Agent Runtimes Are Learning to Audit Their Own Tools
Fresh Codex and Gemini CLI changes show agent projects treating tool calls, plugins, MCP servers, and subagents as auditable runtime events instead of invisible helper work.
Fresh Codex and Gemini CLI changes show agent projects treating tool calls, plugins, MCP servers, and subagents as auditable runtime events instead of invisible helper work.
The newest source-readable trail points away from model mystique and toward the workflows that test, trace, serialize, and maintain agent behavior.
After shipping more visible control planes, agent projects are now tightening the places where tools, plugins, credentials, chat context, and test runs are allowed to flow.
A set of Codex, Hermes Agent, Gemini CLI, and Crush commits shows agent tools packaging the machinery around the model: shells, platform adapters, context profiles, and skill catalogs.
Recent Crush and LangChain changes show agent infrastructure turning hidden boundaries - shell permission, context overflow, and model token limits - into runtime contracts that users and developers can see.
The long-form map behind the daily paper: context, tools, loops, memory, delegation, safety, interface, and trust.