AI Engineer · Production GenAI & Agentic Systems

Muhammad Aamir Gulzar

I build AI systems that make it to production, not just to a demo. Currently an independent AI Engineer, building a production multi-agent RAG system for a confidential US enterprise client on Vertex AI.

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Five years, every wave of AI

I didn't arrive at agentic AI. I built through every stage that led here. Select a stop to see the real work.

Multi-agent orchestration and autonomous systems, in production.

About

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, taking each from research prototype to scalable deployment, not just a working demo.

  • Currently Independent AI Engineer, self-employed, remote
  • Research First-author, Q1 journal (2025): pathology foundation models for MSI prediction in colorectal cancer
  • Education MS Computer Science, FAST-NUCES
  • Teaching Lecturer, FAST-NUCES (since Mar 2024)
  • Building A multi-agent system: agentic orchestration, tool use, evaluation

Experience

  1. Jun 2026-Present

    Independent AI Engineer · Self-employed

    Remote

    Leading independent development of GovXprt (govxprt.ai), a production-scale multi-agent RAG system for a confidential US (California State) enterprise client, using Vertex AI Vector Search, Gemini Embedding 001, Gemini 2.5 Flash, and Kubeflow v2 pipelines on GCP Cloud Run.

  2. Nov 2025-Jun 2026

    AI Engineer · TalentBridge Oy · client: Neste

    Espoo, Finland (Remote)

    Built an automated contract-generation system for Neste on Vertex AI Pipelines and Snowflake (90%+ automated accuracy, 98%+ field accuracy, ~20x scale), and three production products for TalentBridge itself: SUSAN-GPT (voice-enabled RAG career assistant), Staffin (AI resume-matching and interview screening), and EagleChat (AI tutoring, built on the SUSAN-GPT backend).

  3. Jan 2025-Jun 2025

    AI Product Advisor (R&D) · APIMatic

    Remote, New Zealand

    Led an R&D VSCode extension for AI Copilot, optimizing code generation for API integrations.

  4. Aug 2023-Oct 2024

    ML Engineer → ML Consultant · PlanetBeyond

    Islamabad, Pakistan

    Real-time autonomous AI voice caller; multi-format financial RAG QA over SEC filings; on-device LLM optimization via MediaPipe.

  5. Jul 2022-Oct 2025

    Research Assistant → AI Research Scientist / Team Lead · DataInsight Research Lab

    International collaboration

    Benchmarked pathology foundation models for the Q1 publication; led a spatial-transcriptomics study in pancreatic cancer; mentored three cohorts of AI interns.

  6. Aug 2021-Present

    Lab Instructor → Lecturer · FAST-NUCES

    Islamabad, Pakistan

    Core lectures in AI, Machine Learning, and Programming; supervised final-year ML projects; corporate AI training for NPA and NAVTTC.

Featured work

SUSAN-GPT

Voice-enabled, RAG-powered AI assistant delivering career, business, and integration guidance to jobseekers and entrepreneurs in Finland. Live in production.

RAG · Voice AI · Production

Staffin

AI-powered resume-matching and job-discovery platform with a companion multi-agent interview system for automated candidate screening. Live in production.

Multi-agent · Resume matching · Production

GovXprt

AI-assisted regulatory compliance platform for environmental health permitting (food safety, pool compliance), pairing instant AI guidance with a vetted expert network. Live in production.

RAG · Regulatory Compliance · Production

EagleChat

AI tutoring platform for NCLEX nursing exam prep, journalism, medical assistant training, and financial literacy, built on the SUSAN-GPT voice/RAG backend. Live in production.

RAG · Voice AI · EdTech · Production

Contract Automation Pipeline

Enterprise document automation · 98%+ field accuracy · under 5 minutes per trade.

Vertex AI Pipelines · Gemini 2.5 Pro · Snowflake

Zoning Map Agent

Deterministic-first agent that recovers delisted municipal documents, with bounded LLM escalation.

Python · Playwright · Docker

colonmsi-fm

Code behind my first-author Q1 pathology-AI publication.

CONCH · UNI · PyTorch · OpenSlide

Urdu AI Video Creator

Full-stack generative video with voice cloning and lip-sync from a script.

Wav2Lip · XTTS v2 · Next.js · FastAPI

More on GitHub →

Research

Q1 journal · 2025 · First author

Benchmarking pathology foundation models for MSI prediction in colorectal cancer

Evaluating foundation models (CONCH, UNI, and others) for microsatellite instability prediction from whole-slide histopathology images.

View on Google Scholar →

Book chapter · 2024 · First author

Skin Disease Detection and Classification

Automated skin-disease diagnosis combining HOG and FFT feature extraction with classical machine learning models. In Intelligent Data Analytics for Bioinformatics and Biomedical Systems (Wiley, 2024), pp. 67-92.

View on Google Scholar →

Tech I work with

GenAI & Agents

LangChainLangGraphCrewAILlamaIndexRAGVertex AIGeminiOpenAIOllamaHugging Face

Voice & Real-Time AI

PipecatWebRTCTwilioWhisperDeepgramElevenLabs

ML / DL

PyTorchTensorFlowTransformersXGBoostscikit-learn

Backend & Data

PythonFastAPINode.jsPlaywrightPostgreSQLMongoDBRedisSnowflakeQdrantChromaDB

Frontend

ReactNext.jsTypeScriptTailwind CSS

Cloud & MLOps

Google CloudVertex AI PipelinesKubeflowCloud RunAWSAzureDocker

Let's talk

Open to AI engineering engagements, research collaborations, and consulting on GenAI products. Pick a time that works for you, and you'll get a calendar invite with a video-call link straight away. No back-and-forth needed.

Book a meeting

Prefer async? Message me on LinkedIn