Ganesh Kumar Mangla
Backend AI Engineer focused on autonomous agents, retrieval systems, and scalable LLM infrastructure.
Engineering AI Systems
Hey,I'mGanesh—aBackendAIEngineerbuildingproduction-readyagenticsystems,RAGpipelines,andscalableLLMinfrastructure.ItransformcomplexAIcapabilitiesintoreliablebackendservicesthatrealusersandteamsdependoneveryday.
AI Focus Areas
The core AI capabilities I design and ship to production — from retrieval pipelines and multi-agent systems to enterprise integration and observability.
RAG & Knowledge Systems
Grounded answers over your own data
Embedding pipelines, hybrid semantic + keyword retrieval, and chunking strategies that surface the right context — not just the closest vector.
Multi-Agent Orchestration
LangGraph orchestrator-worker systems
Stateful agents that route, retry, and compose work — with shared memory, conditional routing, and human-in-the-loop controls.
MCP & Tool Servers
Exposing enterprise data as AI-callable tools
Custom Model Context Protocol servers that wrap ERP, CRM, and internal APIs into governed, discoverable tools for agents.
LLM Backend Infrastructure
Streaming, observability, cost control
High-throughput LLM backends with response streaming, token-level observability via LangSmith, and caching to keep inference costs in check.
Prompt & Output Engineering
Reliable outputs, structured responses
System prompts, structured-output schemas, guardrails, and validation layers — turning unpredictable models into dependable services.
Enterprise AI Integration
AI that fits inside real businesses
Connecting agents to existing identity, security, and data systems — RBAC, audit logging, and tenant isolation for production AI.
Skills & Tools
Hover a logo to see its name - click it to explore
AI Engineering
Agentic systems that reason, retrieve, and act
Backend Systems
APIs and infrastructure built to scale
Cloud & DevOps
Ship fast, monitor reliably
Featured Projects
01 / 05Lobo
Enterprise data agent that unifies ERP retrieval into one conversational interface.
Kris
Multi-agent AI support system for e-commerce, built on an orchestrator-worker architecture.
Fintakes
Financial-news platform with an AI-powered news-retrieval pipeline.
TwalkOn
Subscription platform for a parenting-support community.
3D Talking Avatar
Real-time 3D talking avatar with agentic AI, built end to end.
Keep scrolling to explore each project
Work Experience
01 / 04
Programming.com
Associate AI/ML Engineer
August 2025 - Present · 1 yr
LetsAI
AI/ML Developer
January 2025 - July 2025 · 7 mos
Torit Innovations
Back End Developer
August 2024 - December 2024 · 5 mos
iFIX tech Global
Software Developer
March 2024 - July 2024 · 5 mos
Associate AI/ML Engineer
Programming.com
- Built health-tech and business assistant backends using agentic workflows, RAG, and LLMs.
- Created custom MCP servers and LangChain workflows, cutting test-authoring time by 70%.
- Engineered real-time FastAPI backends and managed Docker-based AWS/Azure CI/CD pipelines.
Associate AI/ML Engineer
Programming.com
- Built health-tech and business assistant backends using agentic workflows, RAG, and LLMs.
- Created custom MCP servers and LangChain workflows, cutting test-authoring time by 70%.
- Engineered real-time FastAPI backends and managed Docker-based AWS/Azure CI/CD pipelines.
AI/ML Developer
LetsAI
- Developed Strapi backend services and REST APIs to power visa petition workflows.
- Built web-search AI agents to gather applicant data and automate petition drafting.
- Implemented multi-role RBAC security and contributed to a dynamic petition editor.
Back End Developer
Torit Innovations
- Created an Express.js backend with Brave-based AI news pipelines and cron crawlers.
- Built Twalkon end-to-end with Stripe payment integration and secure Supabase schemas.
- Orchestrated LLM workflows for an MSL platform to surface scientific research.
Software Developer
iFIX tech Global
- Developed backend complaints & management features using Node.js and Express.js.
- Built authentication and bulk communication services using Twilio, Bcrypt, and Nodemailer.
- Optimized data models and query speeds across MySQL and MongoDB databases.
Proof, not promises
Production AI Systems Shipped
Enterprise AI Projects Deployed
Years in Backend AI Engineering
Avg. Reduction in Manual Work via AI
Production AI First
Architecting reliable AI systems with scalable backends, observability, and evaluation pipelines — not just demos.
Agents Beyond Chatbots
Building orchestrated multi-agent systems, MCP servers, and RAG pipelines that integrate with real enterprise data and workflows.
Engineering at Scale
Designing secure, cloud-native AI infrastructure with clean API contracts, streaming, and performance-first architecture.
Get in Touch
Let's build something great together. Feel free to reach out via the contact form, email, or WhatsApp.
Ganesh Kumar Mangla
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