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digitalinnovator/README.md

Hi, I'm Amar Sohail 👋

AI Engineer & AI Architect — I build AI systems that ship to production

Website LinkedIn Book a call Upwork Email


About me

I'm an AI engineer and AI architect with 12+ years of experience taking AI from idea to production. I've led engineering teams at Giisty and Hyves.co in Dubai, and today I work with startups and enterprises worldwide as a freelance AI engineer and consultant.

My work spans generative and agentic AI, model training on custom datasets, computer vision, NLP and data science, image and video generation pipelines, and the MLOps and GPU infrastructure to run it reliably.

  • 🧠 I design RAG systems, build multi-agent workflows with LangGraph, CrewAI and MCP, and fine-tune models for real business use
  • 📄 Published researcher in PLOS ONE — formal modelling of IoT routing-protocol security with coloured Petri nets
  • 🎓 MS Computer Science on a merit-based full scholarship (COMSATS University)
  • 📍 Based in Dubai, UAE — working remotely with clients across the US, Europe and the Middle East
  • 🟢 Available for new projects — freelance AI engineering, consulting and contract work
12+ 100+ 90+ 100+
Years of experience Projects delivered Happy clients AI models in production

What I do

Generative AI & LLM apps Chatbots, copilots, search and assistants grounded in your own data — production RAG with the right chunking, retrieval and evaluation
Agentic AI & automation AI agents and multi-agent systems that plan, use tools and finish real work — with memory, guardrails and human-in-the-loop review
AI architecture & strategy Architecture reviews, build-vs-buy and model selection, evaluation, cost and latency planning
Model training & fine-tuning Dataset curation, labelling and synthetic data, LoRA/QLoRA fine-tuning of LLMs and diffusion models
Image & video generation Flux and SDXL pipelines, LoRA training for consistent characters, video generation and voice cloning at production scale
Computer vision, NLP & speech Detection, segmentation, OCR, classification, entity extraction, semantic search and speech-to-text
MLOps & GPU infrastructure GPU inference, model serving, CI/CD for models, drift monitoring and cost control on Kubernetes across AWS, Azure and GCP

Tech stack

Generative & agentic AI

OpenAI Claude Gemini LangChain LangGraph LlamaIndex CrewAI AutoGen MCP n8n Pinecone

Model training, vision & media

PyTorch TensorFlow Hugging Face scikit-learn OpenCV ComfyUI Flux SDXL LoRA / QLoRA Whisper

MLOps, cloud & data

Kubernetes Docker Terraform MLflow FastAPI AWS Azure GCP Prometheus Grafana PostgreSQL MongoDB Redis Elasticsearch

Languages

Python TypeScript Go Java Rust SQL

Open source

Project What it is
comfyui-production-workflows 12 production-tested ComfyUI workflows — AI UGC videos, trend copying, character generation, music, voice cloning and more
comfyui-content-factory Autonomous AI content pipeline — consistent characters, pose-controlled scenes and production-ready video assets using ComfyUI, ControlNet, IPAdapter and multi-LoRA
shopify-ai-art-personalization-app Shopify app for AI-personalized products — customers upload a photo, preview AI art and buy. Supports OpenAI GPT Image, Gemini, FLUX and fal.ai
pqc-iot-analyzer Rust CLI that analyzes IoT protocol traffic (CoAP, MQTT, RPL) and assesses post-quantum readiness against NIST FIPS 203/204
ai-robust-iot-ids Adversarial robustness evaluation of ML-based intrusion detection for IoT — FGSM, PGD and C&W attacks with adversarial training and ensemble defenses

Selected client work

  • MakeInfluencer.ai — AI influencer generator: one consistent AI character, photos and videos across 10+ models (Sora, Veo, Kling, Seedance) with lip sync, motion control and a public REST API
  • Magical Children's Book — personalized children's books generated from a photo: a 26-page illustrated book in about 15 minutes
  • JoyPix.ai — AI video platform: image-to-video, text-to-video, lip-sync and talking avatars, image generation and voice cloning
  • HappyHorse — AI video generator turning text prompts or reference images into videos in minutes
  • Dataism — end-to-end AI content platform: FastAPI, Next.js dashboard and 30+ ComfyUI workflows (Flux LoRA training, SDXL, voice cloning, video) generating 100 characters an hour
  • Giisty — knowledge platform running 200+ containerised microservices with AI-assisted knowledge retrieval (Engineering Lead)
  • HYVES — social commerce platform with LLM-powered recommendations and RAG search (Tech Lead)

More on amarsohail.com.

Experience

Period Role Where
2024 – Present Freelance AI Engineer & Consultant Remote · clients worldwide
2022 – 2024 Tech Lead Hyves.co · UAE & France
2020 – 2022 Engineering Lead Giisty · Dubai
2018 – 2020 Backend Engineer Digital Innovation (Pvt) Ltd · Lahore
2016 – 2018 Software Engineer University of Central Punjab · Lahore

Certifications

  • IBM RAG and Agentic AI Professional Certificate — IBM · Coursera (2025)
  • Generative AI with Large Language Models — Coursera (2024)
  • Google Cloud Professional Architect — Google Cloud (2023)
  • AWS Certified Cloud Practitioner — Amazon Web Services (2018)

Writing

All posts on the blog.

Currently exploring

Agentic AI & multi-agent orchestration · Video generation models · Claude Code & MCP · GPU inference optimization


Have a project in mind?
Book a free 30-minute call · amarsohail.com · dr.amar.sohail@gmail.com

Pinned Loading

  1. ai-robust-iot-ids ai-robust-iot-ids Public

    Adversarial robustness evaluation of ML-based intrusion detection for IoT networks. FGSM, PGD, C&W attacks with adversarial training and ensemble defenses.

    Python 4

  2. comfyui-content-factory comfyui-content-factory Public

    Autonomous AI content pipeline — generates consistent characters, pose-controlled scenes, and production-ready video assets at scale using ComfyUI + ControlNet + IPAdapter + Multi-LoRA

    Python 2

  3. comfyui-production-workflows comfyui-production-workflows Public

    12 production-tested ComfyUI workflows — AI UGC videos, trend copying, character generation, music, voice cloning, and more

    14 2

  4. pqc-iot-analyzer pqc-iot-analyzer Public

    Rust CLI tool for analyzing IoT protocol traffic (CoAP, MQTT, RPL) and assessing post-quantum cryptographic readiness against NIST FIPS 203/204

    Rust 4

  5. shopify-ai-art-personalization-app shopify-ai-art-personalization-app Public

    Shopify app for AI personalized products. Customers upload a photo, get AI art previews (custom portraits, pet portraits, photo to painting), pick one and buy. Theme app extension, embedded admin, …

    TypeScript 1