auto

No explicit malicious code or obfuscation present. The manifest describes a legitimate autonomous development loop that by design executes local commands and performs repository writes/commits. The primary security concern is the broad, unattended privileges granted to the agent (arbitrary quality_check execution, file writes, commits) combined with lack of enforced sandboxing, network restrictions, or secret-handling safeguards. This creates a moderate-to-high operational security risk when run in environments with credentials, network access, or attacker-writable repository files. Use only with strict isolation, least privilege, and human-in-the-loop controls.