AI NPCs that can control their actions along with dialogue. For instance, if I ask an NPC to tell me its favorite magic spell, it not only tells me the spell but also performs it!
Runaway AI agent spend prevention — demo using Cycles ($6 in 30s → hard stop at $1)
Open protocol for runtime budget and action authority over AI agents
Execution-time action control for ReAct language agents with stage-aware guards, wrong-object prevention, and action redirection in ALFWorld.
AI agent action authority — demo of blocking unapproved tool calls with Cycles
Budget governance for OpenAI Agents SDK — enforce cost limits before tools execute
Python SDK for Cycles — reserve, commit, release budget and risk for AI agents
LangChain agent middleware for Cycles — pre-tool-call authorization and per-tenant budget enforcement for Python agents using create_agent
Add a description, image, and links to the action-control topic page so that developers can more easily learn about it.
To associate your repository with the action-control topic, visit your repo's landing page and select "manage topics."