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Md Habibullah on a motorcycle in the mountains
Profile / 01Engineer · Traveller

01 / About

Md Habibullah

Senior Frontend Engineer · AI Product Engineer.

problem → architecture → usable product

I've spent the last 5+ years primarily building frontend products with React and TypeScript. Most of that work has involved applications where frontend engineering goes well beyond building pages: complex permissions, data-heavy interfaces, state management, administration systems, performance, and product workflows.

More recently, I've been building and experimenting with AI-powered products, which has pushed my interests toward AI product engineering.

I enjoy working on products where engineering, product thinking, and interface design overlap.

01.1 / Engineering approach

How I turn product problems into working systems

My approach connects product context, technical decisions, and collaboration. Each branch shows what I contribute, the evidence behind it, and why it matters to the next team.

01Understand
02Shape
03Ship

Starting point

Complex product problem

01

Interface systems

Frontend Engineering

What I contribute

I design frontend architecture for complex production applications, using typed state, predictable data flow, permissions, performance work, and testing to keep the product reliable as it grows.

What moves forward

Reliable interfacesScalable frontend architectureFaster interactions

How I work

React / TypeScript / Next.js / State architecture

Results from shipped work

30%
faster page loads
4
projects using one reusable data table
500K+
users supported by a platform frontend

Relevant when a team needs a complex frontend to become faster, more consistent, and easier to extend.

02

Product workflows

Product Engineering

What I contribute

I translate product requirements into maintainable workflows, working with design and backend teams to balance user needs, delivery constraints, and long-term scalability.

What moves forward

Clear user workflowsConsistent data flowReusable product systems

How I work

Product UX / Complex workflows / APIs / Data products

Results from shipped work

15%
increase in posts after discussion work shipped
$2M
customer renewal supported
30%
less analysis time for business users

Relevant when product requirements, permissions, data, and user workflows need to work as one coherent system.

03

AI orchestration

AI Engineering

What I contribute

I turn model capabilities into usable product workflows by designing model configuration, prompt refinement, long-running job states, failure handling, asset management, and human review.

What moves forward

Resilient AI workflowsReviewable outputsConsistent model experience

How I work

LLMs / Generative AI / Multimodal workflows / Model APIs

Results from shipped work

5
AI providers behind one interface
4
media types in one creation loop
1
person across product, design, architecture, and code

Relevant when AI capability must become a usable product with clear states, review, failure handling, and provider-independent workflows.

One outcome: a product people can use and teams can evolve

Metrics shown above are limited to outcomes already supported by the case studies.

02 / Project outcomes

Proof through shipped products

A concise record of the problem, contribution, solution, and value behind each product.

All case studies
01

AI product · Personal project

Open Fern

An AI video creation workspace.

Contribution

AI creation workflows, model and provider configuration, prompt refinement, generated asset management, generation job tracking and human review. Designed, architected and built end to end by me.

Problem
Creators have to move between models, provider settings, prompts, job trackers, and asset libraries to complete one generation workflow.
Solution
Open Fern brings model configuration, prompt refinement, long-running generation jobs, review, and asset management into one workspace.

Value delivered

This demonstrates end-to-end AI product engineering: not a wrapper around one model API, but the complete workflow around it.

02

Production system · Senior Frontend Engineer

Community Platform

A community product serving 500K+ educators.

Contribution

Frontend ownership covered role-based access across platform, district, and school levels; discussion and group experiences; moderation and administration tools; rich-text posting; and optimistic interactions with rollback.

Problem
Educators, moderators, and administrators needed one community platform that could apply different permissions across state, district, and school contexts without creating inconsistent experiences.
Solution
A shared permission architecture and coordinated discussion, moderation, and administration tools gave every role the right actions while keeping the interface responsive.

Value delivered

educators on the platform

Platform-wide user base, not traffic attributable to one engineer.

03

Data products · Healthcare + Energy

Data Products

Complex dashboards for healthcare and energy products.

Contribution

Data visualisation, the shared filter system that keeps every chart and table in sync, large tables, CSV/PDF/image export, and the reusable chart architecture every dashboard is assembled from.

Problem
Healthcare and energy teams needed to explore large datasets without losing context as filters, charts, tables, and exports changed together.
Solution
Reusable visualisation and filter systems kept every view in sync, supported large data tables, and made on-screen findings exportable.

Value delivered

These are the interfaces where frontend engineering stops being about pages: dense information, real performance limits, and charts that have to stay honest at scale.

03 / Experience

Experience that expanded in scope, not just years

The path moves from technical content and reusable components to data products and frontend ownership at production scale.

Full resume
Stage / 01Sep 2020 - Oct 2021

Technical foundations

Technical Content Moderator

Quizlet · Remote

Led a team of 35 expert contributors producing and reviewing technical learning content in data structures, algorithms and mathematics.

Evidence

Oversaw quality for 10,000+ solutions across data structures, algorithms and mathematics

Stage / 02Nov 2021 - Apr 2022

Reusable systems

Frontend Developer

AlphaStream · Bangalore

Built analytics interfaces and shared components for internal business tools.

Evidence

Shipped an analytics dashboard that cut data analysis time by 30% for business users

Stage / 03Apr 2022 - Jun 2023

Data products

Frontend Engineer

Data Society Group · Remote

Built the data visualization platform behind the analytics products, rendering charts and geospatial maps from machine-learning model outputs.

Evidence

Built multi-chart and map interfaces with Nivo and Leaflet

Stage / 04Jul 2023 - Jan 2026

Frontend ownership

Senior Frontend Engineer

Data Society Group · Remote

Owned the frontend architecture for a community platform used by 500K+ educators across the US, working with the lead designer, backend engineers and clients from concept through production.

Evidence

Designed the permission system covering platform, district, school and educator roles

04 / Recommendations

Feedback from colleagues who worked directly with Habib at Data Society.

01
Reliable delivery under pressure

“Habib repeatedly proved he could be relied on in high-pressure situations. When deadlines were short, he was someone the team could confidently depend on to get things done right.”

Lauren Yu

Senior Software Engineer at Inspira Financial

Managed Habib directly at Data Society

02
Ownership with user focus

“He is one of the fastest and a very trustworthy developers. As a senior developer, he has a sense of ownership, is easy to work with, and helps his colleagues whenever he can.”

Mansi

Director of Data Solutions at Data Society

Worked directly with Habib across multiple projects

05 / Contact

Have a complex product problem worth solving?

Available for senior frontend, product engineering, and AI product engineering opportunities.

connection.openavailable
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    Location

    Bangalore, India · Remote