Local-first NetOps agent with guardrailed execution and low token cost

A local-first network operations agent that executes commands directly on devices via SSH, using a lightweight LLM with guardrails to prevent destructive actions. It is designed for network engineers and operators who need a low-cost, private, and reliable assistant for routine troubleshooting and configuration tasks. The project is interesting because it combines on-device AI with strict safety constraints, enabling autonomous network management without cloud dependency or high token expenses.