Category: Blog
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MindOS Learning Manual: Correction State | Can You Repair the Error Without Copying the Fix?
A wrong answer can receive perfect feedback and still remain unlearned. Correction State asks whether the learner can locate, explain, repair and later avoid the error with progressively less help.
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From Measurement to Action — A Practical Calibration Guide for Parents, Teachers, Students and AI
The canonical Bolt action guide: how to turn scores, self-estimates, observations and uncertainty into the next useful learning decision without overreacting, underreacting, creating dependency or confusing performance with human worth.
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How to Read a Learner: Score, Self-Estimate, Teacher, Parent, Task, State and Time
Canonical Bolt interpretation guide for School–Teacher–Student performance calibration: read scores, response traces, learner predictions, teacher judgement, support, task conditions, state and history without allowing one signal to define the learner.
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Human Performance Calibration — The Complete Bolt Framework
Canonical Bolt framework for School–Teacher–Student performance calibration: interpret observed performance, teacher/coaching evidence, measurement conditions, self-estimates and uncertainty, then recalibrate the next performance cycle without confusing a score with the learner.
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Student/Studying Interface Learning Manual: Finish-Condition Interface | A Study Session Needs a Definition of Done
A Learning Manual for defining when a bounded study session can stop, what remains open, what must be recorded, and how to avoid confusing time spent or pages completed with proof of learning.
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Student/Studying Interface Learning Manual: Study-Mode Interface | Learning, Practice and Revision Are Not the Same Session
A student-facing manual for making the current study mode visible—learning, practice or revision—so resources, first actions and finish conditions match the job of the session.