Hamid Ali Khan

Hamid Ali Khan

Principal AI Engineer & Team Lead specializing in Agentic AI and Production ML Engineering

Based in: Lahore, PakistanCurrently: Principal AI Engineer / Team Lead, GICOH Software Company, Gourmet FoodsExperience: 6 years

Hire me

Principal AI Engineer with over 6 years of experience leading cross-functional teams to deliver enterprise-grade machine learning, computer vision, and generative AI solutions. He has a proven track record of architecting scalable AI agents and production-ready platforms, including a facial-recognition system supporting over 10,000 users.

Experience

Principal AI Engineer / Team Lead

GICOH Software Company, Gourmet FoodsLahore, Pakistanwork2026 – Present

Summary

Lead the design, development, and production deployment of AI products across supply chain, finance, HR, sales, and operational business functions.

What I did

  • Delivered a facial-recognition attendance platform with liveness detection for 10,000+ users, integrating computer-vision models into an enterprise workflow.
  • Spearheaded G AI Cockpit, an enterprise platform that connects business systems with intelligent agents for automation, analysis, and decision support.
  • Built supply-chain and finance agents using LangChain and LangGraph that generate database queries, retrieve governed data, maintain context, support drill-down analysis, and identify root causes behind OTIF and performance gaps.
  • Architect scalable AI services and translate business requirements into technical roadmaps, system designs, delivery plans, and measurable outcomes for a six-person team.
  • Standardized delivery through FastAPI services, Docker containers, Git-based CI/CD workflows, versioned releases, and production monitoring practices.
  • Enforced strict schema-adhering generation at the token level to prevent downstream parsing failures when agents interact with APIs or databases.
  • Utilized llama.cpp and its python bindings for custom quantization and high performance local deployments on GPU servers.

Results

  • Converted 120B and 200B parameter models from FP16 to GGUF Q4_K_M format to fit GPU server constraints and ensure high throughput for automated query generation.
LangChainLangGraphFastAPIDockerGitCI/CDComputer VisionPydanticOutlinesJSONllama.cppGGUFOllamaLM StudioQuantization

Senior AI Engineer / Team Lead

GICOH Software Company, Gourmet FoodsLahore, PakistanworkOct 2024 – 2026

Summary

Led three major Generative AI initiatives and a team of six engineers, converting Order-to-Cash and Procure-to-Pay processes into agent workflows.

What I did

  • Designed a Data Extractor Agent using local LLMs and LangGraph to provide a natural-language AI layer over ERP and database systems.
  • Developed Call Planning and Dependency Agents for route-aware outlet visits and SKU-level sales, production, procurement, stock, and pendency analysis.
  • Evaluated and optimized Llama, Qwen, and DeepSeek models using structured prompting and efficient 3B/7B deployment patterns.
  • Delivered POCs for mobile face-liveness detection and an Urdu RAG chatbot grounded in company knowledge bases.
  • Designed and developed AI agents to operate business flows including Order-to-Cash (O2C), Procure-to-Pay (P2P), and supply chain for better decision making.
  • Implemented root cause analysis within AI agents to specify reasons for order delays or shipment issues.
  • Developed drill-down questioning capabilities to identify why processes are delayed or why orders are not received by distributors.
Generative AILLMsLangGraphERPLlamaQwenDeepSeekRAG

Senior AI Engineer

Innofai Pvt. Ltd.RemoteworkSep 2023 – Oct 2024

Summary

Led a three-person AI team delivering ML, NLP, time-series, speech, and Generative AI solutions for multiple clients.

What I did

  • Built LLM applications and agents with GPT-4, Llama, Mistral, CrewAI, AutoGen, Ollama, and LM Studio, including retrieval-augmented workflows.
  • Implemented transformer-based speaker similarity and Arabic audio comparison systems, plus BERT, XLM-R, and XLNet solutions for entity identification and student-performance prediction.
  • Developed order forecasting solutions with PyTorch, TensorFlow, and Keras; performed data engineering, transformation, analysis, and visualization with pandas and NumPy.
GPT-4LlamaMistralCrewAIAutoGenOllamaLM StudioBERTXLM-RXLNetPyTorchTensorFlowKeraspandasNumPy

Skills

Technical

PythonPython
pandas
scikit-learn
TensorFlowTensorFlow
Keras
FastAPIFastAPI
OpenCVOpenCV
LangChain
LangGraph
NumPy
SQLSQL
GitGit
DockerDocker
REST APIs
PyTorchPyTorch
CrewAI
AutoGen
MySQLMySQL
Hugging Face
SciPy
AWS SageMaker
Edge AI
Structured Decoding
llama.cppllama.cpp
GGUF
Ollama
LM Studio
Quantization

Areas of expertise

Team Leadership
Architecture Reviews

Languages

Pashto
English

Projects

Data Extractor

personal
A tool for query generation that utilized a GLM 5 approximately 200B model.
LM StudioGLM 5

Enterprise OTIF AI Agent

Lead Developerprofessional
Natural-language-to-SQL agent for supply-chain analysis with contextual drill-down, business-rule execution, root-cause analysis, and database-grounded responses.
LangChainSQLPythonOllamaQwen 2.5 - 32Bgpt-oss 120B

Weekly Demand Forecasting

Lead Developerprofessional
Product-level production-planning pipeline using LightGBM, N-HiTS, and LSTM; chronological validation, lag/rolling features, WAPE/MAE/bias evaluation, and monitoring.
LightGBMN-HiTSLSTMPython

Voice Intelligence

Lead Developerprofessional
Multilingual speech transcription and keyword-detection API for CRM workflows, supporting English, Urdu, and regional-language use cases.
Speech-to-TextAPIPython

Computer Vision

Lead Developerprofessional
Face recognition and liveness detection, object detection, image classification, and mobile/edge inference deployments.
OpenCVTensorFlowKeras

Education

Bachelor of Science in Computer Science

UET Peshawar, PakistanComputer ScienceGPA 3.64Sep 2015 – Jul 2019
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Hamid's twin is AI, it can make mistakes.

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