How an Agent Generates Its Own Tools

A tool is generated as code, signed, verified against an expected outcome, and recorded. A failed tool is not trusted.

Where do generated tools run?

Inside the isolated context, with RAM-only execution of core modules. This prevents a tool from corrupting the core system files.

How is a generated tool trusted?

It is signed, verified against an expected outcome, and only a passing verdict updates the strategy weights. A failed tool is not trusted.

Can a generated tool call another?

Tools run through declarative flows; the flow defines the order and the contracts. A tool does not call another tool directly.

What happens to a failed tool?

It is recorded, not trusted, and the strategy weights are updated. The AST engine may repair the code if it violates a defined rule.

How is the tool secured?

Every package is encrypted with AES-GCM. The package is decrypted in the isolated context and executed without persisting to disk.