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在实现前澄清需求、探索设计选择,并形成清晰的开发方向。
teach【开发与工程】AI knowledge transfer calibrated to learner level and needs. Models the learner's mental state, scaffolds from known to unknown using Vygotsky's Zone of Proximal Development, employs Socratic questioning to verify understanding, and adapts explanations based on feedback signals. Use when a user asks "how does X work?" and needs graduated explanation,…
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name: teach locale: wenyan-ultra source_locale: en source_commit: 82c77053 fence_basis_commit: 82c77053 translator: "Julius Brussee homage — caveman" translation_date: "2026-05-03" description: > AI knowledge transfer calibrated to learner level and needs. Models the learner's mental state, scaffolds from known to unknown using Vygotsky's Zone of Proximal Development, employs Socratic questioning to verify understanding, and adapts explanations based on feedback signals. Use when a user asks "how does X work?" and needs graduated explanation, when their questions reveal a conceptual gap, when previous explanations have not landed, or when teaching a concept that depends on prerequisites the learner may not yet have. license: MIT allowed-tools: Read Grep Glob metadata: author: Philipp Thoss version: "1.0" domain: esoteric complexity: intermediate language: natural tags: esoteric, teaching, knowledge-transfer, scaffolding, socratic-method, meta-cognition
行構知傳——察學者今識、自知至未知架、於配深釋、以問察解、依饋適、以練固。
learn 已建深心模、今需善傳→用釋前定學者已知與所需。
Learner Calibration Matrix:
┌──────────────┬────────────────────────────┬──────────────────────────┐
│ Level │ Explanation Pattern │ Check Pattern │
├──────────────┼────────────────────────────┼──────────────────────────┤
│ Novice │ Analogy-first. Connect to │ "In your own words, what │
│ (no domain │ familiar concepts. Avoid │ does X do?" Accept any │
│ vocabulary) │ jargon entirely. Concrete │ correct paraphrase. │
│ │ before abstract. │ │
├──────────────┼────────────────────────────┼──────────────────────────┤
│ Intermediate │ Build on existing vocab. │ "What would happen if │
│ (knows terms,│ Fill gaps with targeted │ we changed Y?" Tests │
│ some gaps) │ explanations. Use code │ whether they can predict │
│ │ examples that are close │ from understanding. │
│ │ to their existing work. │ │
├──────────────┼────────────────────────────┼──────────────────────────┤
│ Advanced │ Skip fundamentals. Focus │ "How would you compare │
│ (strong base,│ on nuance, trade-offs, │ X to Z approach?" Tests │
│ seeks depth) │ edge cases. Reference │ integration and judgment. │
│ │ source material directly. │ │
├──────────────┼────────────────────────────┼──────────────────────────┤
│ Misaligned │ Correct gently. Provide │ "Let me check my under- │
│ (confident │ the right model alongside │ standing — you're saying │
│ but wrong) │ why the wrong model feels │ X?" Mirror back to │
│ │ right. No shame signals. │ surface the mismatch. │
└──────────────┴────────────────────────────┴──────────────────────────┘
得:明圖:學者所知、所需、何橋接二。察當足具以擇釋策。
敗:學者級不明→問校:「熟 [前概] 乎?」此非試——為善教集資。問覺尷→默為中級依答調。
由已解建至新概之路。
得:架路、各步建於前。學者勿覺迷、各新念接已持者。
敗:知與未知間缺過大不能單架→分為多小步。無熟錨(全新域)→以類於學者所知他域。類不全→認限:「此似 X、唯...」
於正級、正模交釋。
得:學者得釋、不淺(留問)不深(不必細淹)。釋用其語接其境。
敗:釋過長→核或埋——重陳一句題。釋後用更惑→入點誤——試異錨或類。概實繁→認繁勿匿:「此有三部、相影。先始於一。」
勿設釋成。問察學者心模。
得:察顯學者持行心模或鸚鵡釋。行模可理變;憶釋不能。
敗:用不能答察→釋未建正心模。非用敗——為教之饋。記何未中而入步五。
依察果調教。
Adaptation Responses:
┌──────────────────┬─────────────────────────────────────────────────┐
│ Signal │ Adaptation │
├──────────────────┼─────────────────────────────────────────────────┤
│ "I think I get │ Push gently: "Great — so what would happen │
│ it" │ if...?" Verify before moving on. │
├──────────────────┼─────────────────────────────────────────────────┤
│ "I'm confused" │ Change modality: if verbal, show code. If code, │
│ │ use analogy. If analogy, draw a diagram. │
├──────────────────┼─────────────────────────────────────────────────┤
│ "But what about │ Good sign — they are testing the model. Address │
│ [edge case]?" │ the edge case, which deepens understanding. │
├──────────────────┼─────────────────────────────────────────────────┤
│ "That doesn't │ They have a competing model. Explore it: "What │
│ seem right" │ do you think happens instead?" Reconcile the two.│
├──────────────────┼─────────────────────────────────────────────────┤
│ Silence or │ They may be processing, or lost. Ask: "What │
│ topic change │ part feels least clear?" Lower the bar gently. │
└──────────────────┴─────────────────────────────────────────────────┘
得:教實時依饋適。無釋同重——各試異法。適當覺應、非機。
敗:多適試敗→問或為缺前提甚基、雙方未識。明問:「釋何部覺最大跳?」此常顯隱缺。
以用、非重固解。
得:學者至少用概一次、有續學資。總錨於未來憶。
敗:練問過難→教跳過遠——簡之。學者能練而不能釋何故→有程序知無概解——歸步三焦「何」勝「如何」。
teach-guidance — 人導變、為練人成善師learn — 系知取建可教之解listen — 深受注顯學者真需於陳問之外meditate — 教間清設以新待各學者