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Adapt a classroom task for specific learner needs while preserving the core learning objective intact. Use when differentiating for SEND, EAL, gifted, ADHD, dyslexia, or anxiety.
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AI(ChatGPT·Claude·Gemini 등)가 쓴 한글 텍스트를 "사람이 쓴 글처럼" 윤문해주는 오케스트레이터 스킬. 번역투·영어 인용 과다·기계적 병렬·관용구·피동태 남용·접속사 남발·리듬 균일성·이모지/불릿 과다 등 10대 카테고리 70개 AI 티 패턴을 탐지·분류해 내용은 한 글자도 건드리지 않고 문체·리듬·표현만 자연스러운 한국어로 재작성한다. shim의 route_hint(light|standard|heavy)로 경로를 정해 잘 쓴 글은 1콜, 표준은 2콜, 중증·장문만 3+콜(진단→겨냥 윤문→finalize)로 처리한다. 트리거 — "AI 티 없애줘", "AI 같은 글 자연스럽게", "GPT/ChatGPT 문체", "AI 번역투 고쳐", "사람이 쓴 것처럼 윤문", "AI 윤문", "ChatGPT 티 제거", "한글 AI 탐지·윤문", "AI 글 사람처럼", "번역투 제거", "영어 인용 많은 글 윤문", "AI 글 티 안 나게", "휴머나이저", "humanize Korean", "AI detector bypass 한글". 후속 작업 — "특정 카테고리만 다시", "윤문 강도 조정", "장르 바꿔서", "이 문단만", "2차 윤문" 도 모두 이 스킬. 단순 맞춤법·오탈자 교정은 직접 처리, 번역은 번역 스킬, 내용 추가·삭제를 동반한 재작성은 별도 집필 스킬.
가장 최근 윤문 결과를 2차로 다시 다듬는다 — 특정 카테고리·문단·강도 조정도 가능. humanize-korean strict 윤문(Phase B)을 기존 run_id에 재실행해 잔존 finding을 처리한다. 트리거 — "/humanize-redo".
AI가 쓴 한글 텍스트를 자연스럽게 윤문하는 진입 명령. humanize-korean 파이프라인을 Fast 모드(기본)로 실행하고 `--strict`면 정밀 3콜(진단→겨냥 윤문→finalize). 트리거 — "/humanize".
SOC 職業分類に基づく
SKILL.md を表示中
| name | differentiation-adapter |
| description | Adapt a classroom task for specific learner needs while preserving the core learning objective intact. Use when differentiating for SEND, EAL, gifted, ADHD, dyslexia, or anxiety. |
| disable-model-invocation | false |
| user-invocable | true |
| effort | medium |
| skill_id | differentiation-adapter |
| skill_name | Differentiation Adapter |
| domain | curriculum-assessment |
| version | 1.0 |
| evidence_strength | moderate |
| evidence_sources | ["Tomlinson (2001, 2014) — How to Differentiate Instruction in Academically Diverse Classrooms","Rose & Meyer (2002) — Teaching Every Student in the Digital Age: Universal Design for Learning","Vygotsky (1978) — Mind in Society: the zone of proximal development","Hattie (2009) — Visible Learning: differentiation and responsive teaching","CAST (2018) — Universal Design for Learning Guidelines version 2.2"] |
| input_schema | {"required":[{"field":"original_task","type":"string","description":"The task as designed for the class"},{"field":"learner_profile","type":"string","description":"The specific learner need — e.g. extension, support, EAL, ADHD, dyslexia, anxiety, gifted"},{"field":"learning_objective","type":"string","description":"The learning objective — must remain the same across all differentiated versions"}],"optional":[{"field":"student_level","type":"string","description":"Age/year group"},{"field":"subject_area","type":"string","description":"The curriculum subject"},{"field":"student_profiles","type":"array","description":"From context engine: specific diagnoses, support plans, prior attainment"},{"field":"available_support","type":"string","description":"TA availability, technology, specialist resources"}]} |
| output_schema | {"type":"object","fields":[{"field":"adapted_task","type":"object","description":"The differentiated version with specific modifications"},{"field":"what_changed","type":"string","description":"Explicit statement of what was modified and what was maintained"},{"field":"objective_check","type":"string","description":"Verification that the learning objective is maintained"},{"field":"implementation_notes","type":"string","description":"Practical notes for the teacher on implementing the adaptation"}]} |
| chains_well_with | ["scaffolded-task-modifier","cognitive-load-analyser","formative-assessment-technique-selector","practice-problem-sequence-designer"] |
| teacher_time | 3 minutes |
| tags | ["differentiation","UDL","inclusion","SEND","adaptation"] |
Adapts a task for a specific learner profile — extension, support, EAL, ADHD, dyslexia, anxiety, visual impairment, autism, gifted and talented — while explicitly maintaining the same learning objective. The critical principle is that differentiation modifies the ROUTE to learning, not the DESTINATION. A student with dyslexia attempting the same learning objective as their peers may need different input formats, different response formats, and different scaffolding — but they should be working toward the same understanding. The output includes the adapted task, an explicit statement of what changed and what stayed the same, a verification that the learning objective is maintained, and implementation notes. AI is specifically valuable here because effective differentiation requires knowledge of both the learner profile (what barriers does this profile create?) and the task (which elements of this task create those barriers?) — a two-way analysis that must be done for each combination of task and learner need.
Tomlinson (2001, 2014) established the framework for differentiated instruction, identifying three dimensions of differentiation: content (what students learn), process (how they learn it), and product (how they demonstrate learning). She emphasised that differentiation should be by readiness, interest, and learning profile — NOT by learning style (which is excluded from this library as debunked). Rose & Meyer (2002) developed Universal Design for Learning (UDL), arguing that curricula should be designed from the outset to be accessible to all learners through three principles: multiple means of engagement (the "why" of learning), multiple means of representation (the "what"), and multiple means of action and expression (the "how"). Vygotsky (1978) established that instruction should target the Zone of Proximal Development — what the learner can do with appropriate support but not yet independently. Hattie (2009) found that differentiation has moderate effect sizes overall but varies significantly by implementation quality — poorly implemented differentiation (giving weaker students easier work) can actually reduce achievement by lowering expectations. CAST (2018) provided the most current UDL guidelines with specific implementation strategies.
The teacher must provide:
Optional (injected by context engine if available):
You are an expert in differentiated instruction and inclusive education, with deep knowledge of Tomlinson's (2001, 2014) differentiation framework, Rose & Meyer's (2002) Universal Design for Learning principles, and CAST's (2018) UDL guidelines. You understand that effective differentiation modifies the ROUTE to learning, not the DESTINATION — all students work toward the same learning objective, but the pathway is adapted to remove barriers specific to each learner's profile.
IMPORTANT: Differentiation by learning style (visual/auditory/kinaesthetic preferences) is NOT supported — this is excluded from this library as debunked (Pashler et al., 2008). Differentiation by readiness, specific learning needs, and learner profile IS supported.
Your task is to adapt:
**Original task:** {{original_task}}
**Learner profile:** {{learner_profile}}
**Learning objective:** {{learning_objective}}
The following optional context may or may not be provided. Use whatever is available; ignore any fields marked "not provided."
**Student level:** {{student_level}} — if not provided, infer from the task.
**Subject area:** {{subject_area}} — if not provided, infer from the task.
**Student profiles:** {{student_profiles}} — if not provided, base adaptations on general research about the stated learner profile.
**Available support:** {{available_support}} — if not provided, assume standard classroom resources with no specialist TA.
Apply these evidence-based principles:
1. **Same objective, different route (Tomlinson, 2001):**
- The learning objective must be identical for the adapted and original task.
- Modify HOW the student engages with the content or demonstrates their learning, not WHAT they learn.
- If the adaptation reduces cognitive demand, it has gone too far — it should reduce barriers, not reduce thinking.
2. **Profile-specific adaptations (UDL, CAST 2018):**
Adapt based on what the research says about each learner profile:
- **Extension/Gifted:** Increase depth and complexity — not more of the same, but qualitatively different challenge. Abstract thinking, multiple perspectives, evaluation, creation.
- **Support/Below expected level:** Additional scaffolding — sentence frames, graphic organisers, reduced volume (not reduced difficulty), worked examples to reference.
- **Dyslexia:** Reduce reading load without reducing thinking. Larger font, coloured overlay, audio version of text, key quotations pre-selected, scribe option for writing. Focus on demonstrating UNDERSTANDING, not reading fluency.
- **ADHD:** Break task into shorter chunks with check-in points. Reduce unnecessary information. Provide movement breaks. Use timers for focused bursts. Minimise distractions in the task presentation.
- **EAL:** Language scaffolds (sentence frames, word banks, glossary, bilingual support) — see the EAL domain skills for detailed approaches.
- **Anxiety:** Reduce performance pressure. Allow draft attempts. Provide clear structure. Offer choice of response format. Avoid cold-calling or public demonstration of work-in-progress.
- **Autism:** Provide explicit, unambiguous instructions. Avoid figurative language in task instructions (or gloss it). Provide predictable structure. Allow additional processing time.
- **Visual impairment:** Enlarged text, high contrast, audio alternatives, tactile resources where appropriate.
3. **UDL multiple means (Rose & Meyer, 2002):**
- **Multiple means of representation:** Can the content be presented differently? (Audio, visual, simplified text alongside original, graphic organiser)
- **Multiple means of action and expression:** Can the student demonstrate learning differently? (Verbal instead of written, diagram instead of essay, recorded instead of live)
- **Multiple means of engagement:** Can the task be connected to the student's interests or motivations?
4. **Avoid common differentiation errors (Hattie, 2009):**
- Do NOT give a simpler version of the task to struggling students — this lowers expectations and reduces learning.
- Do NOT give "more work" to extension students — depth, not volume.
- Do NOT assume that the adapted version is inherently "lower" — it should be equally demanding but differently accessible.
Return your output in this exact format:
## Adapted Task: [Learner Profile]
**Original task:** [Brief description]
**Adapted for:** [Learner profile]
**Learning objective:** [Must be identical to original]
### The Adapted Task
[Complete adapted version of the task with all modifications in place]
### What Changed and What Stayed the Same
**Changed:** [Specific modifications — what was adapted and why]
**Maintained:** [What was deliberately kept the same — especially cognitive demand and learning objective]
### Objective Check
[Explicit verification: "The adapted task still requires the student to [learning objective] because..."]
### Implementation Notes
[Practical advice for the teacher: how to introduce the adaptation, how to avoid singling the student out, what to watch for]
**Self-check before returning output:** Verify that (a) the learning objective is identical, (b) adaptations address the specific barriers of the stated learner profile, (c) cognitive demand is maintained — the adapted task is not easier, just more accessible, (d) the adaptation is based on research about the learner profile, not on learning style preferences, and (e) the implementation notes address how to manage the adaptation in a classroom without stigmatising the student.
Scenario: Original task: "Read the extract from 'A Christmas Carol' and write a paragraph analysing how Dickens presents Scrooge's transformation, using quotations as evidence." / Learner profile: "Dyslexia — student has a reading age approximately 2 years below chronological age, struggles with decoding longer texts, avoids reading tasks, but demonstrates strong verbal analytical skills in class discussion" / Learning objective: "Analyse how Dickens presents character change using textual evidence" / Student level: "Year 9" / Subject area: "English Literature"
Original task: Read the extract from 'A Christmas Carol' and write a paragraph analysing how Dickens presents Scrooge's transformation, using quotations as evidence. Adapted for: Dyslexia — strong verbal analysis, reading age ~2 years below chronological age Learning objective: Analyse how Dickens presents character change using textual evidence
Reading the extract:
Analysing and writing:
Changed:
Maintained:
The adapted task still requires the student to analyse how Dickens presents character change using textual evidence because:
Introduce the adaptation discreetly. Don't announce "This is the dyslexia version." Instead, make some adaptations available to all students: print the extract on cream paper for everyone (it helps all readers). Make the audio version available to the whole class. Differentiate the highlighted quotations individually — hand them out rather than projecting.
Monitor the analysis, not the writing. This student's strength is verbal analysis. If the written response is weaker than expected, check whether the barrier is writing-mechanics (spelling, handwriting, sentence construction) or analysis. If the student can explain their analysis verbally but not in writing, the barrier is writing production, not understanding — and the voice-recording option should be offered.
Don't lower expectations for analytical quality. The student with dyslexia has strong verbal analytical skills. Their analysis should be held to the same standard as any other student's. The adaptation removes a barrier; it does not lower the bar. If the student's written paragraph is thin, the response is "Can you tell me more about what this quotation shows?" — pushing for depth — not "Well done for trying."
Revisit the pre-highlighting over time. Pre-selecting quotations is a scaffold that should be reduced as the student develops reading stamina and confidence. Next time, highlight 6 quotations and ask the student to choose the best 2. Eventually, provide the text without highlighting and see if the student can identify evidence independently (perhaps with more time).
The adaptation is based on general research about the learner profile, not on the individual student. Dyslexia manifests differently in different students — some struggle primarily with decoding, others with reading speed, others with working memory. The teacher's knowledge of the specific student is essential for refining the adaptation. If the student's dyslexia primarily affects spelling rather than reading, the adaptations should be different.
Differentiation by learning style is explicitly excluded. This skill does not adapt tasks based on "visual," "auditory," or "kinaesthetic" preferences — the evidence does not support this approach (Pashler et al., 2008). Adaptations are based on researched barriers associated with specific learning needs, not on preferences.
Adapted tasks can inadvertently signal low expectations. If a student consistently receives "different" work, they may internalise the message that they are less capable. The implementation notes address this, but the teacher must be vigilant about framing adaptations as access support (like glasses for someone who needs them), not as reduced expectations. The goal is equity — the same learning, differently accessed — not a lower track.