Original Reddit post

everyone’s arguing about which model will win. kimi, qwen, codex, opus. wrong debate. every model is coding from memory. that memory is months old, sometimes years. meanwhile every SDK ships breaking changes weekly. endpoints get deprecated. parameters get renamed. auth flows change between versions. so claude confidently writes method calls that existed 8 months ago. it compiles. then it blows up at runtime. kimi does the same thing. qwen does the same thing. they’re trained on the same snapshot. switching models doesn’t fix this. the problem was never the model. it’s that none of them know what the docs say today. and it only gets worse. every week, more methods get deprecated that every model still thinks are current. the gap between training data and reality grows every single day. the model is not the bottleneck. the context is. submitted by /u/Hairen_

Originally posted by u/Hairen_ on r/ClaudeCode