LaunchMind AI
A product platform for founders, students, and early-stage teams that transforms raw ideas into structured startup plans.
Generative AI Engineer
Building practical AI products with LLMs and retrieval.
I'm Muhammad Bilal, a Computer Science undergraduate in Lahore. I focus on Generative AI applications using model APIs, LangChain, vector search, Python, FastAPI, and a dependable full-stack foundation.
- engineer = {
- name: 'Muhammad Bilal',
- role: 'Generative AI Engineer',
- focus: [
- 'LLM apps', 'Retrieval', 'AI products'
- ],
- stack: {
- models: ['OpenAI', 'Gemini', 'Llama 2'],
- orchestration: ['LangChain', 'Hugging Face'],
- vectors: ['Pinecone', 'ChromaDB']
- },
- status: 'Open to opportunities'
- }
Lahore, PakistanLocation
Available for remote collaboration
Generative AICurrent focus
LLM applications, orchestration, and retrieval
OpenAI · Gemini · LangChainAI learning stack
Supported by Python, FastAPI, and full-stack engineering
Expected 2029Education
BSCS at Lahore Garrison University
Selected projects
Product engineering that supports the AI layer.
Two shipped platforms showing the interface, API, dashboard, and workflow experience I bring to complete Generative AI products.
Vivid Horizon
A technology publishing platform with a custom editorial management system for writing, publishing, organising, optimising, and analysing content.
Generative AI focus
From model APIs to useful product experiences.
My current direction combines structured Generative AI learning with practical full-stack engineering across APIs, data, deployment, and responsive interfaces.
01
LLM application engineering
Building an applied understanding of LLM APIs, prompt-driven workflows, model integration, memory, and end-to-end Generative AI applications.
02
Retrieval and vector search
Learning how embeddings, retrieval workflows, and vector databases connect private knowledge to useful LLM responses.
03
Full-stack AI products
Combining AI services with Python, FastAPI, APIs, databases, and responsive interfaces to build complete product experiences.