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    Enables AI agents to run shell commands, perform sandboxed file operations, and make HTTP requests through zero-trust guards that block command injection, path traversal, and SSRF while redacting secrets from inputs and outputs. Circuit breakers, per-session rate limits, and an append-only audit ledger prevent runaway loops, excessive token spend, and provide post-hoc traceability.
    5
    MIT