
It’s not about junior vs senior, it’s about “good with AI” vs “not good with AI.”
Saner Cakir
183 posts

@sanerc110
Co-Founder @generalityinc (YC W25) | Berkeley AI Research, email: saner (at) generality (dot) inc

It’s not about junior vs senior, it’s about “good with AI” vs “not good with AI.”



We developed an RL method for fine-tuning our models for precise tasks in just a few hours or even minutes. Instead of training the whole model, we add an “RL token” output to π-0.6, our latest model, which is used by a tiny actor and critic to learn quickly with RL.

Coming Zednesday. Delegate merge conflict resolution to the agent.




It’s not about junior vs senior, it’s about “good with AI” vs “not good with AI.”

We are launching @outshipai (YC w25) a hiring platform that records and analyzes how engineering candidates use coding agents. Seeing a candidate work with AI can give you a lot of signal about their thought process and whether they’re the engineer you’re looking for.


We are launching @outshipai (YC w25) a hiring platform that records and analyzes how engineering candidates use coding agents. Seeing a candidate work with AI can give you a lot of signal about their thought process and whether they’re the engineer you’re looking for.




I have spoken to 3 founders in the last 48 hours; all of them with 500-1,000 employees. Each of them is planning a minimum 20% headcount reduction. Said with great concern; this is about to get very real for labour markets.



We are launching @outshipai (YC w25) a hiring platform that records and analyzes how engineering candidates use coding agents. Seeing a candidate work with AI can give you a lot of signal about their thought process and whether they’re the engineer you’re looking for.

We are launching @outshipai (YC w25) a hiring platform that records and analyzes how engineering candidates use coding agents. Seeing a candidate work with AI can give you a lot of signal about their thought process and whether they’re the engineer you’re looking for.