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research-agents

Research workflows

Last reviewed Oct 2, 2026 Content v20261002
Track mode
none
Means
Read / quiz
Reading
~2 min
Level
advanced

This lesson

This lesson teaches Research workflows: core ideas and practice patterns for AI Agents.

Teams apply Research workflows in every serious AI Agents project—skipping it leaves blind spots in analysis and reviews.

You will apply Research workflows in contexts like: Support workflows, research assistants, code agents, and any product that lets a model call an API.

Study explanations, case studies, and MCQs—this topic is read/quiz focused without a code runner.

When foundational lessons in this topic feel familiar.

Research workflows on the AI Agents track. Research agents gather sources, compare them, and keep a bibliography. They are not allowed to invent a citation. Every claim that matters links to a fetched source.

This lesson assumes you already worked through Agents that edit code.

The idea in practice

Tools: search, open_url, save_note. Notes store url, quote, and the claim it supports. The final brief lists unresolved questions.

A concrete check

goal = {
    'track': 'AI Agents',
    'lesson': 'Research workflows',
}
checks = [
    'input available at decision time',
    'score matches the real decision',
    'failure case written down',
]
print(goal['lesson'])
for item in checks:
    print('-', item)

Run the sketch locally if you have Python. The printout is a reminder of the checks, not a trained model. Replace the strings with the real inputs from your own example before you treat it as a design.

What usually goes wrong

A fluent brief with no saved notes is unreviewable. When this happens, stop adding parameters or tools. Fix the check, the data, or the permission, then run the same example again.

What to write down

  • The input you are allowed to use at decision time.
  • The output and the score or pass rule.
  • One failure you will test on purpose.
  • What you will not claim the system can do.

Practice

Define the note schema and one rule that rejects a claim with no url.

Self-check

  1. Say Research workflows in one sentence that mentions an input and an output.
  2. Name the failure mode in this lesson and the check that would catch it.

Done when: you can explain this lesson without the page open, and you have a written failure case.

Interview tip Lesson completion confidence

Can you explain this lesson in 30 seconds without reading notes?

Not saved yet.

Check yourself

Multiple choice — immediate feedback.

Discussion

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Starter discussion topics

  • What part of this lesson needs a second read?
  • What would you try differently in a real project?

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