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.
Craft
Lesson 11 of 22 · 13 min
How to read a research note (and what to ignore)
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.
What you will be able to do
After this lesson you can audit any research note by tracing each numeric claim to a grounded source or rejecting it, explain why a node with no input must abstain rather than infer, and identify the sentence shapes that turn a description into an instruction.
Inside this lesson
Every number has a parent, or it is fiction
Audit one
Zero articles means abstain
Narratives love to become orders
This lesson is on Scholar
Audit includes orientation and the two-rooms lesson. The rest of the path is paid course access — still education, still not advice.