A multi-agent workflow struggles to recover from temporary database outages.
Which structured error

Q: What is the correct answer for Claude CCA-F Claude CCA-F?

The correct answer is B. The problem describes a multi-agent workflow failing to recover from 'temporary database outages,' which are transient errors. To build resilience, the system needs to know if an error is temporary and how to attempt recovery. Option B, retryable flags with timeout guidance, provides this crucial information. A 'retryable: true' flag informs the workflow it can attempt a retry, and 'timeout_guidan

Q: A multi-agent workflow struggles to recover from temporary database outages. Which structured error design BEST supports resilience?

The correct answer is B. The problem describes a multi-agent workflow failing to recover from 'temporary database outages,' which are transient errors. To build resilience, the system needs to know if an error is temporary and how to attempt recovery. Option B, retryable flags with timeout guidance, provides this crucial information. A 'retryable: true' flag informs the workflow it can attempt a retry, and 'timeout_guidan

Q: What are the options for this Claude CCA-F Claude CCA-F question?

A. Plaintext error paragraphs · B. Retryable flags with timeout guidance · C. Random error messages · D. Reduced observability

Question

A multi-agent workflow struggles to recover from temporary database outages.
Which structured error design BEST supports resilience?

FirstInTest · Accepted Answer

The problem describes a multi-agent workflow failing to recover from 'temporary database outages,' which are transient errors. To build resilience, the system needs to know if an error is temporary and how to attempt recovery. Option B, retryable flags with timeout guidance, provides this crucial information. A 'retryable: true' flag informs the workflow it can attempt a retry, and 'timeout_guidance' (e.g., 'retry_after_seconds: 5') suggests how long to wait before retrying, preventing immediate, overwhelming retries. Plaintext error paragraphs (Option A) are not machine-readable for automated retry logic. Random error messages (Option C) would make recovery unpredictable. Reduced observability (Option D) would hinder understanding and debugging, making recovery even harder. This is a fundamental pattern for building fault-tolerant and resilient AI-driven enterprise systems.

Answer

Plaintext error paragraphs

Answer

Retryable flags with timeout guidance

Answer

Random error messages

Answer

Reduced observability

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