self-customize

To enable agent self-improvement, you use a controlled workflow that manages system-level package installation and MCP server integration. This ensures modifications are scoped, reviewable, and maintain container isolation for secure agent evolution.

The best way to expand agent capabilities safely is through delegated code development using a builder agent pattern. This approach isolates code changes, ensuring that modifications are reviewable and scoped before affecting the main environment.

Yes, you can add capabilities like RSS feed reading by integrating MCP servers. This controlled workflow guides the agent to expand its functional reach while ensuring the modifications remain isolated and reviewable.

Container isolation works by scoping all self-modification and capability expansion tasks within a delegated builder agent environment. This ensures that code changes are contained, reviewable, and do not compromise the primary system's stability.

You need a builder agent when adding complex new capabilities like audio transcription that require delegated code development. It guides the process of spinning up specialized agents to implement features while keeping modifications scoped and isolated.

Yes, the self-customize workflow supports safely installing both system packages and npm dependencies. It manages these environment modifications through controlled workflows to ensure secure and reviewable agent evolution.