Independent AI Engineer · Production Generative AI & Agentic Systems
I build AI systems that make it to production — not just to a demo.
Portfolio LinkedIn Google Scholar
I'm an AI Engineer specializing in production-grade Generative AI, RAG, and agentic systems, with peer-reviewed research in medical AI. Over the past 5+ years I've shipped LLM applications, real-time voice agents, enterprise automation pipelines, and multimodal systems - from research prototype to scalable deployment.
- 🔭 Currently: Independent AI Engineer, leading development of GovXprt, a production multi-agent RAG system for a confidential US enterprise client, on Vertex AI
- 💼 Previously: AI Engineer at TalentBridge Oy (Finland, remote), Nov 2025 – Jun 2026 - shipped automated contract generation for client Neste on Vertex AI + Snowflake, plus three production products for TalentBridge itself: SUSAN-GPT, Staffin, and EagleChat
- 🔬 Research: First-author, Q1 journal (2025) - benchmarking pathology foundation models for MSI prediction in colorectal cancer, plus a first-author Wiley book chapter (2024) on skin-disease detection · Google Scholar
- 🎓 MS Computer Science, FAST-NUCES · former Lecturer & AI Trainer
- 🧠 Building: a multi-agent system (agentic orchestration, tool use, evaluation)
- 🌐 Full portfolio & book a meeting: muhammadaamirgulzar.github.io
| Project | What it demonstrates | Stack |
|---|---|---|
| SUSAN-GPT | Voice-enabled RAG career/business assistant for jobseekers in Finland · live in production | RAG · Voice AI |
| Staffin | AI resume-matching + multi-agent interview screening platform · live in production | Multi-agent · Resume matching |
| GovXprt | AI-assisted regulatory compliance platform for environmental health permitting · live in production | RAG · Regulatory Compliance |
| EagleChat | AI tutoring for NCLEX, journalism, medical assistant training, and financial literacy · built on the SUSAN-GPT backend · live in production | RAG · Voice AI · EdTech |
| Contract Automation Pipeline | Enterprise doc automation · 98%+ field accuracy · <5 min/trade | Vertex AI Pipelines · Gemini 2.5 Pro · Snowflake |
| Zoning Map Agent | Deterministic-first agent that recovers delisted docs · bounded LLM escalation | Python · Playwright · Docker |
| colonmsi-fm | Code behind my Q1 pathology-AI publication | CONCH · UNI · PyTorch · OpenSlide |
| Urdu AI Video Creator | Full-stack generative video · voice cloning + lip-sync | Wav2Lip · XTTS v2 · Next.js · FastAPI |
GenAI & Agents LangChain LangGraph CrewAI LlamaIndex RAG Vertex AI Gemini OpenAI Ollama Hugging Face
Voice & Real-Time AI Pipecat WebRTC Twilio Whisper Deepgram ElevenLabs
ML / DL PyTorch TensorFlow Transformers XGBoost scikit-learn
Backend & Data Python FastAPI Node.js Playwright PostgreSQL MongoDB Redis Snowflake Qdrant ChromaDB
Frontend React Next.js TypeScript Tailwind CSS
Cloud & MLOps GCP Kubeflow Cloud Run AWS Azure Docker
Agentic AI & RAG → LangGraph, multi-agent orchestration, agentic RAG, evaluation (Ragas/DeepEval)
Voice & Multimodal → real-time ASR/TTS, WebRTC pipelines, VLMs, generative media
LLM Engineering → fine-tuning (LoRA/QLoRA), quantization, on-device/edge inference
AI Research → computational pathology, spatial transcriptomics, foundation models
Open to senior AI engineering roles, research collaborations, and consulting on GenAI products.