A reflection on coaching, facts, and pragmatism. Which testing framework would I recommend to devs who are not familiar with testing?
As part of the launch, OpenAI has reworked how the API version of GPT-5.4 manages tool calling, introducing a new system called Tool Search. Previously, system prompts would lay out definitions for all available tools when calling the model — a process that could consume a lot of tokens as the number of available tools grew. The new system allows models to look up tool definitions as needed, resulting in faster and cheaper requests in systems with many available tools.
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Within each canton, each municipality is also free to set its own tax level, generally by applying a multiplier to this base cantonal tax (i.e. municipalities don’t set their own formulas).