04:00
2026-08-18
machinebrief.com
artificial-intelligence
TwinGridShield: Consequence-Aware Runtime Authorization for LLM Grid-Agent Actions
TwinGridShield, a runtime authorization layer for LLM-assisted energy-management tools, blocked all 500 unsafe grid actions in a matched-model IEEE 14-bus test, but unsafe acceptance rose to 5.63% und…