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What Courses to Implement

Courses → verdict and practical application plan

Two independent systems analyze stacks of lessons, and a robot verifies their conclusions in one decision card

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

  1. Checks corpus composition and lesson map
  2. First model extracts ideas, evidence, and application options
  3. Second model searches for gaps, weak foundations, and exaggerated verdicts
  4. Reconciles disagreements and links to specific materials
  5. 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 public
Input
TriggerA full corpus of one course has been added to an authorized private folder
System
Step 1Checks corpus composition and lesson map
System
Step 2First model extracts ideas, evidence, and application options
System
Step 3Second model searches for gaps, weak foundations, and exaggerated verdicts
System
Step 4Reconciles disagreements and links to specific materials
System
Step 5Adds one-pager to the general priority index
Human
Human controlA 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
Observable outcomeTwo 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.

Using 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

geminicodexwhispermarkdown

Recipe details

Time1 eveningDifficulty2 of 5Steps6Prerequisites3
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No emailNo site loginOne check for the whole libraryBuildable starter

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