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    DSLM

    Turn stored learner evidence into the next lesson focus.

    The Dynamic Student Learning Model supports 1-Minute Prep by organizing profile, goals, nano-skill metrics, pacing, roadmap phases, notes, homework, flashcards, and teacher observations before worksheet output.

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    DSLM skills heat map showing nano-skill mastery and category breakdown
    Skills Heat Map: broad CEFR areas are broken into nano-skill evidence.
    1-Minute Prep next-step suggestion generated from DSLM context
    Next Lesson Ideas: the teacher reviews the suggested focus before worksheet output.

    DSLM is the decision layer inside 1-Minute Prep.

    Use the canonical workflow page to see how student context, DSLM nano-skill evidence, pacing, and worksheet output fit together.

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    What it does in the workflow

    Nano-skill Precision

    Track evidence at the atomic level: grammar forms, vocabulary patterns, reading inference, writing register, speaking tasks, and listening detail extraction.

    Trend Detection

    See which skills are improving, stable, or declining. Intervene before small gaps become big problems.

    Next-step Suggestions

    Use available student context, pacing, roadmap phase, and skill metrics to generate clearer worksheet recommendations for teacher review.

    Signal Graph

    Profile, goals, tests, worksheets, homework, notes, flashcards, pacing, and events become a student-specific context layer over time.

    The 4-Layer Architecture

    From stored learner evidence to teacher-reviewed next-step suggestions.

    Layer A
    Signal Log
    Welcome Test answers, worksheet events, homework evaluations, teacher notes, goals, and available activity context
    Layer B
    Nano-skill Metrics
    Atomic labels, mastery values, trend indicators, event counts, and last-activity timestamps
    Layer C
    Learner Profile
    CEFR baseline, profile traits, self-profile notes, goals, deadlines, and pacing mode
    Layer D
    Decision Support
    Roadmap phases and next-step worksheet suggestions for teacher review before worksheet output

    What DSLM Tracks

    Six skill areas with atomic nano-skill labels. The labels become more useful when mastery and trend signals accumulate.

    Skill AreaExample Nano-skills Tracked
    Grammarns.grammar.present_perfect_continuous, ns.grammar.third_conditional, ns.grammar.passive_voice_past
    Vocabularyns.vocabulary.collocation_do_make, ns.vocabulary.word_formation_adverb, ns.vocabulary.idiom_comprehension
    Readingns.reading.identify_main_idea, ns.reading.inference_from_text
    Writingns.writing.formal_narrative, ns.writing.pragmatic_appropriacy, ns.writing.complaint_register
    Speakingns.speaking.complaint_oral, ns.speaking.pragmatic_declining_oral
    Listeningns.listening.detail_extraction

    Learning Pacing and Roadmap Context

    DSLM uses pacing and roadmap context to decide whether the next step should be more input-first, balanced, or output-heavy. The teacher reviews every proposal before accepting it.

    Pacing recheck proposal with teacher approval controls
    Pacing proposals are decision support. The teacher accepts or dismisses the change.
    DSLM 1-Minute Prep pathway with suggestion, roadmap, and pacing context
    Roadmap and next-step suggestions keep worksheets from becoming isolated one-off tasks.

    How DSLM works

    1

    Student context is created

    Profile, goals, Welcome Test results, homework, flashcards, live work, or teacher observations provide the starting signals.

    2

    DSLM organizes available signals

    The system turns raw activity and teacher context into profile, nano-skill mastery, trend, pacing, and planning information.

    3

    You review the next-step view

    Open the student profile to see nano-skill signals, trend indicators, confidence context, and suggested worksheet directions.

    4

    Teach with teacher control

    Use DSLM next-focus suggestions to generate the next worksheet, or choose your own focus — then review and edit before use.

    Frequently Asked Questions

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