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2,259 Profile views |
78 Followers |
164 Total stars |
308 Day streak |
I am a founding AI engineer who builds the first version of things that do not exist yet: AI infrastructure, agent workflows, retrieval systems, validation loops, and production automations. My work turns messy operational processes into reliable pipelines that teams can actually use.
| Multi-agent LangGraph workflows, browser automation, MCP servers, tool orchestration, and guardrail-driven execution. | OCR/VLM extraction, adaptive schemas, duplicate detection, validation loops, and structured exports for large batches. | Hybrid retrieval, LLM integrations, drift monitoring, retraining pipelines, API serving, and production observability. |
Founding AI Engineer at Nobility RCM | Islamabad, Pakistan | March 2025 - Present
Joined as the company's founding AI engineer and started the AI function from scratch: technical direction, architecture, model workflows, automation strategy, evaluation patterns, and production delivery.
- Established the initial AI engineering stack for healthcare operations, including LangGraph agents, RAG pipelines, MCP integrations, Playwright browser automation, and validation-first LLM workflows.
- Built a medical compliance agent that reads clinical notes and extracts ICD-10, CPT, and HCPCS billing codes with a fine-tuned Phi-3 model, a 4-agent LangGraph workflow, and layered anti-hallucination checks.
- Developed LLM-powered browser automation agents with Playwright and Browser Use to navigate billing portals, extract claim data, and auto-fill repetitive workflows.
- Designed retrieval and knowledge workflows with FAISS vectors, BM25 keyword search, and internal system integrations so teams can query billing data in natural language.
- Turned early prototypes into repeatable internal systems by defining prompts, tools, state flows, validation steps, and operational handoff patterns.
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Third Prize
Qwen-Image LoRA Training Competition |
12k+ Images
Curated ad dataset |
40 Categories
Commercial product domains |
7.47 Score
AI for Production track |
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Won Third Prize for a 1.7GB LoRA adapter that transforms standard product photos into commercial-grade ad visuals. The model was trained on 12k+ curated images across 40 advertising categories on a single consumer GPU. What this shows: dataset curation, LoRA fine-tuning, production taste, GPU discipline, and rapid iteration under competition constraints.
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Public recognition and proof
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Multi-step workflows with explicit tools, state, retry paths, and validation layers instead of loose chatbot behavior. |
Systems that connect to real data, real portals, real users, and measurable outcomes. |
From research prototype to usable workflow with clean evaluation loops and practical deployment constraints. |
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Advanced mental-health assistant focused on empathetic conversation, privacy-first architecture, and analytics for wellness workflows. Stack: Transformers, therapeutic NLP, AWS, Redis, PostgreSQL, Docker, Kubernetes 
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Enterprise extraction system for messy scans, adaptive schemas, multi-record pages, cross-page duplicates, and resumable batch processing. Stack: Qwen3-VL, LangGraph, Mem0, OpenCV, FastAPI, Celery
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Full-stack job automation platform for discovery, resume scoring, tailored documents, human review, queues, WebSockets, and browser-based submission. Stack: FastAPI, React, Playwright, Browser Use, Redis, LiteLLM, FAISS
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MCP server that gives LLM assistants structured LinkedIn job tooling for search, tailored resumes, cover letters, and application workflows. Stack: Python, MCP, LinkedIn API, LLMs, FastAPI
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Production ML system that fetches live forex data, engineers 33 features, retrains every 2 hours, serves predictions through FastAPI, and monitors drift on each request. Stack: Airflow, Grafana, Prometheus, MLflow, Docker, DVC, FastAPI
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Production healthcare AI workflow that reads clinical notes, extracts billing codes, and validates outputs through a LangGraph agent architecture with anti-hallucination checks. Stack: Phi-3 fine-tuning, LangGraph, RAG, validation agents, healthcare automation 
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