1 year in ai is 7 on the internet.
what i learned from visiting stanford, harvard, cmu, waterloo, toronto and talking to hundreds of cs students
Yasin Ehsan
Feb 7, 2026
The best engineers don't just code. They architect, collaborate, and ship. Practice all three and get ranked on the results.




Headstarter agent understands your entire codebase, writes production-ready code, and ships changes in seconds.
Add error handling to the data fetching logic
I'll add a try-catch block around the fetch call and display an error state when the request fails.
Draw system architecture on an interactive canvas. Our AI detects your changes and generates the implementation automatically.
Scotty detected: Add Message Queue
2 files to modify
You get exactly 2 prompts to build the challenge. Make every word count.
Raw takes on AI, coding agents, and the future of software engineering
what i learned from visiting stanford, harvard, cmu, waterloo, toronto and talking to hundreds of cs students
Yasin Ehsan
Feb 7, 2026
Why the future of engineering is about orchestrating agents, and why understanding systems has never mattered more
The 5-step framework for shipping production code with AI agents: context, constraints, code review, iteration, and CI