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Overview

Mainix is an AI automation studio building production-grade agentic systems and LLM-powered platforms for businesses. We help mid-market and enterprise customers turn complex internal workflows into reliable software using modern AI patterns, agent orchestration with LangGraph, retrieval-augmented generation over private knowledge bases, and tool-using agents deployed on AWS.

As a lead engineer, I work across the full lifecycle: scoping problems with customers, designing the architecture, implementing the backend and AI layers, and standing up the practices that keep production AI predictable, prompt versioning, evaluations, observability, and cost tracking.

What I did

Architected and built agentic AI systems on LangGraph with RAG pipelines, vector retrieval, and tool-using agents.
Implemented Python backends and FastAPI services connecting LLMs (OpenAI, AWS Bedrock), pgvector, and event-driven workflows on AWS.
Owned end-to-end delivery: customer scoping, architecture, implementation, deployment, and on-call style operation.

Technologies

Python
LangGraph
LangChain
RAG
LLM
AWS
AWS Bedrock
OpenAI
PostgreSQL
pgvector
FastAPI
TypeScript

Projects

NDAConfidential
AI Automation Platform
Agentic AI automation platform for enterprise workflows, built on LangGraph orchestration with retrieval-augmented generation, tool-using agents, and AWS-hosted inference, vector search, and event pipelines.