Muhammad Ahmad: AI Product Engineer and software engineer in Lahore, Pakistan

Muhammad Ahmad is an AI Product Engineer and software engineer based in Lahore, Pakistan. He works at RipeSeed shipping LLM features, agents and evals in production, alongside MLOps and DevOps work, and holds a BS in Software Engineering from NUST.

Current work at RipeSeed (Aug 2026 – Present): AI product engineering on an AI-enabled B2B roofing platform (Brava Roof Tile): OpenAI and Gemini pipelines that extract, validate and normalise roof measurements from PDF reports, AI recommendations, executive analytics, platform-wide audit logging, and quote, pricebook, proposal and order workflows. Next.js, React, TypeScript, Django REST, PostgreSQL, Node.js, AWS. Also contributing to a multi-tenant healthcare platform for skilled nursing facilities.

BS Software Engineering, National University of Sciences and Technology (NUST), 2019 – 2023.

This page is a playable 3D room. The same content is available as a plain portfolio page, and there is a blog about shipping LLM features.

Projects

  • ClaimLayer: Field-first roof evidence and supplement recovery (Private product, 2026)
  • Yardline: Jobsite delivery handoff for roofing contractors (Private product, 2026)
  • CredibleAI: AI social media manager for roofing contractors (Client work @ RipeSeed, 2026)
  • Pro Portal · Brava Roof Tile: Roof automation platform for contractors and distributors (Client work @ RipeSeed, 2025)
  • Signal Tank: Voice-generation lab for testing TTS before you ship it (Personal project, 2026)
  • Roofing Sales Assistant: WhatsApp-first sales workflow for roofers (Personal project, 2026)
  • Kote Automation System: Offline armoury system in use by a Pakistan Army unit (Private product, 2025)
  • PulsePanda: Real-time event monitoring SaaS (Personal project, 2025)
  • Blistro: Chat with your PDFs, as a full SaaS (Personal project, 2025)
  • ChronoCraft: Luxury watch e-commerce (Personal project, 2025)
  • FlexTube: Full-stack video streaming platform (Personal project, 2025)
  • GPT-Bot: Chat UI for OpenAI models (Personal project, 2023)
  • EDU-ORB: Outcome-based assessment reports (Personal project, 2022)
  • GoGrow: Graduate-to-employer training platform (Private product, 2024)
  • PvP Shooting Game: Multiplayer FPS in Decentraland (Personal project, 2024)

Skills

  • Languages: TypeScript, JavaScript, Python, SQL, HTML, CSS, Bash
  • Frontend: React, Next.js (App Router), Vite, Tailwind CSS, shadcn/ui, Radix UI, TanStack Query, TanStack Table
  • Mobile & Desktop: React Native, Expo, Flutter, Electron
  • Backend: Django, Django REST Framework, FastAPI, Node.js, Hono, tRPC, REST APIs, OpenAPI / drf-spectacular
  • Databases & ORMs: PostgreSQL, MySQL, MongoDB, Redis, SQLite, Neon, Upstash, Prisma
  • AI & LLMs: OpenAI API, Google Gemini, Anthropic Claude API, Vercel AI SDK, LangChain, Pinecone, RAG / vector search, OCR + LLM document extraction

Elsewhere