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Free LangGraph course

LangGraph for Agentic Workflows

Module 10 Knowledge Check

5 questions. Pass mark 4 out of 5. Answer every question before checking the answer key below, then retry after reading the feedback.

1. The first thing a trace must show when a run goes wrong is…

2. A workflow produced a wrong final answer. The efficient first check is…

3. Traces of production runs commonly contain…

4. Recovery after a failed consequential action must first establish…

5. Idempotency keys on action tools help because…

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Answer Key and Explanations

Check these only after attempting every question.

1. B - The sequence of nodes, the state at each step, and the actual inputs and outputs

Without per-step state you are guessing at which node introduced the problem.

2. B - Walk the trace to find the first step where state became wrong

Fixing the last node when the error entered three nodes earlier just moves the symptom.

3. B - User content and tool inputs, so they need access control and retention limits

Observability data is a second copy of your users' data; govern it accordingly.

4. B - Whether the action actually completed before the failure

Blind retry can duplicate a sent message, a payment, or a record change.

5. B - A repeated call with the same key does not repeat the effect

They make retries safe, which is what allows automated recovery at all.

Practical Check

Apply this module to your own work: complete the module activity for *Debugging, Tracing, and Failure Recovery*, then write one sentence naming what your result shows and one naming what it does not.

Strong Answer Pattern

A strong answer names the task, the evidence used, the check performed, and the remaining limitation. It avoids "proved", "guaranteed", or "always" unless the evidence genuinely supports it.