Learning library

Guides for reading AI research carefully

Reviewed evergreen guides for interpreting evidence, debate, risk review, and the Portfolio Manager rating before you act on a report. They teach a reading order. They do not replace a finished report or tell you what to buy.

How to use this library

Start with the date and the listing, then read evidence, then the debate, then the rating. The six guides below follow that order. Use them when a public report looks conclusive and you need a slower pass, or when you are about to start a job and want the boundaries in view.

What these guides are not

They are not model rankings, trade signals, or a second research graph. They do not update when a single report is published. When the hosted method or rating scale changes, the editorial note at the bottom is the place that should move.

Suggested reading order

You do not need every guide every time. If you only open one, read the first. If a report’s ticker or date looks wrong, skip ahead to identity or analysis-date.

  1. 01How to read a multi-agent equity research report
  2. 02Why analysis dates and data boundaries matter
  3. 03How to interpret Bull and Bear research
  4. 04A verification checklist for AI research
  5. 05Tickers, exchanges and company identity
  6. 06Portfolio Manager five-tier ratings explained
  1. Research guide

    How to read a multi-agent equity research report

    A practical order for reading evidence modules, Bull/Bear debate, risk review and the Portfolio Manager five-tier rating.

    Read guide
  2. Research guide

    Why analysis dates and data boundaries matter

    How a visible time boundary protects historical research from quietly using future information.

    Read guide
  3. Research guide

    How to interpret Bull and Bear research

    Read opposing research as an assumption map, not as two predictions to average.

    Read guide
  4. Research guide

    A verification checklist for AI research

    Five checks that turn an AI-generated report into an input you can evaluate rather than a conclusion to copy.

    Read guide
  5. Research guide

    Tickers, exchanges and company identity

    Why a ticker alone is not always enough to identify a research target across markets and providers.

    Read guide
  6. Research guide

    Portfolio Manager five-tier ratings explained

    What Buy, Overweight, Hold, Underweight, and Sell mean on TradingAgents Report public pages—and how they differ from the Trader’s intermediate action.

    Read guide

Read published reportsSee the hosted methodRead the TradingAgents paper