Navigating Local LLM Implementations: Prompt-Based vs. Native Tool Approaches

If you’ve spent any time working across different local LLM backends, you know the frustration. You get your tool-calling logic dialed in perfectly for Ollama, you feel great, and then you try to switch your backend to something like MLX or a specific llama.cpp setup, and suddenly everything falls a