Muhammad Awais
Full-stack developer and AI/agent systems engineer
muhammad-awais-0101
Karachi, Pakistan
Joined May 2026
Summary
Engineer focused on agentic AI, retrieval-augmented systems, and LLM orchestration — publishes deep-dive technical pieces about RAG, agentic RAG, and contextual retrieval and builds practical LLM-powered products. devwithawais+2
Full‑stack and product-minded developer who implements end-to-end systems (front-end, back-end, ETL/data pipelines, and LLM integrations) for SaaS and AI products. vercel+1
Active freelance consultant and marketplace-listed engineer, offering hands-on implementation and architectural work for clients (Toptal, Upwork) in AI, RAG, and automation. toptal+1
Public-facing technologist who shares knowledge via blog posts, conference/speaker profiles, and tutorials — combines writing and speaking to explain agentic AI and practical LLM engineering. devwithawais+1
Work
Education
Projects
Writing
Why Your AI Still Hallucinates: Solving the “Context Conundrum” with Contextual Retrieval
May 1, 2026A technical article proposing Contextual Retrieval techniques (mini-summaries, contextual BM25, reranking, prompt caching) to reduce hallucinations in RAG/LLM systems.
From Chatbots to AI Agents: 5 Game-Changing Takeaways
May 1, 2026Explains architectural patterns and best practices for moving from chatbots to agentic systems, including workflows vs agents, self-reflective RAG patterns, orchestrator-worker, and agent interfaces.
GOVERNING AGENTIC AI IN THE SOFTWARE DEVELOPMENT LIFE CYCLE: A Project Management Framework for Control and Quality Assurance
May 1, 2026A publication addressing governance and project management frameworks for agentic AI in software development.
I Built a CV Job Matcher Using LangChain and Groq LLM in One Day
A developer write-up describing building a CV–job matching app with LangChain, Groq LLM and Streamlit, including architecture and lessons learned.