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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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# Observability - Log meaningful events with enough structured context (identifiers, operation, outcome) to trace a request or job end-to-end. - Never log secrets, credentials, or personal data. - Fail loudly: surface errors with actionable messages and do not swallow exceptions silently. - Make externally observable failures diagnosable from logs and metrics alone, without reproducing locally.