laravel llm inference control

Laravel LLM Inference Control: Prompt Execution, Parameters, and Output Validation Explained

Most Laravel developers treat AI API calls like HTTP requests — fire and forget. This guide exposes what actually happens at inference time, and shows you how to architect temperature, top-p, token limits, and output validation directly into your Laravel service layer before you ship a single AI feature to production.

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