What Courses to Implement
Courses → verdict and practical application plan

In short
Accumulated courses require dozens of hours of viewing, although first, it's important to understand which of them are worth deep study at all.
Outcome
Two independent passes create a one-pager with ideas, evidence, application to current tasks, assessment of 'fluff', and an honest decision about the depth of the next step.
How the automation runs
Trigger
A full corpus of one course has been added to an authorized private folder
Automation steps
- Checks corpus composition and lesson map
- First model extracts ideas, evidence, and application options
- Second model searches for gaps, weak foundations, and exaggerated verdicts
- Reconciles disagreements and links to specific materials
- Adds one-pager to the general priority index
Human check
A person makes the final verdict and decides what to implement; only materials with legal access are used, and the original course and large fragments are not redistributed.
Outcome
Two independent passes create a one-pager with ideas, evidence, application to current tasks, assessment of 'fluff', and an honest decision about the depth of the next step.
Automation diagram
The overall logic is publicUsing it
When to use it
There are several available courses or long educational corpora, and you need to quickly choose the depth of study without blindly trusting one model.
How to verify
Key conclusions lead to specific lessons, the second pass lists discrepancies, and the final verdict contains the next verifiable step instead of general praise.
Tools
Recipe details
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Need help putting this in place?
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