Adaptive
Growth, challenge & misconceptions
Fires while learning is in motion, when a student is stuck, mismatched on challenge, or looping on the same error.
- Concept gaps and repeated difficulty
- Rising tutor dependence without transfer
Two types of Mastery Check-ins
Both are ungraded, both feed instructor alerts, and neither appears as GPA points.
Retrospective
Retention over time
Fires days or weeks later, when early competence looked solid but understanding may not have stuck.
- Spaced rechecks after strong early performance
- Gateway concepts needed for upcoming coursework
Detect, deploy, flag, recommend, and measure
Prediction matters only if there is still time to act, and only if the action does not punish the student for struggling.
Step 1
Detect
Early learning signals such as mastery trajectory, concept gaps, learning velocity, tutor patterns, and assignment friction surface academic risk before a grade locks in.
Step 2
Deploy
Synaptica automatically deploys the right Mastery Check-in: adaptive for growth and misconception repair, or retrospective for retention over time.
Step 3
Flag
Instructors see who needs support, why the checkpoint fired, and how urgent the academic risk appears, without treating struggle as a grade penalty.
Step 4
Recommend
Each flag includes concrete next steps: 1:1 check-in, small-group reteach, review tutor transcript, adjust upcoming practice, or office hours.
Step 5
Measure
After the checkpoint, Synaptica tracks whether the mastery trajectory improves so campuses can see whether support worked.
Signal → Mastery Check-in → instructor flag → measure response → adapt
Why students start to struggle
Struggle rarely begins with a failing grade. Synaptica matches academic learning patterns to the right check-in type.
Never solidly learned it
AdaptiveConcept gaps, low independence on new material
Learned it, then forgot
RetrospectiveStrong first performance, decay on spaced recheck
Misconception locked in
AdaptiveConfident wrong answers, tutor loops on the same error
False fluency
RetrospectiveHigh practice completion with weak retention later
What instructors receive
A priority flag with context and concrete next steps. Humans stay in control of outreach.
Example flag
Retrospective Mastery Check-in · Linear functions
Competence on the unit quiz, then a drop on a spaced retention check. Academic risk is rising before midterm, while GPA has not moved yet.
Recommended support
- Schedule a short 1:1 on the flagged concept
- Assign a small-group reteach before the next graded quiz
- Review tutor independence patterns for stuck loops
- Adjust upcoming practice difficulty or spacing
Mastery is not GPA
GPA measures what was demonstrated on graded coursework. Mastery measures whether learning is holding and whether support is working.
GPA / Gradebook
Faculty-graded coursework
Quizzes, exams, essays, and labs owned by instructor policy and the academic record.
Mastery
Diagnostic learning signal
Adaptive and Retrospective Check-ins that are ungraded and safe to struggle on, driving flags and trajectory.
The tutor feeds the signal
Lesson-grounded, Socratic help when students work alone. Independence patterns help detect when an Adaptive Mastery Check-in should fire, without grading the struggle.
synaptica.app · AI tutor workspace
Peer-Review Workshop Reflection
Composition & Rhetoric (ENG 101)
- Understand
- Plan
- Work
- Review
- Reflect
AI Tutor
Before we outline the reflection, what is the single strongest piece of feedback your peer gave—and how did it change one specific sentence in your draft?