AI Engineer @ Neste · Production Generative AI & Agentic Systems
I build AI systems that make it to production — not just to a demo.
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 3+ years I've shipped LLM applications, real-time voice agents, enterprise automation pipelines, and multimodal systems - from research prototype to scalable deployment.
- 🔭 Currently: Senior AI Engineer at Neste (Finland, remote) - architecting enterprise voice agents & automated contract generation on Vertex AI + Snowflake
- 🔬 Research: First-author, Q1 journal (2025) - benchmarking pathology foundation models for MSI prediction in colorectal cancer · Google Scholar
- 🎓 MS Computer Science, FAST-NUCES · former Lecturer & AI Trainer
- 🧠 Building: a multi-agent system (agentic orchestration, tool use, evaluation)
- 📫 Reach me:amirgulzar328@gmail.com
| Project | What it demonstrates | Stack |
|---|---|---|
| Voice AI Microservice | Real-time multi-tenant voice platform · 1,000+ concurrent sessions · sub-500ms latency | Pipecat · WebRTC · AssemblyAI · FastAPI |
| 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
ML / DL
Backend & Data
Cloud & MLOps
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.