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The ollama tool_calls do not preserve the context of why the tool was called. The feature as it is right now doesn't seem to be designed for the LLM to make queries, but rather to act as an agent that is supposed to call some functions that will directly provide their output to the user. Instead, let's encode the tool calling protocol in the system prompt.