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codewithmuh/README.md

Hey, I'm Muhammad Rashid 👋

Senior Platform Engineer | Backend, DevOps & AWS Infrastructure | LLM Systems in Production | AI Agents & Automation | Python, TypeScript, Terraform | 37K+ YouTube Subs (@CodeWithMuh)

I build and deploy production-ready AI applications — combining LLMs, backend engineering, and cloud infrastructure to turn ideas into reliable systems.

YouTube @codewithmuh YouTube @devopsbymuh LinkedIn Medium Website Email


🧠 What I Do

  • LLM-powered applications: Integrate and deploy models from OpenAI, Anthropic, and open-source ecosystems.
  • AI agents & automation: Build tool-using agents, workflow automation, and AI voice experiences.
  • RAG & document AI: Develop retrieval-augmented generation, document processing, and knowledge-based systems.
  • Production AI infrastructure: Deploy, scale, monitor, and optimize AI workloads on cloud platforms.
  • Backend & APIs: Build reliable services with Python, Django, Django REST Framework, and FastAPI.
  • Cloud & DevOps: Automate infrastructure and delivery with AWS, Docker, Terraform, and CI/CD.

🚀 Featured Production Architectures & Open Source Portfolio

Explore 65+ open-source, production-grade repositories featuring native Mermaid architecture diagrams, zero-secret hygiene, and official SemVer releases:

☁️ Cloud, Kubernetes & DevOps Engineering

Project Highlights & Tech Stack Release
aws-eks-ha-platform High-availability AWS EKS Platform with ArgoCD GitOps, Helm, Karpenter & Valkey v1.0.0
three-tier-devsecops-project End-to-end DevSecOps pipeline with Jenkins, SonarQube, Trivy, Docker & K8s v1.0.0
kessai-payments Multi-region resilient payments platform on AWS EKS with Chaos Engineering v1.0.0
01_devops-aws-terraform-ecs Automated AWS Terraform IaC provisioning: Multi-AZ VPC, ECS Fargate, RDS & ALB v1.0.0
django-aws-ecs-terraform Serverless container deployment with Terraform, ECS Fargate & CloudWatch v1.0.0
redshift Terraform-automated Amazon Redshift OLAP Data Warehouse with S3 integration v1.0.0

🤖 AI Systems, LLMs & Autonomous Agents

Project Highlights & Tech Stack Release
ai-voice-agent Real-time interactive AI Voice Agent with Twilio WebSockets, Claude 3.5 & FastAPI v1.0.0
private-llm-chat-sagemaker-aws Self-hosted enterprise LLM platform powered by vLLM on AWS SageMaker GPUs v1.0.0
private-llm-chat-cloudrun-gcp Serverless private LLM inference chat system on Google Cloud Run with GPUs v1.0.0
ai-support-agent Autonomous customer support agent with RAG, pgvector embeddings & Next.js UI v1.0.0
shopagent E-commerce conversational sales agent utilizing Claude function-calling tools v1.0.0
mlops End-to-end MLOps pipeline: MLflow tracking, DVC versioning, EKS serving & drift monitoring v1.0.0

🎓 Engineering Roadmaps & Fullstack Frameworks

Project Highlights & Tech Stack Release
system-design Comprehensive visual architecture framework: microservices, caching, sharding & scalability v1.0.0
linux-course 5-phase Linux DevOps curriculum: shell scripting, sysadmin, systemd & networking v1.0.0
python-tutorial-for-beginners 16-module progressive Python course: syntax, data structures, OOP & exception handling v1.0.0
django-signals-codewithmuh Architectural guide & implementation for decoupled event-driven Django model signals v1.0.0
ci-cd-configurations-files Curated production AWS CodePipeline, CodeBuild, CodeDeploy & runner definitions v1.0.0

🤖 LLMs, Generative AI & AI Engineering

OpenAI Anthropic Claude Google Gemini Hugging Face LangChain LlamaIndex Ollama

Focus areas: LLM APIs · Open-source LLMs · Prompt Engineering · RAG · Embeddings · Vector Search · AI Agents · Tool Calling · Model Serving · Inference Optimization · LLM Evaluation


⚡ Backend & Full-Stack

Python Django Django REST FastAPI TypeScript JavaScript Next.js React Node.js React Native


☁️ Cloud, MLOps & DevOps

AWS Amazon SageMaker Docker Kubernetes Terraform GitHub Actions Jenkins Nginx Cloudflare Vercel


🗄️ Databases & Data

PostgreSQL Redis MongoDB DynamoDB


💬 Ask me about LLMs, AI Agents, RAG, AI Automation, AWS, DevOps & Backend Engineering

⚡ Fun fact — I think I'm not a boring person.

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  1. instagram-ai-model instagram-ai-model Public

    Create high-quality images effortlessly for your brand using Fooocus, an advanced image generation software.

    21 4

  2. ai-support-agent ai-support-agent Public

    AI Support Agent (Whatsapp, telegram, Email, Webchat)

    TypeScript 14 5

  3. ai-voice-agent ai-voice-agent Public

    I Built an AI Receptionist That Books Appointments (Claude SDK + Vapi)

    Python 26 11

  4. whatsapp-n8n whatsapp-n8n Public

    WhatsApp AI Customer Support Agent powered by n8n, OpenAI, PostgreSQL conversation memory, and Twilio WhatsApp Business API.

    5 2

  5. ai-hiring-agent ai-hiring-agent Public

    Autonomous AI hiring pipeline that screens resumes with Claude, conducts automated phone interviews via Vapi & ElevenLabs, and tracks candidates on a Next.js dashboard.

    TypeScript 2 2

  6. hearthline hearthline Public

    The open-source AI front desk for home-service teams. Inbound calls, SMS, photo quotes, dispatch, deposits — automated 24/7. Self-hostable. MIT-licensed. Built in public.

    TypeScript 8 6