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nessed/README.md

Ali

Full-stack developer · AI automation · unit economics for early-stage teams

I build the unglamorous middle layer — webhooks, API auth, idempotency, validation, structured logging — that turns a demo into something a business can actually run on.

TypeScript React Next.js Python Supabase PostgreSQL n8n Tailwind CSS


What I actually do

Automation plumbing. Webhook handling, third-party API auth, payload parsing, idempotency guards, bounded context windows, and structured logging — built so a failed run is visible and replayable, not silently dropped.

LLM pipelines with a determinism check. Extraction is the easy half. I pair model output with rule-based validation so numbers reconcile against a printed source of truth before anyone trusts them.

Internal tools for real operations. Revenue, cost, and KPI dashboards that a business is running on right now — not screenshots of dashboards.


Selected work

Project What it is Stack
Pakistan Budget Extraction & Validation Dual-LLM extraction with deterministic validation over Pakistan's Annual Budget Statements, 2010–2027 Python
WhatsApp AI Assistant Meta Cloud API → n8n → LLM → reply, with idempotent run claiming, bounded conversation context, and both-direction logging n8n · Meta Graph API · Supabase · JS
bytesOS · live Orders, revenue, cost and debt tracking for a campus food business — pulls live from the operating Google Sheet TypeScript · Express · Google Sheets API
LMDA Profit Hub · live Internal dashboard for staff performance, workshops and operational KPIs, with role-gated routes TypeScript · React · Supabase
Akada · live Academic planner and study companion — semester planning, task tracking, study-session analytics TypeScript · React
Song Studio Sessions · live Workspace for songwriters and producers to manage audio projects, lyrics and session notes TypeScript · React
Todoist Flow · live Todoist client with a serverless API layer handling OAuth, sessions and upcoming/completed views TypeScript · Vercel Functions
Training Directory · live Full-stack directory app with a typed schema layer Next.js · Supabase · Drizzle ORM

Toolbox

Languages TypeScript · JavaScript · Python · SQL · C++

Frontend React · Next.js · Vite · Tailwind CSS · shadcn/ui

Backend & data Node/Express · Supabase · PostgreSQL · Drizzle ORM · MongoDB

Automation & AI n8n · Meta WhatsApp Cloud API · LLM APIs · Google Sheets API


Also here

Fundamentals aren't hidden away — JS algorithms & database practice and a C++ gym management system built on OOP and file handling are public alongside everything else.


Open to automation and internal-tooling work. Reach me through GitHub.

Pinned Loading

  1. song-studio-sessions song-studio-sessions Public

    Creative workspace for songwriters and producers to manage audio projects, lyrics, and session notes in one place.

    TypeScript

  2. training-directory training-directory Public

    Full-stack training directory built on Next.js with a typed Drizzle schema over Supabase Postgres.

    TypeScript

  3. gymsync-managementsystem gymsync-managementsystem Public

    C++ gym management system using OOP, vectors and file handling for attendance, membership and manager access.

    C++

  4. Js-Algorithm-Database-Practice-Problems-Solutions Js-Algorithm-Database-Practice-Problems-Solutions Public

    Exercises across databases, search and sort algorithms, arrays, and Big-O / auxiliary space analysis.

    JavaScript

  5. akada akada Public

    Academic planner and study companion: semester planning, coursework and task tracking, and study-session analytics.

    TypeScript

  6. bytesOs bytesOs Public

    Revenue, cost and debt tracker for a campus food business. Pulls live from the operating Google Sheet and returns quick financial reports.

    TypeScript