Anthropic should build a harness (and model) that smartly takes care of all these points. Not requiring the user to do the manual work. All I see are excuses because they cannot handle the load and enforce strict quotas on users, all while OpenAI constantly resets their quotas.

With Qwen 3.8 27B, we're one step closer to on-device LLMs that can replace subscriptions.