Independent AI Engineer/Researcher, based in Bangladesh
I mostly experiment with LLM inference, and build RAG & Agentic systems, with an interest in scalable system design. Outside of that, I'm fairly enthusiastic about exploring new places, cultures, food and photography.
I graduated with a B.Tech in Computer Science & Engineering from NIT Trichy, India in 2024. I was a recipient of the ICCR (Indian Council for Cultural Relations) scholarship in 2020. During my undergraduate studies, I spent a summer at IIT Bombay's MeDAL Lab, where I worked on contrastive learning methods for self supervised image representation learning.
Most of what I do centers around LLMs β building RAG and Agentic pipelines, experimenting with inference and serving optimizations, and evaluating how well these systems actually perform. Alongside that, I've picked up a solid grounding in designing scalable systems and AI/ML infrastructure. My research interests aren't really separate from this β they're the same questions, approached from the other side: why RAG or Agentic systems hallucinate or fail and what makes inference efficient at a deeper level. That curiosity extends to language modeling, inference optimization and reliability more broadly. I also spend a good amount of free time solving problems on LeetCode / Deep-ML / LeetGPU.
I'm currently open to opportunities as an AI Engineer, ML Engineer, or Research Engineer. Feel free to reach out if you'd like to collaborate or just talk about research or engineering.
π’ Recent News
- 2026 Sep Blog: Chunked Prefill: Stopping One Long Prompt From Freezing Everyone Else
- 2026 Sep Blog: Prefix Caching: Reusing the Work Youβve Already Paid For With RadixAttention
- 2026 Sep Blog: The Scheduler: Backpressure, Timeouts, and Knowing When to Say No
- 2026 Sep Blog: Continuous Batching: Getting More LLM Throughput From the Same GPU
- 2026 Sep Blog: KV Cache on Apple Silicon: Why Memory Fragments and How PagedAttention Helps
- 2026 Sep Blog: From Naive Decode to KV Cache: Why LLM Serving Gets Faster With One Idea
- 2026 Aug Blog [System Design β 05]: Designing an AI Coding Agent Platform like Claude Code/Cursor
- 2026 Aug Blog [System Design β 04]: Designing an LLM Chat Product With Memory and Context Management
- 2026 Jul Blog [System Design β 03]: Designing a RAG Pipeline for 10 Million Documents With Near-Zero Hallucination - Got asked in Google L5 interview
- 2026 Jul Blog [System Design β 02]: Designing a RAG-based Q&A System Over Company Docs
- 2026 Jul Blog: Kicking off a new System Design series β 01: Designing a Delivery App with AI Features for Salesmen
- 2026 Jul Launched AI-Space β an Interactive Knowledge Graph of AI concepts.
- 2026 May Blog: AWS Nuke β The AWS Resources Destroyer
- 2026 Feb Blog: UV & Modern Python Dependency Management
- 2026 Feb Blog: Kubernetes Project Workflow β Commands & Mental Model
- 2025 Oct Blog: Dynamic Programming Patterns β Non Adjacent Selection DP
- 2025 Jul Blog: Open Source Contribution β Beginnerβs Guide
- 2025 Jun Launched a Gallery section on my website to upload photos from my tours
- 2025 Apr Try out this Cold Email Generator I made using RAG
- 2024 Aug Graduated from NIT Trichy, India with a B.Tech in CSE
- 2023 Nov Blog: An Introduction to Self Supervised Learning
- 2023 May Will be joining IIT Bombay as a Summer Research Intern at MeDAL Lab
- ...
- 2020 Dec A new chapter: Recipient of the ICCR Scholarship