... here. Frontier models sometimes scored lower because they were too smart, adding guideline level recommendations instead of extracting what the note actually said. The finetuned model better matched the expected extraction style, correctly distinguishing "yes" for chronic conditions vs "no" for routine procedures in follow-up flags. Legal Clause Rewriting (Qwen3-32B) : Tied with one of the top frontier models, within 0.25 of the best. The finetuned model learned to explicitly restate each legal qualifier in simple terms rather than ... ... ways to finetune nowadays. Here's the comparison. OpenAI finetuning is polished and easy but you can't download your model. It lives on their servers, you pay per token forever, and if they deprecate it, it's gone. Unsloth

... subscriptions no longer cover usage on third-party tools like @OpenClaw . If you were running your agent with @Claude by Anthropic , curious what option you'd pick: would you pay the extra bundle? pick another provider? or use an alternative like @KiloClaw or @Zo Computer ? Comment from Shyun Bill(@shyunbill): This subscription pivot feels like a classic "walled garden" move that nobody invited to the party. While the bundle is convenient, switching to Zo Computer or KiloClaw keeps that independent ... ... multiple API keys? Comment from Priyanshu Singh(@priyanshu_singh23): Feels like this will push people to rethink their stack more than just swap providers. A lot of setups were built assuming bundled access. Now it s more about control vs