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AI Backend Development: RAG Systems, LLM

$15/hr Starting at $25

I build and stabilize production-grade AI backends — from RAG pipelines to voice AI systems. My core stack: FastAPI, LangChain, ChromaDB, PostgreSQL, Celery, Redis, and LLM integrations (Claude, GPT-4o, Retell AI).

What I offer:

  • RAG engine development (document ingestion, chunking, vector search, retrieval tuning)
  • LLM-powered backend APIs with FastAPI (async, scalable, production-ready)
  • Multi-agent AI system architecture and orchestration
  • Voice AI automation (Retell AI, LiveKit, real-time conversational agents)
  • Production debugging: dependency conflicts, deployment issues (AWS EC2, DigitalOcean), Celery worker fixes, DB migrations
  • AI system reliability and monitoring (Langfuse, Prometheus, Grafana)

Differentiator: I combine hands-on backend engineering with a business/marketing background (BBA), so I understand both the technical build and the commercial context — useful for client-facing MVPs, demos, and go-to-market-ready AI products, not just isolated code.

Recent work: built and deployed a HR voice automation system (Retell AI + GPT-4o + Kubernetes) for enterprise use, an AI audit platform with multi-agent RAG architecture, and stabilized multiple production AI systems handling real client traffic.

If your AI backend is broken, slow, or stuck in prototype mode, I can get it production-ready.

About

$15/hr Ongoing

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I build and stabilize production-grade AI backends — from RAG pipelines to voice AI systems. My core stack: FastAPI, LangChain, ChromaDB, PostgreSQL, Celery, Redis, and LLM integrations (Claude, GPT-4o, Retell AI).

What I offer:

  • RAG engine development (document ingestion, chunking, vector search, retrieval tuning)
  • LLM-powered backend APIs with FastAPI (async, scalable, production-ready)
  • Multi-agent AI system architecture and orchestration
  • Voice AI automation (Retell AI, LiveKit, real-time conversational agents)
  • Production debugging: dependency conflicts, deployment issues (AWS EC2, DigitalOcean), Celery worker fixes, DB migrations
  • AI system reliability and monitoring (Langfuse, Prometheus, Grafana)

Differentiator: I combine hands-on backend engineering with a business/marketing background (BBA), so I understand both the technical build and the commercial context — useful for client-facing MVPs, demos, and go-to-market-ready AI products, not just isolated code.

Recent work: built and deployed a HR voice automation system (Retell AI + GPT-4o + Kubernetes) for enterprise use, an AI audit platform with multi-agent RAG architecture, and stabilized multiple production AI systems handling real client traffic.

If your AI backend is broken, slow, or stuck in prototype mode, I can get it production-ready.

Skills & Expertise

APIAPI DevelopmentArtificial IntelligenceAutomation EngineeringChatbotsCloud ComputingDatabase DevelopmentDocker SoftwareEmbedded SystemsEngineeringJSONObject-Oriented ProgrammingPythonSoftware DevelopmentSQLWeb Scraping

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