Local AI Engineering with Ollama

What's Next?

You finished Local AI Engineering with Ollama. You did not just read about running a model on your own hardware, you pulled one, shaped it with a Modelfile, fine-tuned your own adapter, and built a chat application pass by pass until it could call tools and talk to an MCP server.

By now you can install Ollama and run it as a service, pull and manage models, write Modelfiles to set a system prompt and lock down parameters, fine-tune with LoRA/QLoRA and export the result to GGUF, drive everything from the Python SDK, and build a chat application from a bare REPL up through conversation history, streaming, context trimming, summarization, long-term memory, and tool calling. You have also met the places it bites and the places it works well.