Personal study site

Study Shelf

Three courses. Each one teaches from the beginning, then makes you build something and test yourself. Your progress ticks and quiz state stay on the device you use.

Now studying · research paper

Tracking Capabilities for Safer Agents

The CAIS ’26 Best Paper on making AI agents safe with typed capabilities: background, every page, a hands-on Scala build and a quiz.

8 hours · tacit
Robotics · reinforcement learning

Microduck, From Zero

Pollen Robotics' tiny RL biped: the papers behind it, both repos explained, reward design, sim2real, projects, pros and cons, and where you beat AI.

12 hours · microduck
Career · India

Full-Stack Offer Plan

Get selected for PERN/MERN + FastAPI + SSO roles: how hiring works, every skill in the JD with real interview questions, a capstone project and mock rounds.

8 weeks · interviews