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Automatically synthesize, apply, and verify security remediations for vulnerabilities identified by fable-redteam. Generates surgical AST and code patches, creates continuous TDD regression test guards, performs atomic workspace mutations with automated rollback circuit breakers, and seals cryptographic healing attestations.