TSTaha Shashtariintahazsh.hashnode.dev·Aug 12 · 7 min readHow LLMs actually call functions (they don't)Source Code LLMs don’t act. They just talk. Tools are for making LLMs act. If you try to ask an LLM through the OpenAI API to send an email or access your database, it will not be able to do that. awa00
TSTaha Shashtariintahazsh.hashnode.dev·Aug 8 · 3 min readI tested if system prompts actually matter, here's what I foundI’m talking here about the role, not the concept. I tried this experiment and was surprised about the result: const response = await client.chat.completions.create({ model: 'gpt-5.4', messages: [ 00
