How to audit an AI-generated study guide against the original source
A five-step method for deciding which generated claims are supported, which need context, and which should not survive your notes.
Read the 8-minute guideFirst-hand methods for turning videos, papers, and podcasts into deliberate reading, verification, and retrieval sessions.
These are practical methods, not programmatic AI pages. Each guide states where the workflow can fail and links the research or official guidance it uses.
A five-step method for deciding which generated claims are supported, which need context, and which should not survive your notes.
Read the 8-minute guideA practical, source-aware workflow for turning a long technical video into a reading, verification, and retrieval session.
Read the 8-minute guideA page-aware method for studying a technical paper or document without treating generated prose as a replacement for the PDF.
Read the 9-minute guideA transcript-aware workflow for studying a technical podcast without inventing exact playback precision.
Read the 8-minute guideOpen a founder-authored, deterministic demonstration made from owned synthetic teaching text. It contains no private learner data and is not a customer result or a guarantee.