Educational publication only. Not investment, tax, or legal advice. No fiduciary relationship. Hypothetical / paper results do not indicate future performance. Full disclaimer

This classroom is an educational publication, not advice. Study tools, labs, and paper results stay hypothetical. Read the disclaimer.

Phase 3 of 5

Score phase

Votes and notes as instruments. One book for every student.

Treat model votes and research notes as instruments, not orders. See how a tally is built. Part of the 22-lesson GESH Learn investing course.

05

Twelve nodes, ten votes

Watch a voting rule produce a lean — and refuse to hear BUY in it.

  1. 10

    How models score — without becoming advice

    EnginesScholar

    A consensus engine is a voting rule, and every voting rule throws information away. This lesson opens the tally, finds what it discards, and shows why the headline word is the least informative part of it.

    13 min

06

Grounded research

Treat fluent text as untrusted until a price is on the table. Empty news abstains.

  1. 11

    How to read a research note (and what to ignore)

    CraftScholar

    Fluent text is cheap now. This lesson gives you an auditing procedure that works on any note, from any model, and does not need updating when the models improve.

    13 min

  2. 12

    Writing a study note that stays honest

    CraftScholar

    Auditing someone else's note is easy — nothing in it tempts you. Writing your own is where the line gets crossed, usually in the last sentence, usually by grammar rather than by claim.

    12 min

07

The shared $100k mask

Understand why every student sees the same model book.

  1. 13

    The publisher line — why we will not size your book

    DeskScholar

    Impersonal, bona fide, generally circulated. Three tests decide whether a thing is a publication or an adviser, and the feature this product refuses is refused because of exactly one of them.

    13 min

  2. 14

    Diversification: why one name is not a plan

    FoundationScholar

    The classroom book holds eight positions and behaves like fewer than two. This lesson does the arithmetic that shows why, and retires the number that hid it.

    14 min