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paqad-ai

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Spec-driven development framework — AI agents that think before they type

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spoofing can the caller's identity or a data source be impersonated? (session hijack, token forge, OAuth redirect manipulation, webhook source spoofing) tampering can data in transit or at rest be modified without detection? (unsigned payloads, mutable client-side state, unprotected webhooks, request replay) repudiation are high-value actions audited with sufficient actor context? (financial transactions, permission changes, data deletions, admin operations) information-disclosure can sensitive data be extracted via enumeration, error messages, timing attacks, or side-channels? (verbose errors, user enumeration, introspection) denial-of-service are there resource-exhaustion paths? (unbounded queries, large uploads, tight loops, regex DoS, GraphQL depth bombs, missing rate limits) elevation-of-privilege can a low-privilege actor reach higher-privilege actions? (mass assignment, JWT confusion, path traversal to admin endpoints, IDOR)