STUDY NAVIGATION · THERMODYNAMICS DEMO
Give every hour a direction.
You have the materials. Now know what to study next.
Turn topic-level results into a next step that fits your time.
We could not build your plan
Finding your next step
Connecting your scores and your time through real calculations.
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Demo weights · not a forecast—min
What if I only have…
Change only the time. See which tasks still fit.
Turn priorities into action
Why this order? See the calculation
Priority = target gap × configured weight ÷ estimated hours
| Topic | Score | Gap | Weight | Estimate | Priority |
|---|
Ties follow the course order. Only scored topics below the target receive tasks. No prerequisite knowledge is inferred.
New assessment. New direction.
Stable task IDs let a teammate update existing tasks. This view compares plans; it has not changed a calendar.
Keep in mind
Read the full plan explanation
Explanations follow the current calculation. This version uses templates, with no model calls.
Inspect plan JSON
LOOK BEYOND THE TOTAL
Same score. A different next step.
A total can hide the gaps. Try two learners, then see how a new assessment changes the route.
Demo outputs are generated by the same engine. The example score changes are not evidence of product-driven gains.
FROM ASSESSMENT TO ACTION
A learning loop built for handoffs.
Analysis decides what to study. n8n can take the plan to calendars and notifications, using the changes identified after each assessment.
- 01
Assessment input
Topic scores and time budget
Working - 02
Analysis & plan
Validate → rank → allocate
Working - 03
Change detection
Stable task IDs and exact diffs
Working - 04
n8n · Calendar · Email
Adapter ready for teammate integration
Live flow unverified
One engine powers the web and n8n adapter. Switching language changes the presentation; task IDs and integration data stay the same.