কী আছে জীবনে?
টাকা-পয়সা, গাড়ি-বাড়ি আর সব রিসোর্স থাকার পরও যদি জীবনের ছোট ছোট মুহূর্তগুলা ট্রুলি এনজয় করার সময় না থাকে, তাইলে আসলে কী থাকে?
I build systems that stress-test autonomous AI agents, and write about what breaks along the way.

A campus platform for faculty reviews, course resources, discussions, and finding project teammates.

Small Python projects designed to make a first open-source contribution less intimidating.
Graded real-world GitHub PRs to curate RLHF data, directly training the automated code review architecture launched in Claude Opus 4.6.
Architected secure, containerized Docker sandboxes for execution-based AI evaluation. Engineered isolated Linux environments to benchmark the autonomous CLI and coding capabilities of frontier models.
Contract work across model evaluation, safety, and coding-agent quality for multiple AI teams. Client details are included where permitted.
Undergraduate studies in computer science and engineering.
টাকা-পয়সা, গাড়ি-বাড়ি আর সব রিসোর্স থাকার পরও যদি জীবনের ছোট ছোট মুহূর্তগুলা ট্রুলি এনজয় করার সময় না থাকে, তাইলে আসলে কী থাকে?
Know Python basics but stuck on what to build next? This blog turns that ‘blank screen’ moment into a simple first open-source win—where even others can help improve your code.
There are no right or wrong decisions in life—only experiences that shape us and make us stronger.
Have a project, research idea, or collaboration in mind? Send me a note and I’ll get back to you soon.