Top Rated AI/ML Engineer • LLMs • AI Agents • MCP Architect
I’m Gopalan, a Top Rated AI/ML & Backend Engineer (Top 1% on Upwork) with 8+ years of experience building real-world, production-grade AI systems.
I specialize in:
- LLMs & AI Agents
- Voice AI & Chatbots
- MCP (Model Context Protocol) architectures
- Automation & multi-agent workflows
- Scalable backend systems
I help startups and enterprises turn AI ideas into working products, not demos.
- Build AI Agents & Multi-Agent Systems
- Design MCP-powered secure architectures
- Create Voice Agents & Realtime AI systems
- Develop LLM pipelines & RAG systems
- Automate workflows using AI + tools + MCP
- Deploy production-ready backend services
LLMs & APIs
- OpenAI (GPT-4, GPT-4.1, GPT-o series)
- LLaMA 3, Mistral, Mixtral, Qwen, Gemma
Frameworks
- LangChain, LlamaIndex
- LangGraph, LangServe, LangSmith
- CrewAI, AutoGen
Serving & Deployment
- vLLM, TGI, SGLang
- Modal, AWS SageMaker
Fine-tuning
- LoRA, QLoRA, DPO, RLHF
- AWQ, GPTQ, GGUF
I build enterprise-grade MCP systems:
- Custom MCP servers & tools
- Secure MCP tools for DB, files, CRM, ERP
- Multi-tool orchestration using MCP
- MCP + LangGraph pipelines
- Private API → MCP tool conversion
- Agent routing using MCP
If you want serious, secure, scalable AI agents – MCP is the backbone. That’s my zone.
- LiveKit, Deepgram, Whisper
- Amazon Polly, ElevenLabs
- Realtime voice agents
- Voice-driven workflows
- Selenium, Playwright, BeautifulSoup
- Data extraction & parsing pipelines
- Telegram, WhatsApp, CRM, ERP bots
- Advanced automation with MCP + n8n
- Python, FastAPI, Django, Flask, Node.js
- PostgreSQL, MySQL, MongoDB, Redis
- Pinecone, Chroma, FAISS, Qdrant
- AWS (EC2, S3, Lambda, ECR), Docker, Kubernetes
- Nginx, CI/CD (GitHub, GitLab, Bitbucket)
- React, Next.js, Tailwind CSS
- HTML/CSS
- React Native

