Product and technology leader with 25+ years of experience building software products, scaling organizations, and leading digital transformation initiatives across SaaS, GovTech, iGaming, Media, Customer Engagement, and Enterprise Software. Track record of helping startups, software companies, and public-sector organizations transform business ideas into successful software products through product strategy, customer discovery, roadmap planning, organizational development, and Agile delivery. Combines expertise in Product Management, Project Management, Business Analysis, Operations Management, and Entrepreneurship. 🏠︎ 𝗣𝗥𝗢𝗗𝗨𝗖𝗧 𝗠𝗔𝗡𝗔𝗚𝗘𝗥: 𝗙𝗿𝗮𝗰𝘁𝗶𝗼𝗻𝗮𝗹 𝗣𝗿𝗼𝗱𝘂𝗰𝘁 𝗠𝗮𝗻𝗮𝗴𝗲𝗿 | 𝗥𝗼𝗮𝗱𝗺𝗮𝗽𝘀, 𝗠𝗩𝗣𝘀 & 𝗕𝗮𝗰𝗸𝗹𝗼𝗴𝘀 I work with startups as a fractional Product Manager to turn ideas into an executable product plan - roadmap → PRD/specs → backlog → releases - while keeping stakeholders aligned and engineering unblocked. I bring a rare blend: product leadership, deep delivery execution, and technical background. Over the past years, I've: - Planned/revised roadmaps for 25+ software products - Created 50+ functional specifications (UML use cases, detailed requirements, user stories) - Implemented 50+ backlogs in tools like Jira / Azure DevOps / TFS / Trello, and managed releases with distributed teams - Fractional PM retainer (5–15 hrs/week): discovery, prioritization, roadmap, stakeholder alignment - MVP definition release plan - Product execution support: backlog grooming, sprint goal alignment, demo discipline, slow delivery, I'll help you define the smallest set of features that creates value - and make sure it ships. 🏠︎ 𝗜𝗧 𝗣𝗥𝗢𝗝𝗘𝗖𝗧 𝗠𝗔𝗡𝗔𝗚𝗘𝗥: 𝗣𝗿𝗼𝗷𝗲𝗰𝘁 𝗥𝗲𝘀𝗰𝘂𝗲 & 𝗗𝗲𝗹𝗶𝘃𝗲𝗿𝘆 𝗟𝗲𝗮𝗱 | 𝗧𝗲𝗰𝗵𝗻𝗶𝗰𝗮𝗹 𝗣𝗠 𝗳𝗼𝗿 𝗦𝗼𝗳𝘁𝘄𝗮𝗿𝗲 𝗧𝗲𝗮𝗺𝘀 What I do - Fractional delivery Leader: sprint leadership, execution rhythm, release planning, team coordination, stakeholder updates, metrics, continuous imtimeline reset, governance and reporting, "get to a shippable plan." - Execution Systems: Jira/Azure DevOps setup & cleanup, workflows, dashboards, sprint templates, Definition of Ready/Done, RAID logs. Why clients hire me - Strong technical fluency (I can speak dev/architect and business) - great for startups without a strong CTO layer. - I take full ownership: budget/time/resources/quality, not just "running meetings". - Proven impact examples: built Jira/Confluence, Azure DevOps/SharePoint corporate tooling; improved efficiency by ~25%; delivered a sports betting solution that increased customer revenue. Tools I'm comfortable with: Jira, Confluence, Azure DevOps, SharePoint, Trello, Notion, ClickUp, MS Teams, Slack. 🏠︎ 𝗜𝗧 𝗕𝗨𝗦𝗜𝗡𝗘𝗦𝗦 𝗔𝗡𝗔𝗟𝗬𝗦𝗧: 𝗕𝘂𝘀𝗶𝗻𝗲𝘀𝘀 𝗔𝗻𝗮𝗹𝘆𝘀𝘁 + 𝗦𝘆𝘀𝘁𝗲𝗺 𝗗𝗲𝘀𝗶𝗴𝗻 | 𝗣𝗥𝗗𝘀, 𝗦𝗽𝗲𝗰𝘀, 𝗨𝗠𝗟/𝗕𝗣𝗠𝗡 When software projects fail, it's usually not because of code - it's because of unclear requirements and missing alignment. I help startups and teams turn messy ideas into buildable specifications. I'm a Business Analyst (Requirements Specialist) with 21+ years in the software industry, focused on translating business needs into actionable, bite-sized specs for stakeholders, developers, and testers. What I deliver: - PRDs / functional specs - User stories + acceptance criteria (Definition of Ready) - Process models (BPMN), use cases (UML), workflow diagrams - System design docs (high-level architecture, integrations, data flows) - Backlog shaping for Jiras and translating needs into specifications, and I've sketched processes/workflows (and even UIs) for 20+ apps. - Business domains and Industries: Software development, Business Registry, Public Registry, eGaming (Sportsbook), Music Industry, Digital Content Creation, ERP, and other business apps. If you want your team to move faster, reduce rework, and stop "building the wrong thing," this profile is for you. 🏠︎ 𝗧𝗘𝗖𝗛𝗡𝗜𝗖𝗔𝗟 𝗕𝗔𝗖𝗞𝗚𝗥𝗢𝗨𝗡𝗗 I've been a developer for the first half of my career, using mainly the .NET Framework, ASP.NET, C#, and MS SQL (T-SQL). Lately, I have been using Google AI Studio for some simple landing pages. It helps me understand software development culture. 🏠︎ 𝗪𝗥𝗜𝗧𝗘𝗥 I write articles for ITuziast, Music Nonstop Today, and VBU Consulting, handling on-page SEO and creating a structure suitable for use as a source by popular LLMs. 𝗧𝗶𝗺𝗲 𝘇𝗼𝗻𝗲: Europe business hours preferred; periodic sync outside EU hours is ok.

🥇 𝗧𝗼𝗽 𝗥𝗮𝘁𝗲𝗱 𝗣𝗹𝘂𝘀 | ⏳ 𝟭𝟬+ 𝗬𝗲𝗮𝗿𝘀 | ⭐ 𝟱.𝟬 𝗦𝘁𝗮𝗿𝘀 | ✅ 𝟭𝟬𝟬% 𝗝𝗼𝗯 𝗦𝘂𝗰𝗰𝗲𝘀𝘀 | 🤖 𝗔𝗴𝗲𝗻𝘁𝗶𝗰 𝗔𝗜 | ☁️ 𝗖𝗹𝗼𝘂𝗱-𝗡𝗮𝘁𝗶𝘃𝗲 | 🏗️ 𝗦𝗼𝗳𝘁𝘄𝗮𝗿𝗲 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁 I am a software architect and Full Stack Engineer with 10+ years of experience. I build backend systems, web apps, cloud infrastructure, and AI-powered products that actually work in production. Right now, I am mostly focused on agentic AI designing multi-agent systems where AI can take real actions, recover from failures, wait for human approval, and leave a proper audit trail. What I work with: Languages: C#, Python, JavaScript/TypeScript, SQL Frontend: React, Next.js, full MERN stack Backend: .NET Core, FastAPI, Django, Node.js Databases: PostgreSQL, SQL Server, MongoDB, Redis, and vector DBs for AI (Pinecone, Qdrant, pgvector) Cloud: Azure, AWS, GCP infra, networking, serverless, all of it AI stack: OpenAI, Claude, Gemini, LangChain, LangGraph, RAG pipelines Workflows: Temporal, Azure Durable Functions, AWS Step Functions DevOps: Docker, Kubernetes, Terraform, GitHub Actions, full CI/CD Security: secrets management, SAST/DAST, least-privilege IAM, HIPAA-ready infra Observability: Prometheus, Grafana, OpenTelemetry I care about architecture as a long-term decision, not a quick fix. I communicate clearly, work cleanly, and I'm available for project work, longer engagements, or ongoing partnerships. Tell me what you're building. I am happy to help. Cheers, Faraz S 𝐊𝐞𝐲𝐰𝐨𝐫𝐝𝐬: C#, Python, JavaScript, TypeScript, SQL, Bash, .NET Core, ASP.NET Core, FastAPI, Django, Flask, Node.js, Express, React, Next.js, MERN Stack, REST APIs, GraphQL, gRPC, Microservices, Event-Driven Architecture, Distributed Systems, CQRS, Saga Pattern, Domain-Driven Design, Clean Architecture, Hexagonal Architecture, SQL Server, PostgreSQL, MySQL, MongoDB, Redis, Pinecone, Weaviate, Qdrant, pgvector, Chroma, Azure, AWS, GCP, Docker, Kubernetes, Helm, Terraform, GitHub Actions, Azure DevOps, GitLab CI, Jenkins, CI/CD, Temporal, Azure Durable Functions, AWS Step Functions, Inngest, Restate, Kafka, RabbitMQ, Azure Service Bus, SQS, Agentic AI, Multi-Agent Systems, LangChain, LangGraph, LlamaIndex, RAG, Vector Databases, Prompt Engineering, OpenAI, Anthropic Claude, Google Gemini, Multi-Model Routing, Human-in-the-Loop, AI Governance, Audit Trails, Approval Flows, DevSecOps, SAST, DAST, HashiCorp Vault, AWS Secrets Manager, Azure Key Vault, IAM, HIPAA, Prometheus, Grafana, OpenTelemetry, Azure Monitor, CloudWatch, Stripe, Twilio, OAuth2, JWT, WebSockets, Microservices Architecture, Infrastructure as Code

Video Surveillance, CCTV, Computer Vision, OpenCV, AI – I build CCTV, object detection, and real-time video systems that scale. 14,700+ hours and $600K+ earned on Upwork. 100% JSS, Top Rated Plus. 15 years of senior engineering + Spec-First Agentic Engineering. ⚡ 𝗙𝗿𝗲𝗲 𝗣𝗥𝗗. 𝗠𝗩𝗣 𝗶𝗻 𝟳-𝟭𝟰 𝗱𝗮𝘆𝘀. 𝗙𝗿𝗲𝗲 𝗰𝗼𝗱𝗲 𝗿𝗲𝘃𝗶𝗲𝘄 𝗼𝗿 𝗮 𝟮-𝘄𝗲𝗲𝗸 𝘁𝗿𝗶𝗮𝗹 𝗼𝗻 𝗮𝗻 𝗲𝘅𝗶𝘀𝘁𝗶𝗻𝗴 𝗰𝗼𝗱𝗲𝗯𝗮𝘀𝗲. ⚠️ Press the Invite button on my page and let's talk about your project. 𝗦𝗲𝗹𝗲𝗰𝘁𝗲𝗱 𝗢𝘂𝘁𝗰𝗼𝗺𝗲𝘀 → VALT - enterprise CCTV and video surveillance SaaS. 770 organizations, 50K+ users, 2,500 IP cameras. Grew from a $1M launch year to $9M ARR. Motion detection, HIPAA/GDPR storage, 12-year partnership. → MindBox - smart video surveillance with AI analytics. Anomaly detection, facial recognition, and forensic search across 50+ deployments with live camera-map feeds. → Tennis analytics - a computer-vision pipeline that tracks players and the ball from match video for automated stats. → ALDA - generative AI course builder. Co-designed with 70+ U.S. educators; partner schools serve 500,000+ students. +20% educator efficiency. → BrainCert - world's first WebRTC + HTML5 LMS. $3M revenue, 100K+ customers, 500M+ classroom minutes. 𝗜 𝗔𝗺 𝗠𝗼𝘀𝘁 𝗘𝘅𝗽𝗲𝗿𝗶𝗲𝗻𝗰𝗲𝗱 𝗜𝗻 → Video Surveillance and CCTV - custom CCTV SaaS with secure storage, IP-camera ingestion, motion detection, and forensic search → Computer Vision and Object Detection - OpenCV, YOLO, TensorFlow, PyTorch for anomaly detection, face recognition, background blur, and incident alerts → AI Full-Stack Apps - OCR, real-time translation, autonomous agents, and object recognition on top of video → Video Streaming and Players - RTMP, HLS, WebRTC, sub-second latency, custom players on AWS → E-Learning, EdTech, and Virtual Classrooms - LMS and course authoring, curriculum and instructional design, live WebRTC and Agora classrooms, interactive whiteboards, AI grading and assessments, generative-AI courses, SCORM/LMS integrations 𝗔𝗴𝗲𝗻𝘁𝗶𝗰 𝗘𝗻𝗴𝗶𝗻𝗲𝗲𝗿𝗶𝗻𝗴 & 𝗦𝗽𝗲𝗰-𝗙𝗶𝗿𝘀𝘁 𝗗𝗲𝘃𝗲𝗹𝗼𝗽𝗺𝗲𝗻𝘁 I work spec-first, not vibe-first. I write the technical spec and architecture before any code is generated. Then I drive AI agents (developer, tester, analyst) against strict guardrails to produce production-grade code. The hard parts I handle or verify myself: real-time computer vision, OpenCV detection pipelines, and high-load video backends. You get the speed of AI with the stability of a senior engineer. 𝗛𝗼𝘄 𝗪𝗲 𝗦𝘁𝗮𝗿𝘁 30-min discovery → spec-first plan with architecture and a ±10% estimate → AI dev environment with guardrails → MVP with CI/CD and a 2-week demo cadence. 𝗛𝗼𝘄 𝗬𝗼𝘂 𝗖𝗮𝗻 𝗪𝗼𝗿𝗸 𝗪𝗶𝘁𝗵 𝗠𝗲 → MVP from scratch - the fastest safe path to production with Spec-First Agentic Engineering → Team extension - I join as the lead on hard modules: computer vision, AI, video surveillance, WebRTC → Rescue mission - I fix, modernize, and stabilize existing codebases, including vibe-code cleanup 𝗧𝗲𝗰𝗵𝗻𝗼𝗹𝗼𝗴𝗶𝗲𝘀 𝗜 𝗨𝘀𝗲 𝗗𝗮𝗶𝗹𝘆 → Computer Vision and AI: OpenCV, YOLOv8, TensorFlow, PyTorch, Keras, Image Recognition, OpenAI API, Whisper, Deepgram, NLP → Video: WebRTC, Agora, FFmpeg, Wowza, Kurento, HLS/DASH, RTMP/RTSP → Backend: Node.js, NestJS, Express, Python (FastAPI), PHP/Laravel, C++ → Frontend: React, Vue, Angular, TypeScript → Infra: AWS, GCP, Docker, Kubernetes, PostgreSQL, MongoDB, Redis → Security: AES-256, HIPAA, GDPR, SOC II → EdTech: LMS/SCORM, virtual classrooms, interactive whiteboards, course authoring, quizzes and assessments, AI grading 𝗪𝗵𝘆 𝗙𝗼𝗿𝗮 𝗦𝗼𝗳𝘁 100% Upwork JSS · 914 jobs · $10M+ earned · 401K+ hours · 625+ projects since 2005 · 400+ clients across 17+ countries · Top WebRTC Developer 2022 and Top Telecom Developer 2024 · 1 of 400 devs passes our internal selection · estimates within ±10% of actuals. 𝗖𝗹𝗶𝗲𝗻𝘁 𝗙𝗲𝗲𝗱𝗯𝗮𝗰𝗸 "We've been working together for 10 years and continue. Fora Soft planned and built our entire Wowza-based video surveillance SaaS from scratch across web, iOS and Android." - Dustin, CTO @ VALT (50,000 users, 770 orgs, 2,500 IP cameras) ⚠️ Press the Invite button or message me – I'll send back an SRS, an estimate, and the fastest safe path to production.

🚀 $𝟐𝟎𝟎𝐊+ 𝐄𝐚𝐫𝐧𝐞𝐝 𝐨𝐧 𝐔𝐩𝐰𝐨𝐫𝐤 🏆 𝐓𝐨𝐩 𝟏% 𝐓𝐚𝐥𝐞𝐧𝐭 𝐰𝐢𝐭𝐡 𝟏𝟎𝟎+ 𝐒𝐮𝐜𝐜𝐞𝐬𝐬𝐟𝐮𝐥 𝐏𝐫𝐨𝐣𝐞𝐜𝐭𝐬 𝐁𝐚𝐜𝐤𝐞𝐝 𝐛𝐲 𝟏𝟐+ 𝐘𝐞𝐚𝐫𝐬 𝐨𝐟 𝐄𝐱𝐩𝐞𝐫𝐢𝐞𝐧𝐜𝐞 ✅ 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐞𝐝 𝐢𝐧 𝐀𝐈/𝐌𝐋 | 𝐅𝐮𝐥𝐥-𝐒𝐭𝐚𝐜𝐤 | 𝐏𝐲𝐭𝐡𝐨𝐧 𝐄𝐱𝐩𝐞𝐫𝐭 | 𝐃𝐚𝐭𝐚 𝐞𝐧𝐠𝐢𝐧𝐞𝐞𝐫𝐢𝐧𝐠 | 𝐑𝐞𝐚𝐜𝐭.𝐣𝐬 ⚡ 𝐎𝐟𝐟𝐞𝐫 𝐅𝐥𝐞𝐱𝐢𝐛𝐥𝐞 𝐖𝐨𝐫𝐤𝐢𝐧𝐠 𝐇𝐨𝐮𝐫𝐬 I help startups, SaaS companies, and enterprises build production-ready AI applications that solve real business problems. From AI Agents, LLM-powered applications, and RAG systems to scalable Python backends, React web applications, enterprise data platforms, and MLOps infrastructure. I build complete AI products from architecture to deployment. # 𝐂𝐨𝐫𝐞 𝐄𝐱𝐩𝐞𝐫𝐭𝐢𝐬𝐞 ## 🧠 𝐀𝐫𝐭𝐢𝐟𝐢𝐜𝐢𝐚𝐥 𝐈𝐧𝐭𝐞𝐥𝐥𝐢𝐠𝐞𝐧𝐜𝐞, 𝐌𝐚𝐜𝐡𝐢𝐧𝐞 𝐋𝐞𝐚𝐫𝐧𝐢𝐧𝐠 & 𝐏𝐲𝐭𝐡𝐨𝐧 𝐄𝐧𝐠𝐢𝐧𝐞𝐞𝐫𝐢𝐧𝐠 𝐏𝐲𝐭𝐡𝐨𝐧 𝐄𝐜𝐨𝐬𝐲𝐬𝐭𝐞𝐦: NumPy, Pandas, Scikit-learn, Matplotlib, Seaborn, OpenCV, BeautifulSoup, FastAPI, Flask, Django 𝐃𝐞𝐞𝐩 𝐋𝐞𝐚𝐫𝐧𝐢𝐧𝐠 𝐅𝐫𝐚𝐦𝐞𝐰𝐨𝐫𝐤𝐬: PyTorch, TensorFlow, Keras, HuggingFace Transformers 𝐀𝐩𝐩𝐥𝐢𝐞𝐝 𝐌𝐋 & 𝐀𝐈: Natural Language Processing (NLP), Computer Vision (CV), IoT Analytics, Robotics AI, Recommender Systems, Predictive Analytics, Time Series Forecasting, Object Detection, Image Segmentation 𝐌𝐨𝐝𝐞𝐥 𝐎𝐩𝐭𝐢𝐦𝐢𝐳𝐚𝐭𝐢𝐨𝐧: LoRA, QLoRA, PEFT, Transfer Learning, RLHF, DPO, SFT, Custom Dataset Fine-Tuning 𝐋𝐋𝐌 𝐈𝐧𝐭𝐞𝐠𝐫𝐚𝐭𝐢𝐨𝐧: GPT-3.5 / GPT-4 / GPT-4o, Gemini (Gemini 1.5 Pro / Flash), Claude, ChatGPT, DALL-E, Whisper, LangChain, AutoGen, CrewAI, Amazon Bedrock, Ollama, Google Vertex AI ## 🤖 𝐀𝐈 𝐀𝐠𝐞𝐧𝐭𝐬 & 𝐕𝐨𝐢𝐜𝐞 𝐀𝐠𝐞𝐧𝐭𝐬 CrewAI, AutoGen, Amazon Polly, Deepgram, Rasa AI, Azure AI Speech, Riverside SDK 𝐀𝐝𝐯𝐚𝐧𝐜𝐞𝐝 𝐀𝐠𝐞𝐧𝐭 𝐒𝐲𝐬𝐭𝐞𝐦𝐬: AutoGPT, BabyAGI, LangChain Agents, AutoGen Agents ## 🧩 𝐋𝐋𝐌 𝐄𝐧𝐠𝐢𝐧𝐞𝐞𝐫𝐢𝐧𝐠 & 𝐑𝐀𝐆 𝐏𝐢𝐩𝐞𝐥𝐢𝐧𝐞𝐬 𝐏𝐫𝐨𝐦𝐩𝐭 𝐄𝐧𝐠𝐢𝐧𝐞𝐞𝐫𝐢𝐧𝐠: Multi-Turn Prompts, Few-Shot Learning, Zero-Shot Learning, Chain-of-Thought (CoT), Advanced Prompt Optimization 𝐎𝐩𝐞𝐧-𝐒𝐨𝐮𝐫𝐜𝐞 𝐋𝐋𝐌𝐬: LLaMA 3, Mistral 7B, Mixtral 8×7B, Falcon, Gemma, Bloom, Orca Mini, Guanaco 𝐑𝐀𝐆 𝐏𝐢𝐩𝐞𝐥𝐢𝐧𝐞𝐬: LangChain, LlamaIndex, Pinecone, FAISS, ChromaDB, Qdrant, Weaviate, Milvus 𝐖𝐨𝐫𝐤𝐟𝐥𝐨𝐰 𝐎𝐫𝐜𝐡𝐞𝐬𝐭𝐫𝐚𝐭𝐢𝐨𝐧: Vector Databases, Semantic Search, Document Indexing, Knowledge Retrieval Systems 𝐋𝐋𝐌 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 & 𝐅𝐢𝐧𝐞-𝐓𝐮𝐧𝐢𝐧𝐠: Unsloth, Axolotl, HuggingFace AutoTrain, SageMaker Training 𝐈𝐧𝐟𝐞𝐫𝐞𝐧𝐜𝐞 𝐎𝐩𝐭𝐢𝐦𝐢𝐳𝐚𝐭𝐢𝐨𝐧: vLLM, TGI, TensorRT-LLM, SKPilot 𝐐𝐮𝐚𝐧𝐭𝐢𝐳𝐚𝐭𝐢𝐨𝐧: AWQ, GPTQ, GGUF, GGML, PTQ, DQ ## ⚙️𝐅𝐮𝐥𝐥-𝐒𝐭𝐚𝐜𝐤 & 𝐁𝐚𝐜𝐤𝐞𝐧𝐝 𝐀𝐫𝐜𝐡𝐢𝐭𝐞𝐜𝐭𝐮𝐫𝐞 𝐁𝐚𝐜𝐤𝐞𝐧𝐝 𝐃𝐞𝐯𝐞𝐥𝐨𝐩𝐦𝐞𝐧𝐭: FastAPI, Flask, Django, Node.js, Express.js, 𝐅𝐫𝐨𝐧𝐭𝐞𝐧𝐝 & 𝐖𝐞𝐛 𝐀𝐩𝐩𝐥𝐢𝐜𝐚𝐭𝐢𝐨𝐧𝐬: React.js, Next.js, TypeScript 𝐈𝐧𝐟𝐫𝐚𝐬𝐭𝐫𝐮𝐜𝐭𝐮𝐫𝐞 & 𝐃𝐞𝐯𝐎𝐩𝐬: Docker, Kubernetes, Redis, Nginx, Linux (Ubuntu, CentOS), CI/CD Pipelines 𝐂𝐥𝐨𝐮𝐝 𝐏𝐥𝐚𝐭𝐟𝐨𝐫𝐦𝐬: AWS (EC2, Lambda, S3, API Gateway, Cognito, ECS/Fargate, RDS, DynamoDB), Google Cloud Platform, Azure, RunPod, Vercel AI SDK ## 🤖 𝐆𝐞𝐧𝐞𝐫𝐚𝐭𝐢𝐯𝐞 𝐀𝐈 & 𝐀𝐮𝐭𝐨𝐦𝐚𝐭𝐢𝐨𝐧 𝐀𝐈 𝐓𝐨𝐨𝐥𝐬 & 𝐏𝐥𝐚𝐭𝐟𝐨𝐫𝐦𝐬: RunwayML, MidJourney, StabilityAI 𝐀𝐮𝐭𝐨𝐦𝐚𝐭𝐢𝐨𝐧 𝐏𝐥𝐚𝐭𝐟𝐨𝐫𝐦𝐬: Zapier, Make (Integromat), n8n, Synthflow 𝐂𝐑𝐌 & 𝐒𝐚𝐚𝐒 𝐈𝐧𝐭𝐞𝐠𝐫𝐚𝐭𝐢𝐨𝐧𝐬: Pipedrive, HubSpot, Zoho, GoHighLevel, ClickUp, Monday 𝐀𝐝𝐯𝐚𝐧𝐜𝐞𝐝 𝐀𝐈 𝐖𝐨𝐫𝐤𝐟𝐥𝐨𝐰𝐬: AI Agents, Multi-Agent Systems, AI Workflow Orchestration, Robotic Process Automation (RPA), IoT Automation, Edge AI Automation, Robotics Workflows 𝐌𝐮𝐥𝐭𝐢-𝐌𝐨𝐝𝐚𝐥 𝐀𝐈: Text-to-Video, Image-to-Text, Speech-to-Image ## 🗄️ 𝐃𝐚𝐭𝐚𝐛𝐚𝐬𝐞𝐬 & 𝐃𝐚𝐭𝐚 𝐄𝐧𝐠𝐢𝐧𝐞𝐞𝐫𝐢𝐧𝐠 SQL & NoSQL Databases: PostgreSQL, MySQL, SQL Server, MongoDB, Firebase, Airtable, DynamoDB 𝐃𝐚𝐭𝐚 𝐄𝐧𝐠𝐢𝐧𝐞𝐞𝐫𝐢𝐧𝐠 & 𝐁𝐮𝐬𝐢𝐧𝐞𝐬𝐬 𝐈𝐧𝐭𝐞𝐥𝐥𝐢𝐠𝐞𝐧𝐜𝐞: Enterprise Data Engineering, ETL/ELT Pipelines, Data Integration, Data Warehousing, Data Modeling, SQL Server, PostgreSQL, Star Schema, Data Lakes, Power BI, Looker Studio, DAX, Power Query, Dashboard Development, KPI Reporting, Data Visualization, Real-Time Analytics. ✔ 𝐏𝐫𝐨𝐣𝐞𝐜𝐭 𝐄𝐱𝐞𝐜𝐮𝐭𝐢𝐨𝐧: I drive projects with Agile principles, leveraging Scrum and sprint cycles to ensure fast, efficient, and high-quality delivery. 💬 𝐋𝐞𝐭’𝐬 𝐂𝐨𝐧𝐧𝐞𝐜𝐭 I’m responsive, proactive, and always ready to dive into new ideas. 📩 Drop me a message, and let’s build something impactful together.

Hello, I am Choudhry. I wrote the IaC for (Middle East's #1 supercomputer) GPU cluster orchestration on KAUST Shaheen III, the Middle East's #1 supercomputer (ranked 18th globally on the Nov 2025 TOP500, 2,800 NVIDIA GH200 Grace Hoppers, liquid-cooled HPE Cray EX). That's the level of GPU and LLM infrastructure I work on, on-prem and in the cloud. 📌 What I'm an expert in: 🔹Self-hosted & local LLM serving (vLLM, NVIDIA Triton, TensorRT, SGLang) 🔹GPU inference optimization (FP8/INT8 quantization, FlashAttention, tensor parallelism, MIG on H100/A100/GH200/Blackwell) 🔹LLM fine-tuning & customization (LoRA, PEFT, Unsloth, domain adaptation) 🔹Bare-metal GPU Kubernetes (Proxmox, Rancher, K3s, OpenShift, Calico, MetalLB, HAProxy) 🔹Managed cloud Kubernetes with GPU (GKE, EKS, AKS, Vertex AI, SageMaker, Cloud Run) 🔹NVIDIA GPU Operator, Kubeflow, Ray, Triton Inference Server, custom K8s operators (I built VRAM GPU Operator + Aliyun GPU Resource Manager for Kubeflow) 🔹Private & on-prem LLM deployments (HIPAA, GDPR, air-gapped, regulated teams) 🔹Heterogeneous HPC & AI infrastructure (GPU, FPGA, ASIC, XPU, multi-accelerator scheduling) 🔹AI agents & orchestration (LangGraph, LangChain, CrewAI, Claude Agent SDK, MCP servers) 🔹Voice agent infrastructure (Retell AI, Vapi, Twilio, ElevenLabs, n8n, WhatsApp integrations) 🔹RAG & document intelligence (Docling, Microsoft GraphRAG, pgvector, FAISS, Pinecone, Qdrant, ChromaDB) 🔹Infrastructure-as-code (Terraform, Ansible, Pulumi, Crossplane, Helm) 🔹CI/CD for ML/AI (GitHub Actions, GitLab CI, Jenkins, CircleCI, ArgoCD, Flux) 🔹Observability for AI workloads (Prometheus, Grafana, Loki, Datadog, OpenTelemetry) 🔹Cloud spend optimization for AI infrastructure 📌 Real results, defensible on a call: 🔹Cut vLLM inference latency from 3.2s to 800ms at a US startup 🔹Dropped their monthly cloud bill from $10K to $4K 🔹Served LLMs to 1,000+ concurrent users on bare-metal Kubernetes, zero unplanned downtime for 12 months 🔹Shipped the Docling + GraphRAG pipeline for commercial real estate lease analysis at Nestbox AI, deployed on GCP with a human review queue 📌 What clients say: "single-handedly built our Kubernetes infrastructure for our GPU setup" "a full stack AI guy" "energetic, hungry, and sharp" "gets concepts quickly and is an incredibly hard worker" "when he says he'll do it by a deadline, he does. Owns accountability" "approaches the project as if it were his own" "worked late into the night to get it done" "delivered what he promised and provided clear documentation" "incredibly efficient, addressed every concern in 30 minutes" "a safe bet" A bit about me: I'm Acting CTO at Peregrine Ventures AI, currently building a product called Deplexify. I also run a dual RTX Pro 6000 Blackwell server at home (EPYC, Proxmox, GPU passthrough), so on-prem GPU work isn't a side skill. It's my daily reality.

I am a Cloud & DevOps Engineer with over 16 years of IT experience, certified in AWS, Azure, GCP, CompTIA Security+, and Kubernetes (CKA). I specialize in designing, automating, and managing scalable, secure, and cost-optimised infrastructures for startups, enterprises, and MSPs. My approach combines Cloud Architecture, DevOps automation, and AI-driven workflows, leveraging tools like ChatGPT , Claude and OpenHands to design modern applications, automate processes, and accelerate development cycles. This enables businesses to improve efficiency, reduce downtime, and scale confidently. Core Competencies Cloud Architecture & Migration AWS, Azure (AKS, App Services, AI/ML), GCP, Rackspace, DigitalOcean Hybrid and multi-cloud solutions VMware ESXi, Hyper-V, Proxmox, VSAN migrations DevOps & Automation CI/CD: Jenkins, Azure DevOps, GitHub Actions, AWS CodePipeline Infrastructure as Code: Terraform, CloudFormation, ARM templates Containers: Docker, Kubernetes (CKA-certified) Workflow automation using N8N and Cursor AI AI-assisted development using ChatGPT and Claude for pipeline optimization, scripting, and application design AI/ML & AIOps AWS SageMaker, Lambda, Rekognition, Azure Cognitive Services Monitoring: Datadog, Dynatrace, Splunk, ELK AI-driven automation and incident remediation LLM-based automation using ChatGPT and Claude Security & Compliance IAM: Okta, Keycloak, Auth0, Azure AD, JumpCloud Compliance: SOC 2, PCI DSS Security: VPNs, SSL/TLS hardening, firewalls Systems & Tools Windows Server (2012–2022), Linux (Ubuntu, CentOS, RHEL) Web servers: IIS, Nginx, Apache, Tomcat, Node.js Databases: MySQL, PostgreSQL, MSSQL What I Deliver Cloud migration and architecture design across AWS, Azure, GCP End-to-end DevOps implementation with CI/CD, IaC, and automation AI-powered workflows using ChatGPT, Claude, N8N, and Cursor AI Monitoring, observability, and auto-remediation solutions Secure and compliant infrastructure design 24/7 infrastructure support, incident management, and disaster recovery Cost optimization through right-sizing and scaling strategies Why Clients Work With Me 16+ years of hands-on experience in cloud and infrastructure Certified across AWS, Azure, and GCP Strong expertise in integrating AI tools (ChatGPT & Claude) into real-world DevOps and automation workflows Proven track record with startups, SMEs, and enterprise clients Flexible availability across US, Canada, Europe, and APAC time zones Strong communication and collaboration skills Let’s Build Smarter, Faster, and More Secure If you’re looking for a Cloud & DevOps Engineer who can combine cloud expertise with AI-driven automation (ChatGPT + Claude+OpenHands) to design scalable systems and modern applications, let’s connect. I can help you streamline operations, optimize costs, and accelerate innovation while ensuring reliability and security.

✅ 𝗣𝗥𝗢𝗩𝗘𝗡 𝗥𝗘𝗦𝗨𝗟𝗧𝗦❗ Hundreds 💯 of WordPress and GoHighLevel websites, funnels and landing pages with high conversion rate, AI automations and dozens of complex Full stack CRM projects were developed and delivered successfully for my clients. 👉𝗢𝗽𝗲𝗻 𝗺𝘆 𝗽𝗿𝗼𝗳𝗶𝗹𝗲❗ Specialisation in HealthTech domain Leveraging Figma for intuitive and catchy UI/UX and graphic design, WordPress, Elementor, GHL and tons of WordPress plugins for quick website development, including: - WooCommerce and Dokan for Ecommerce web-store or online marketplace development - Go High Level for robust and flexible CRM implementation. - PHP, HTML, CSS, JavaScript for fine customisation of GoHighLevel and WordPress themes, plugins, websites, and for meticulous development of custom client requirements. I'm an experienced GoHighLevel and WordPress developer with more than 10 years of practical experience in CRM and CMS Development, WordPress and PHP tech stack. Also I delivered 30+ complex and large-scale IT / Software systems, SaaS solutions, and dozens of small-to-medium software projects and websites. Core Team of 14 software engineers, AI Automation experts, web developers, UI/UX designer and Tester / QA engineers can join your project when needed. 🔝𝗧𝗢𝗣🔝𝗧𝗲𝗰𝗵𝗻𝗼𝗹𝗼𝗴𝗶𝗲𝘀 𝘄𝗲 𝘂𝘀𝗲: 🌟 WordPress, Elementor, GoHighLevel, PHP, JS, HTML / CSS, Figma 🌟 .NET / C#, .NET Core, Open API, ASP.NET 🌟 JavaScript : Vue.js, React.js, Node.js, jquery 🌟 AI Agents: Claude, ChatGPT, 𝗔𝗹𝘀𝗼, 𝘄𝗲 𝘂𝘀𝗲: • Backend: PHP, JavaScript / Node.js • FrontEnd: HTML5/CSS3, JavaScript/TypeScript (React, Vue.js, Angular, jQuery) • DB: PostgreSQL, My SQL, MS SQL, MongoDB, Redis • CRM: GoHighLevel, Go High Level, GHL 💻 𝗦𝗼𝗳𝘁𝘄𝗮𝗿𝗲 𝗽𝗿𝗼𝗷𝗲𝗰𝘁𝘀 𝘄𝗲 𝗱𝗲𝘃𝗲𝗹𝗼𝗽𝗲𝗱: ✓ Medical practice management system ✓ Patient education module ✓ Patient Portal ✓ Medical device platform ✓ Consumer lending system ✓ Scoring and credit decision ✓ Collection system ✓ Regulatory reporting for investment banking ✓ DWH and BI-system for e-commerce ✓ Supermarket in the pocket (Mobile app) ✓ E-commerce network with central CRM for large-scale writing services ✓ System for Customer feedback collection * And much more... ⭐𝗪𝗵𝗮𝘁 𝗰𝗮𝗻 𝘄𝗲 𝗱𝗼 𝗳𝗼𝗿 𝘆𝗼𝘂: ✓ Build a top-notch software product ✓ Pick up and maintain your legacy code ✓ Set up and improve your Software Development Life Cycle (SDLC) ✓ Measure and improve the productivity of the engineering team ✓ Hire or rump up your engineering team with highly talented engineers from Ukraine ✓ Ensure Quality (QA/QC) for your projects ✓ Set up your project management system (Jira, Trello, YouTrack, or other options) ✓ Set up an R&D office for you in Ukraine or distributed ✓ Consult for any project management and SDLC questions ✓ Contact me if you have any other requests regarding software development 𝗔𝗯𝗼𝘂𝘁 𝗺𝗲 I'm so confident I can release any software project because I have over 20 years’ of proven experience in the successful "GREEN" delivery of top-notch software products for both enterprises and startups. I'm a result-oriented Software Development Manager, Agile Project Manager, R&D Manager, Kanban Professional, and Scrum Master. My teams use .NET / C#, JavaScript (React or Vue.js), Python, SQL, Mongo, etc. to build top-notch products for my dear clients. I got hands-on experience working in different roles, starting as a Software engineer, Team Lead, Scrum Master, Product Owner, Project and Program manager up to General manager of the R&D center in Ukraine for a software company from California. 🏅Certified Kanban Management Professional (KMP II) Also, we have a broad network of highly talented software engineers, data scientists, architects, designers, BAs, and QAs from Ukraine who are able to join your projects. So if you need to extend your team or you need a new team I'll hire them for you. Just drop me a line to discuss your project. Let's make it together!

I help businesses streamline their sales, marketing, and operations using powerful CRM and automation platforms. With hands-on experience in Salesforce, GoHighLevel, Podio, and WordPress, I deliver reliable, scalable, and results-driven solutions for startups and growing companies. What I Can Do for You ✅ Salesforce Admin | Salesforce Consultant | Salesforce Implementation $40.00/hr Stop struggling to maximize your Salesforce investment. I help businesses streamline operations, boost productivity, and scale effectively with tailored Salesforce solutions. I'm Muhammad Usman, a 9x Certified Salesforce Professional with over 7 years of experience. My goal is to transform your Salesforce org into a powerful business enabler while delivering results that truly make a difference. I don't just implement Salesforce; I optimize it. I dive deep into your business needs and configure Salesforce to drive efficiency, enhance customer relationships, and support your growth. My core skills include: ✅ Salesforce Implementation ✅ Salesforce Consulting ✅ Salesforce Administration ✅ Sales Cloud ✅ Service Cloud ✅ Financial Services Cloud ✅ Experience Cloud ✅ Marketing Cloud ✅ CPQ ✅ Salesforce Maps ✅ Flow Builder ✅ Reports & Dashboards ✅ Lightning Pages ✅ Data Migration ✅ Integration ✅ PDF Butler ✅ Conga ✅ AvSight ✅ ACT CRM ✅ Make dot com ✅ Zapier ✅ Pipedrive CRM ✅ ActiveCampaign ✅ Jotform ✅ n8n ✅ Twilio What My Clients Say About Me: ⭐⭐⭐⭐⭐ "Usman Salesforce expertise is unmatched. He transformed our CRM and our sales have increased dramatically." ⭐⭐⭐⭐⭐ "Usman provided exceptional support and guidance throughout our Salesforce implementation. He is a true professional." What can you expect when working with me?: You'll gain a Salesforce solution tailored to your unique business needs, driving efficiency, improving customer relationships, and supporting scalable growth. I provide end-to-end services, from initial consultation to post-implementation support, ensuring a seamless and successful Salesforce journey. Let’s Talk! Send me a message to discuss your Salesforce needs and challenges, and how my expertise can help you achieve your business goals. ✅ GoHighLevel (GHL) Funnel & pipeline setup Workflow automations (leads, SMS, email) CRM customization for agencies & businesses Integration with third-party tools ✅ Podio CRM Custom apps & workflows Business process automation Workspace & user role setup CRM customization for operations teams ✅ WordPress Business websites & landing pages CRM & form integrations Performance & SEO-friendly setups Customizations and fixes Why Clients Choose Me Clear communication & fast response Business-first mindset (not just technical work) Clean, scalable solutions Long-term support & honest advice Whether you need a new CRM setup, automation improvements, or WordPress integration with your sales tools, I can help you get it done efficiently. 📩 Let’s discuss your project and turn your requirements into a working solution.

Full-stack AI engineer for B2B SaaS. Multi-agent systems, RAG pipelines, and document intelligence that ship to production. One engineer owns the AI, backend, and frontend; no team to assemble. 100+ systems live across legal, fintech, edtech, and Dynamics 365 ERP. Backend proven under real production load (FastAPI). ~10 years building production software and years deep in AI, on AWS, GCP, and Azure. You won't need a separate frontend developer, product manager, and QA engineer. I take the requirements, make the technical calls, own the features, and hand back working software, not a list of problems. If it doesn't run in production, it doesn't count. So I do the deeper production engineering that keeps a system reliable: harness engineering around the model, guardrails, evaluations and LLM-as-judge quality gates, model routing, and observability so you see problems before your users do. The result holds up at real scale and stays affordable to run. What I can build for you - Full-stack scalable AI solutions/Apps, end to end: one developer owns the AI, backend, frontend, UX, and the product calls, so you don't assemble a team - AI agents and multi-agent systems that plan, take actions, and finish real tasks - RAG, GraphRAG, and AI chat over your own documents, knowledge base, or data, with citations - Document intelligence: read, classify, extract, and validate data from contracts, financial documents, and forms - AI built into a product you already use (your site, LMS, CRM, even Microsoft Word) - AI and optimization inside your ERP, especially Microsoft Dynamics 365 with Azure AI and Power Apps: copilots, plain-language answers over your ERP data, and automated workflows inside the system you already run - Regulated-domain AI for healthcare, finance, and legal: guardrails in code, audit trails, confidence scoring, human-in-the-loop - Cutting AI running costs with model routing and prompt caching (I've cut client AI spend 75%) Recent systems I've built Contract review inside Microsoft Word. A contract intelligence platform that checks a vendor contract against your playbook, with 23 AI agents scoring every clause across 12 legal categories, flagging risky language, and suggesting fixes. A full review takes 5 to 10 minutes instead of hours, right inside Word where lawyers already work. It runs in production on AWS, and smart routing cut the AI cost 75%. An investment platform for a $850M-AUM family office. Investment and legal documents (PPMs, SPAs, cap tables) become validated structured data, linked in a Neo4j knowledge graph. Seven AI agents answer in plain English: "What are our total obligations in this company?" comes back in seconds, source attached, behind role-based access. It runs in production on Google Cloud. A live AI co-pilot for K-12 writing teachers, embedded in their LMS. Teachers ask in plain language and get a classroom-ready 4-step lesson in seconds, grounded in their own curriculum by hybrid RAG, and an LLM-as-judge scores every lesson on a 100-point rubric before it ships. Active client. AI and optimization inside an enterprise ERP. For an automotive-parts manufacturer with multi-region warehouses, I optimized inventory slotting and picker routes, then optimized freight routes and wired it directly into their Microsoft Dynamics 365 ERP, so it runs inside the system their operations team already uses. Bringing AI and optimization into Dynamics 365 is a lane I deliberately specialize in: most ERP consultants can't build the AI and most AI engineers can't touch the ERP. One client trusted me with $56,000 of repeat work at a 5.0 rating. How I work I scope before I build. Every engagement starts with an architecture plan and acceptance criteria. Weekly demos, daily updates, a reply within a few hours. A working proof of concept in days, production in weeks. Two of my clients have worked with me for over a year, and I've delivered every contract without a single failure. The only work I'm not right for is a throwaway ChatGPT wrapper with no real product behind it. Anything that has to run in production and grow, that is my work. Tech I work with Agents: Google ADK, AWS Bedrock AgentCore, LangGraph, LangChain, LlamaIndex, CrewAI, AutoGen, MCP LLMs: Claude, GPT-4o/5, Gemini, Llama, Amazon Nova, LiteLLM routing, Ollama for on-prem RAG and data: Qdrant, Pinecone, Weaviate, pgvector, Neo4j, Elasticsearch, Vertex AI Search, hybrid search, GraphRAG Full-stack: Next.js, React, TypeScript, FastAPI, Python, PostgreSQL Cloud and ERP: AWS, GCP, Azure, Microsoft Dynamics 365, Docker, Kubernetes, Terraform Tell me what you want to build and I'll send a one-page plan within 24 hours: how I'd build it, what it costs to run, and a timeline. If it's not a fit, I'll say so up front.

🎯 AWS Architect specialising in production migrations, EKS, and compliance builds. $500K+ delivered across 129 AWS engagements at 100% Job Success. Top Rated Plus on Upwork. IT-Magic is an AWS Advanced Consulting Partner. ☁️ 𝐑𝐞𝐜𝐞𝐧𝐭 𝐟𝐥𝐚𝐠𝐬𝐡𝐢𝐩 𝐰𝐨𝐫𝐤: 🔸 Nova Poshta Global and Intertop, rebuilt on AWS for Black Friday-class load 🔸 PCI DSS Level 1 led end-to-end at Centrobill 🔸 HIPAA AWS configured in Drata for a US healthcare operator 🔸 Ubisoft AWS infrastructure optimised for 50M+ daily gamers 🔸 QliqSOFT migrated to EKS and passed HIPAA audit, operational costs cut Most AWS work gets split across three or four freelancers who don't talk to each other - one runs infra, one writes Terraform, one handles compliance, one chases the cost. I handle the full stack directly, so the migration, the IaC, the compliance lift, and the FinOps pass land as one coordinated build instead of four disconnected handoffs. 🔧 𝐖𝐡𝐚𝐭 𝐈 𝐁𝐮𝐢𝐥𝐝: - AWS migrations from bare metal, on-premises, or older AWS architectures (also Azure builds on AKS) - EKS, ECS, and Kubernetes clusters with multi-AZ fault tolerance and auto-scaling - Terraform-managed infrastructure (IaC, no hand-clicked configs) - HIPAA and PCI DSS compliance lifts on AWS Security Hub, GuardDuty, and AWS Inspector - AWS cost optimisation - documented 42% bill cut on one engagement, ongoing 40% average on retainers - High-availability ecommerce builds for Black Friday-class traffic (Ubisoft, Invogue, intertop.ua, Yakaboo) - CI/CD pipelines on GitLab CI, Jenkins, and Docker-based deploys - Production monitoring and SRE - CloudWatch, ElastiCache, OpenSearch, system audits 📋 𝐂𝐫𝐞𝐝𝐞𝐧𝐭𝐢𝐚𝐥𝐬: - IT-Magic is an AWS Advanced Consulting Partner - AWS Certified Solutions Architect Professional - AWS Certified DevOps Engineer Professional - AWS Certified Security Specialty - AWS Certified Advanced Networking Specialty - AWS Partner - Generative AI Essentials - Top Rated Plus on Upwork, top 3% globally - 13+ years on Linux and production cloud, based in Warsaw 🎯 𝐖𝐡𝐨 𝐈 𝐖𝐨𝐫𝐤 𝐖𝐢𝐭𝐡: E-commerce, fintech, healthcare, and AI-workload companies that cannot afford a bad migration or a surprise cloud bill. Mid-stage to enterprise. Teams that already have engineering and want a senior AWS partner who can also handle the compliance and FinOps conversations - without a junior strategist in the middle. ⚙️ 𝐇𝐨𝐰 𝐈 𝐑𝐮𝐧 𝐚𝐧 𝐄𝐧𝐠𝐚𝐠𝐞𝐦𝐞𝐧𝐭: 1️⃣ Read - 48-hour technical audit, current setup mapped, risks flagged, written plan back to you 2️⃣ Architect - target architecture and migration order designed before any code ships 3️⃣ Build - migration, IaC, CI/CD, compliance lifts delivered as one workstream 4️⃣ Handover - architecture diagrams, Terraform repo, runbooks, observability dashboards, knowledge transfer session 𝐈𝐟 𝐲𝐨𝐮𝐫 𝐀𝐖𝐒 𝐞𝐧𝐯𝐢𝐫𝐨𝐧𝐦𝐞𝐧𝐭 𝐢𝐬: 🛠️ Migration-pending - I have done 129 of these. I will tell you what to move first, what to refactor before the move, and what to leave for later. 🛡️ Compliance-pressured - HIPAA, PCI DSS, SOC 2, ISO 27001 audits passed under my watch. 💰 Quietly overspending - averaging 40% bill cut on retainer accounts, with the change-log to prove it. 🤖 AI-workload-heavy - I have built GPU-cluster and Bedrock/SageMaker setups for production AI services. 𝐖𝐡𝐚𝐭 𝐌𝐚𝐤𝐞𝐬 𝐌𝐞 𝐃𝐢𝐟𝐟𝐞𝐫𝐞𝐧𝐭: ✔️ Senior multi-discipline - AWS architecture + IaC + compliance + FinOps as one build ✔️ AWS Advanced Consulting Partner with a dedicated team behind the delivery ✔️ Top Rated Plus, 100% JSS across 50+ contracts ✔️ Consistent delivery methodology - same 4-step process on every engagement ☎️ Send me the details and I will come back in 48 hours with a specific read on what to fix first and in what order.