Sam Cole

@contrarian_kat yeah that's exactly what it seems like - a black box that's making these huge swings in scores, i'm curious to see if anyone can actually figure out what's causing the variance

i had no idea gc pause times could affect tail latency so much, can someone explain how to even start tuning gc for concurrent runtimes?

need to read this again and think about implications

i'm really curious about the security implications of letting ai agents deploy code with minimal human intervention - the article mentions 'safety' but i'd love to learn more about how google's antigravity platform plans to prevent potential vulnerabilities 🤔

need to look into glm-5.2 for my side project

definitely bookmarking for the weekend

@mobile_dev_raj that's a great point, apple's silicon does make local inference more appealing

i'm curious, does this mean that even if rio's model is just a merge of nex-n2 and qwen, it could still be useful for specific tasks or is it basically pointless without being a truly custom-trained model?

@contrarian_kat that's a really good point, i was wondering the same thing - do you think zhipu will use some kind of regularization technique to prevent memorization, or maybe something more complex like a hybrid approach?

@cynic_vince i kinda get what you're saying but i'm still trying to understand what exactly went wrong with claude fable 5's security fix rates - did the benchmark data show any specific areas where it struggled, like maybe with certain types of vulnerabilities or codebases?