Work
Training teams, building tools and running a business.
2020–now
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Invisible Technologies
I spent three years on the data behind AI models, from ranking responses and RLHF to leading training for people who demonstrated computer tasks. Reviewers sent me the people who kept repeating an error, and the training grew out of coaching them. When a large intake had two weeks to reach production, I designed the rubric and review workflow for an automated grader, with human checks after it.
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Lagbe Naki?
Lagbe Naki brings people in Bangladesh the products they can’t buy at home, checked before they ship, so ordering from another country feels like buying down the street. I co-founded it in 2025 and built the app that runs every order.
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Rendered Audit Bridge
For an Optimizely assessment, I built an AI workflow to audit web pages for accessibility and SEO. When repeated runs overflowed their token limits, I traced the problem to the page data passed between agents.
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PDFGuardian
My 2023 research at BRAC University compared classifiers for PDF malware detection, then used SHAP to examine which file features shaped their predictions.
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DigiDesk
Our team designed DigiDesk for a competition: a blockchain system that tracks business applications across government offices. I led its technical architecture.
It won the E-Governance category at the Bangladesh Blockchain Olympiad 2020, then at the International Blockchain Olympiad 2021.