Bulletproofing LLM Structured Output in Python: Healing Retries, Cost Caps, and

<p>For a long time the trick to force a model into JSON was to prefill the assistant turn with an opening brace. That trick is dead on the current Claude models. It returns a 400.

<p>Every developer who has worked with LLMs has been there. You ask the model for JSON. You describe the schema. You say "please only respond with valid JSON." And sometimes, it

<p>OpenAIの請求書には、先月4,237ドル使ったと書かれています。しかし、そのうち3,100ドルは暴走した要約エンドポイントから、700ドルは月に50ドル支払っている顧客から、437ドルは誰も使わない機能から発生したことは書かれていません。ダッシュボードでは、価格設定、キャパシティ、ロードマップの判断に必要な情報が隠れています。</p> <p><a

<p>Here's a failure mode I've seen in nearly every AI agent codebase I've reviewed: the agent receives a model response, trusts the JSON it contains, and calls

<p>I've been working on a few LLM-based projects over the last year. <a href="https://github.com/Tushar-9802/Sakhi" rel="noopener noreferrer">Sakhi</a>, a Hindi voice-to-form