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codewithmuh/README.md

Hey, I'm Muhammad Rashid 👋

Senior AI & Backend Engineer | LLMs & AI Agents | RAG | Cloud & DevOps

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 DevOps Project Series

Building 10 production-grade DevOps projects — starting with system design, then implementing end-to-end on AWS / GCP / Azure using Terraform, Kubernetes, and CI/CD.

Follow the series on YouTube @devopsbymuh.

# Project Stack Repository
1 3-Tier Web App on AWS ECS Fargate · RDS Multi-AZ · Terraform · GitHub Actions aws-3tier-devops-project

⭐ New projects planned every 1–2 weeks.


🔭 What I'm Working On

  • Building and deploying LLM-powered applications, AI agents, and AI automation workflows.
  • Exploring practical LLM integration, model serving, inference, and cost-aware deployment patterns.
  • Creating a 10-project production DevOps series: system design → implementation → deployment.
  • Publishing hands-on tutorials on YouTube.
  • Sharing technical articles on Medium and LinkedIn.

🤖 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

AI deployment: Managed model endpoints · GPU workload orchestration · Containerized inference · CI/CD for AI applications · Cloud-based AI services


🗄️ 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.

Profile Views

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