Agent Application DevelopmentAccount
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Practice 01FundamentalsConceptsAbout 12 minutes

Corresponding knowledge: Control and completion criteria in agent loops

How does the Agent loop stop? How to draw the boundary between model decision-making and runtime control?

Starting from the tool invocation loop, design termination conditions, budgets, cancellations, and verifiable completion statuses.

Learn corresponding knowledgeInterview questions · Answer independently →
Agent LoopbudgetTermination conditionCancel

Knowledge content check2026-10-03 · Check the source of the original question2026-10-02

The knowledge corresponding to this exercise:

Control and completion criteria in agent loops · Principle explanation →
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Knowledge exercises·Independent answers

My notes and review ↗

Principles and Solutions have been collapsed. Explain the core mechanism, boundaries and verification methods in your own words, and then compare them.

Answers and personal notes

Each modified commit will be kept as an independent history. Your level of mastery is up to you to evaluate yourself against the standards.

Explain in your own words first

The core principles, analysis, Q&A and migration cases have been closed. When you are ready, unfold it and compare it with the content to find any omissions.

Hands-on verificationComplete on demand · Suggestions15 minutes

Draw a state machine for a tool loop and simulate the model requiring the same failure action three times in a row.

Expand acceptance requirements and checkpoints
  • Repeated failures will result in bounded termination.
  • The model is claimed to be complete but still needs to pass acceptance
  • Stop reason traceable

Key inspections

  • Can explain the difference between model call rounds and tool execution times
  • Distinguish final text from business acceptance
  • Provide budget, cancellation, exception final status and recording method