Can You Check That? The Checkability Boundary for Local LLM Network Automation
Touchstone keeps most network-automation LLM inference local, escalating only outputs that fail cheap checks.
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Evaluating Context Segmentation in Locally Deployable SLMs for Cybersecurity CTF Tasks
Context segmentation framework boosts memory-constrained gemma-4 agents on picoCTF, solving 18.52% of tasks standard execution fails, highlighting local SLM offensive risk.