Kamish Upadhyay
Senior GenAI / AI Architect · 8+ years
I design and ship production LLM and agentic AI systems — retrieval-augmented generation, fine-tuning (SFT/PEFT/LoRA/QLoRA), multi-turn dialogue and voice agents, and MCP-based tool orchestration — for enterprise and financial-services clients, end to end from architecture through deployment and monitoring.
Selected work
Led GigaOCR — a multimodal document extraction system (Hugging Face Transformers, olmOCR, vLLM, Qwen3-VL) for scanned documents, invoices, and handwritten forms.
Built a multimodal AI compliance platform analyzing chemical product regulations across 50+ countries (CLIP, FAISS, Neo4j, GPT-4) — ~70x faster compliance processing.
Designed an AI-driven onboarding & KYC verification system on AWS combining OCR and LLM-based risk profiling.
Books
Three technical books, free to read — architecture guides on agentic AI platforms, quantum computing for AI engineers, and AI leadership.
Latest from the blog
Why I'm Writing About Agentic AI, RAG, and MCP
Starting this blog to document the architecture decisions, failure modes, and lessons behind the enterprise GenAI systems I build.