Agent Application DevelopmentAccount
Knowledge catalogChoose core direction and segmented content
Practice 45IntermediateImplementationAbout 12 minutes

Corresponding knowledge: Task causality and resource attribution

After the Agent goes online, the response becomes slower and the cost becomes higher. How to determine the specific step?

String business tasks, model requests and tool calls into queryable links, and use quality regression to supplement operating indicators.

Learn corresponding knowledgeInterview questions · Answer independently →
OpenTelemetryTracingReviewcost control

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

The knowledge corresponding to this exercise:

Task causality and resource attribution · Principle explanation →
Knowledge unit directory

LEARN · PRACTICE · REFLECT

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

Design minimal Trace fields for multi-tool tasks to locate P95 latency sources.

Expand acceptance requirements and checkpoints
  • Runs and steps can be associated
  • Cost includes retries
  • Secrets and personal information are not logged by default

Key inspections

  • Able to distinguish three levels of tasks, steps, and attempts, and connect context in asynchronous queues.
  • Can explain how to collect operational indicators and answer quality indicators respectively.
  • Ability to design masking, sampling and audit retention policies rather than logging all original text by default.