উদ্দেশ্যহীন
এই তো জীবন কুট্টুস, শান্ত কয়েকটা ছুটির দিন।
I research how to detect deception in language models, and design the benchmark tasks that train and test AI coding agents.
approved benchmark tasks for AI coding agentsWritten for AfterQuery Experts and Snorkel AI, under NDA
SWE-bench-styleReal bugs and features from my own TypeScript, JavaScript and Python repos
Terminal-BenchLinux tasks in ML, compilers and parsers, and Terminal-Bench 2.0

A graph neural network reads a song's repetition structure, BERT reads its description, and cross-attention lets each side look at the other.

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

A low-cost hospital prototype that dispenses, transports, and releases medicine only after QR verification.

Small Python projects designed to make a first open-source contribution less intimidating.
Wrote 130+ approved SWE-bench-style tasks from real bugs in my own repositories and 120+ approved Terminal-Bench tasks in ML and compilers. Each one ships fail-to-pass tests, a reference fix and a pinned Docker image, and has to hold up against frontier coding agents.
Wrote 30+ Terminal-Bench 2.0 tasks: Docker and Linux environments with realistic failures and automated grading. Graded a frontier lab's code-review model on real GitHub pull requests and wrote rationales used as RLHF data.
RLHF on front-end coding across several projects: ranked, rewrote and critiqued model responses. Audited a frontier assistant's extension calls (maps, notes and more) for the right call and a grounded answer.
Graduated in 2026. Thesis on catching lies in a 70B language model from its internal activations. Coursework across AI, systems, electrical engineering and math.
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.