Hey, I'm Sameer, an undergrad currently working around AI, diving deep into LLMs and inference, and learning how to make models more efficient. I share what I'm learning on X.
Selected work
All projectsPapermind · A research companion that reads your documents and the web, then answers questions and reads the answers back to you.
codeOwl · Connect a GitHub repository and ask questions about the codebase in plain language, with answers grounded in the actual source.
BetterMemory · A memory layer that stores what you tell it and pulls back the right pieces later, so context carries across conversations.
GPT from scratch · A small language model built from the ground up in PyTorch, with no pretrained weights or shortcuts, to really understand how a transformer works inside.
Voice coding agent · A coding agent that lives in your terminal and takes voice commands, turning what you say into real edits and actions in your project.
Foremanin progress · A runtime for AI agents that can pause partway through a task, save its state, and pick up exactly where it left off on any machine, so long-running agents survive restarts and keep going in production.
Writing
All writingConnect
If you're hiring, building something interesting, or just want to talk about how these models work, reach out.