For hiring managers & recruiters

Seven years of full stack engineering, two of them shipping AI to production.

I take LLM features from idea to something that holds up under real users, real costs, and real failure modes, on top of a full stack I own end to end.

  • Production LLM and RAG features, not prototypes and not demos
  • Full stack ownership: React, React Native, Node.js/NestJS, AWS, PostgreSQL
  • Real-time systems: WebSockets, WebRTC, offline-first mobile sync
  • Led engineering teams and owned features end to end

Experience

7+ years

Focus

AI / RAG + Full Stack

Location

Islamabad, Pakistan (UTC+5)

Open to

Remote, full-time or contract

Experience

March 2023 to Present
Australia (Remote)

Senior Software Engineer · Panelist

Leading the Portal team on a production SaaS event platform, driving AI/LLM integration into the existing product.

  • Lead the Portal team, owning feature development and backend architecture for a production SaaS platform
  • Design and integrate REST APIs and real-time WebSocket (Socket.IO) data flows, ensuring reliable, low-latency data across the product
  • Built the React Native mobile app with WatermelonDB for offline-first data sync, keeping the app usable without a live connection
  • Integrated 100ms to power live webinars and virtual events with real-time video streaming
  • Integrated an in-product AI assistant (OpenAI API, RAG) into the platform, automating manual workflows and adding intelligent capabilities
  • Maintain and optimize the Node.js/NestJS backend, improving performance and system reliability under growing load
  • Mentor engineers through code reviews, technical guidance, and system-design discussions
September 2023 to November 2024
United States (Remote)

Senior Software Engineer · MatchRite Care

Owned the React frontend for a US-based care-matching platform.

  • Owned design, development, and maintenance of the React frontend for MatchRite, a US-based care-matching platform
  • Built reusable, responsive UI components in React and TypeScript, improving delivery speed and UX consistency
  • Collaborated across time zones with backend and product teams to ship features on schedule and to spec
May 2022 to March 2023
Remote

Senior Software Engineer · York Stream Technologies

Delivered full-stack features for client-facing web applications, including Digital Will and Circle It.

  • Delivered full-stack features across React and Node.js for client-facing web applications
February 2019 to June 2022
Islamabad, Pakistan

Software Engineer · Emumba

Built and maintained scalable web applications across React, Angular, and Node.js.

  • Built and maintained scalable web applications using React, Angular, and Node.js
  • Worked with AWS (EC2, CloudWatch logs, Elasticsearch) and PostgreSQL/MySQL for data-intensive systems
  • Contributed to system design, performance optimization, and production monitoring
August 2018 to February 2019
Islamabad, Pakistan

Software Engineer · Immentia

Developed web application features using JavaScript frameworks and RESTful APIs.

January 2018 to May 2018
Rawalpindi, Pakistan

Web Developer · ISolExperts

Built responsive websites and interactive web features for client projects.

Products shipped

Live products I have built on and shipped to real users.

Tap any product to see what I built and visit it live

AI projects

Production LLM features I designed and shipped.

In-Product AI Assistant (RAG)

Integrated an in-product AI assistant into Panelist that answers user questions over portal data using Retrieval-Augmented Generation, reducing repetitive support requests.

  • Designed the retrieval pipeline (embeddings + semantic search)
  • Streamed LLM responses to the UI in real time over WebSockets
Node.jsNestJSOpenAI APIVector SearchWebSockets

Document Q&A with Source Citations

Developed a RAG-based feature that lets users query uploaded documents in natural language and get answers with cited sources.

  • Implemented chunking, embedding, and semantic retrieval to keep responses accurate and grounded in the source content
ReactTypeScriptOpenAIVector DatabaseNode.js

Workflow Automation Agent

Created an AI agent that automates multi-step manual workflows, cutting hands-on effort for routine tasks.

  • Added prompt templates, output validation, and safety guardrails to keep results reliable in production
Node.jsLLM APIsPrompt EngineeringGuardrails

Skills

AI / LLM

LLM API Integration (OpenAI)Retrieval-Augmented Generation (RAG)Prompt EngineeringVector DatabasesAI AgentsAI-Powered SaaS

AI Dev Tools

Claude CodeGitHub CopilotCursor

Cloud & DevOps

AWS (EC2, Lambda, S3, CloudWatch)DockerCI/CDServerlessGitGitHub Actions

Databases

PostgreSQLMySQLMongoDBRedisElasticsearch

Frontend

React.jsAngularReact NativeWatermelonDBNext.jsReduxTailwind CSSResponsive UIUnit Testing (Jest, React Testing Library)

Backend

Node.jsNestJSExpress.jsREST APIsGraphQLWebSockets (Socket.IO)Supabase100ms (Live Video)MicroservicesUnit Testing (Jest, Supertest)Logging & Monitoring (Winston, CloudWatch)

Languages

JavaScriptTypeScriptPythonSQLHTML5CSS3

Practices

System DesignScalable ArchitectureAgile / ScrumCode ReviewTeam LeadershipJira

Education

Bahria University

M.S, Computer Software Engineering

2020 to 2022

University of Arid Agriculture, Rawalpindi

B.S, Computer Science

2013 to 2017

References

Talha was a member of my dev team. He is a great team-member/player. He is diligent and knowledgeable in his work-ethic, retaining a broad skillset. He is particularly astute and insightful in comprehension of functional and feature specs for enhancements and refinements to improve performance and UX.

Trent Jones

Technology for Humans being · Engineering leadership

Managed Talha directly, Nov 2024

I have had the pleasure of working closely with Talha Mahmood during his tenure as Lead Software Engineer at one of the projects. Talha is a highly skilled MERN Stack Engineer, proficient in React with Material-UI and NESTJS for backend architecture. He has played a pivotal role in the success of Panelist, seamlessly integrating hybrid, physical, and live events. Talha's expertise and dedication make him a valuable asset to any organization seeking a talented full-stack developer.

Tauseef Afzal

GTM Engineer & RevOps Systems Builder · Ex-DevOps: AWS, Azure, Kubernetes, Terraform

Worked with Talha, Apr 2024

I highly recommend Talha for any role where his expertise in technology and dedication to quality work are valued. I've had the privilege of working closely with him on two major projects, one involving the development of a Chrome extension and AI integration. Talha consistently impressed team with his hardworking attitude, staying updated with the latest technologies, and delivering exceptional results. He's not only proficient in his work but also a great collaborator, always willing to offer valuable insights and support to his team members. I have full confidence in his abilities and believe he would be a valuable asset to any team.

Qudsia Mehmood

Agile Project Manager | Product Owner · Agile Lead

Worked with Talha, Apr 2024

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