Maleeha Masood

Can You Check That? The Checkability Boundary for Local LLM Network Automation

This work introduces checkability as a criterion for determining which tasks are suitable for local inference, in Touchstone, a local-first pipeline that uses seven off-the-shelf SLMs (1-8B parameters) to generate candidates, uses task-specific intrinsic checks to reject responses, and escalates unresolved inputs to a...