unstructured client requirements into structured deliverables.
3. System Architecture Topology
[Client / Admin] ──> [Next.js 15 App Router (Edge / Node)]
│
[NextAuth Session Gateway]
│
┌────────────────┴────────────────┐
▼ ▼
[Prisma ORM Client] [Groq AI SDK Cascade]
│ │
[Neon Serverless DB] [Structured Scope Gen]4. My Key Architectural Contributions
Relational Schema Architecture with Prisma & Neon
Designed comprehensive relational data models with indexed foreign keys, automated schema migrations, and connection pooling to prevent pool exhaustion in serverless environments.
Groq LLM Scope Generation Pipeline
Integrated Groq AI SDK with JSON schema enforcement to parse natural language project descriptions and output precise engineering task breakdowns and timeline estimations.
Secure NextAuth & Role-Based Access Control
Implemented JWT-based authentication with secure cookie storage, CSRF validation, and route-level authorization guards preventing privilege escalation.
5. Measured Engineering Outcomes
Subms
Groq Llama-3 inference routing response time
%
Type-safety across client, API routes, and database layers
0 Leaks
Flawless serverless connection pooling via Neon proxy
6. Retrospective & Senior Engineering Review
Prisma's strict type safety combined with Next.js Server Actions drastically cut down boilerplate and eliminated data-fetching race conditions.
I plan to add real-time WebSocket notifications for live client proposal approvals.
Technology Stack & Tooling
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