02Client work — non-profit2025
Youth Evolution Foundation
A public website for an NGO, with a content workflow its coordinators run themselves.
- Next.js
- React
- Tailwind CSS
- Sanity
- Vercel
--:--:-- PKT
Subhan Qureshi
I build agentic systems, and measure whether they work.
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02 — Selected work
Work
Client surfaces
Web application
Next.js + TypeScript
Mobile application
Expo React Native — iOS and Android
Agent API
FastAPI
Stack
- Agents
- LangGraph · Groq / Llama 3.1 8B · RunPod vLLM
- Backend
- Python 3.13 · FastAPI · SQLAlchemy async
- Retrieval
- Pinecone · bge-large-en-v1.5 · cross-encoder reranker
- Data
- Neon Postgres
- Vision
- Gemini Vision — food photo recognition
- Web
- Next.js · TypeScript · Tailwind CSS
- Mobile
- Expo · React Native
- Agents in pipeline
- 4
- Client surfaces
- 3
- Retrieval stages
- 2
- Backing data stores
- 2
- Safety refusal classes
- 5
- SQA test cases
- 30
- Defects catalogued
- 15
03Client work — education2025
Community Academic Counselling Consultant
A counselling consultancy site on a custom domain, with built-in enquiry capture and a private inbox.
- Next.js
- React
- Tailwind CSS
- Route handlers
- server-side persistence
- Vercel
- custom domain
03 — Now
Currently
Last updated 06 AUG 2026
- Building
Interning in IT at Sui Southern Gas
Eight weeks inside the IT function of a national gas utility. Most of what I have built ran on stacks I chose myself. This is the opposite, and that is the interesting part.
since August 2026 - Learning
Rebuilding my Python from the ground up
Sixty days of writing every line by hand with AI assistants switched off, to close the gap between what I can architect and what I can produce unaided.
- Building
An evaluation harness for retrieval
A hand-labelled gold set and a sweep across retrieval configurations, so claims about quality come with a number attached.
- Learning
Oracle Agentic AI Foundations
Working through the certification path alongside the systems I am building.
04 — Approach
Approach
Measure before you claim
Almost every AI project works when you try it once. The interesting question is the success rate across a set of inputs you did not choose. I build the evaluation harness before I trust the demo.
Models judge, code calculates
In the AI Dietician the model never computes a nutrition number. It selects food IDs and gram amounts, and a deterministic Python solver does every arithmetic operation. A model that is 97% accurate at multiplication is 100% unacceptable when the number is a diabetic patient’s carbohydrate load.
Build it before using the tool that does it for you
I write the thing by hand once — the retrieval loop, the agent loop, the retry logic — before reaching for the framework. It is slower exactly once, and it means I can debug when the abstraction leaks.
Ship to people who are not you
An NGO coordinator and a news editor update their own sites daily without opening a terminal. Software that only its author can operate is a prototype, whatever it looks like.
07 — Experience
Experience
Sui Southern Gas Company LimitedAugust 2026 — October 2026Head Office, Karachi
Student Intern — Information Technology
Eight-week internship in the IT department of one of Pakistan’s largest gas utilities.
- — Working within the Information Technology function at Head Office under the 2026–2027 internship programme.
- — Exposure to enterprise systems operating at national utility scale, where availability and change control matter more than novelty.
IndependentJanuary 2024 — PresentRemote
Full-Stack Developer — Freelance
Production web applications for organisations that are not software companies.
- — Delivered four production sites for real clients, including an NGO, an academic counselling consultancy, and a daily news publication.
- — Built content workflows around Sanity so non-technical staff publish without a developer.
- — Handled the full path: requirements, build, deployment, custom domains, and handover.
- Next.js
- TypeScript
- Sanity
- Tailwind CSS
- Vercel
PayfastAugust 2024 — October 2024Karachi, Pakistan
Software Engineering Intern
Authentication and access control on a live back-office portal.
- — Implemented JWT authentication on a production back-office portal.
- — Built role-based access control governing internal operations tooling.
- JWT
- RBAC
- REST
Education
Sir Syed University of Engineering and Technology
BS Computer Engineering · Karachi, Pakistan
2022 — 2027 · Batch 2022F
08 — Ask
Ask
An assistant trained on my work. It answers in my voice and tells you when it doesn't know.
Ask — liveNo vector DB · Groq + Gemini
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