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Tool calling with local models: from guide to application

Published on February 5, 2026, Unsloth’s guide presents examples of tool calls with local open models, including Python, terminal commands, and mathematics.

By Wendelmaques ·

Source: Guia da Unsloth sobre tool calling com LLMs locais (unsloth.ai). Text prepared with AI from this source.

What happened and what to do

Published on February 5, 2026, Unsloth’s guide covers tool calling with local open models. Its examples include story writing, Python execution, terminal calls, and math tasks; the material is intended for engineers integrating this capability into local applications.

A company can implement a controlled flow where the model requests tools while the application validates permissions, limits commands, and records inputs, outputs, and errors. The practical response is to integrate the necessary tools, set execution boundaries, and monitor behavior—without granting the model unrestricted access to the environment.

How the consultancy can help

Wendelmaques can diagnose the use case and execution risks, design an integration with controls and observability, and implement and operate the solution on the company’s infrastructure, with a defined scope in a proposal.

Next step

Send a short description of your use case to receive a scoped proposal for diagnosis and implementation.

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