How to Run Local AI Models Inside Agent Workflows Using Ollama and OpenClaw

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Developers can combine Ollama, a tool for running AI models locally, with OpenClaw, an agent workflow platform, to test how local models perform in realistic working environments rather than simple chat interfaces. Ollama is installed on the user's machine and configured to serve a local model such as Mistral or Llama via a local API endpoint. OpenClaw is then installed separately and set up through an onboarding process that configures a gateway, dashboard, and runtime layer on port 18789. Once both tools are connected, users can run structured agent tasks — such as reading project files and suggesting improvements — with controlled tool and file access. The guide recommends starting with read-only tasks before granting broader permissions to avoid unintended consequences in live environments.

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