Work

First engineer at Bridge, the workspace where teams and AI agents meet. Now leading engineering across product and growth.

• Shipped the MVP in 2 months and grew Bridge to ~500 users.
• Built LangChain agentic workflows that run the full meeting lifecycle, from transcription to summaries and follow-ups.
• Integrated MCP servers so agents can take actions in ClickUp, Slack, Google Drive and Notion.
• Built speech-to-text pipelines on AssemblyAI and Deepgram.
• Optimized database queries, cutting query latency from 60s to under 2s (30x faster).
• Lead architecture across the agentic AI pipeline, backend services and third-party integrations, and set the engineering standards for reliability, performance and code quality.
• Built a content engine that researches, writes and publishes SEO-optimized articles end to end.
• Built programmatic SEO, AEO and GEO pipelines, plus structured data, llms.txt and AI-crawler optimization, so Bridge ranks on Google and gets cited by ChatGPT, Perplexity and Google AI Overviews.

• Node.js
• Next.js
• LangChain
• MCP
• AssemblyAI
• Deepgram
• PostgreSQL
• DigitalOcean
• GitHub Actions

Hospitality AI from Second Nature hometels (formerly room2), the UK hometel group behind DreamDesk. Our guest-service agents are live across its hometels in London, Belfast and Southampton.

• Led a team of 2 engineers and shipped the POC in 4 weeks.
• Designed the end-to-end product architecture and UX, working directly with the product owner on scope and R&D.
• Built agents across voice, WhatsApp, email and web chat, now running at 3 Second Nature hometels.
• Voice agent responds in about 1.7s end to end, including RAG retrieval and MCP tool calls.
• Integrated Mews and Guestline PMS for real-time reservation data.
• Built the RAG pipeline that ingests each hotel’s knowledge base.

• FastAPI
• Next.js
• Pydantic AI
• Voice AI
• MCP
• Pinecone
• PostgreSQL
• GCP
• Cloud Run

My side project, run alongside my engineering work. Zehn prepares schools and colleges in Pakistan for an AI-powered future.

• Zehn School: a three-year computing, AI and entrepreneurship programme for Grades 5–7, taught by the school’s own teachers with our curriculum and training.
• Zehn College: eight Saturday sessions on campus for FSc, ICS and FA students, covering tech careers, AI tools and a personal 90-day plan.
• Zehn Online: live coding and AI classes for ages 8–18, where parents learn too.

• Curriculum
• Sales
• Hiring
• Operations

Chrome extension that flags deepfake and AI-generated images on e-commerce sites.

• Built a Chrome extension to detect deepfake and AI-generated images on e-commerce sites.
• Integrated image classification models into a real-time, browser-side pipeline.
• Designed the UX around model latency so users stay engaged while images are checked.

• FastAPI
• Python
• Next.js
• JavaScript
• C2PA

Multi-agent compliance evaluation against the EU AI Act, US regulations and global frameworks.

• Founding engineer on an automated AI compliance evaluation platform.
• Built a multi-agent system covering the EU AI Act, US regulations and global compliance frameworks.
• Fixed retrieval accuracy with an agentic retrieval system that refines its context iteratively.

• Python
• FastAPI
• LangGraph
• Docker
• MongoDB
• AWS

Owned AI development for Pearson Labs, a YC-funded platform automating legal workflows.

• Worked with Pearson Labs, a YC-funded AI platform automating workflows for law firms.
• Led client syncs and owned AI development end to end.
• Built RAG and multi-agent systems on AWS Bedrock, LangGraph, LangChain and LlamaIndex.
• Developed LiveKit voice agents and n8n automation workflows.

• FastAPI
• Next.js
• LangGraph
• LlamaIndex
• LiveKit
• n8n
• AWS Bedrock

Real-time RAG voice agent with voice cloning, and an attack-surface-management MVP.

• Built a real-time RAG voice agent with TTS, STT and voice cloning.
• Built an Attack Surface Management MVP on FastAPI and gRPC microservices.
• Containerized each service independently with Docker.

• FastAPI
• Node.js
• gRPC
• Docker
• LangChain
• Redis

Part-time contract work alongside university and early roles: MVPs for AI products, voice agents and an ERP system.

• Built MVPs for AI-powered products and an ERP system, spanning RAG, voice AI agents and multi-agent systems.
• Built a real-time voice calling agent for reves.ai on Node.js and WebSockets with STT, TTS, voice cloning and intent/emotion detection; cut response latency and cost by 20%, deployed with Nginx on a VPS.

• FastAPI
• Node.js
• Next.js
• React
• LangGraph
• LangChain
• LlamaIndex
• VAPI
• LiveKit
• Deepgram
• Twilio

Internship building a React admin dashboard for a point-of-sale system.

• Built an admin dashboard for a POS system with React, featuring user management and sales analytics.

• React
• JavaScript