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Map control, influence, and concern after systems analysis. Use when students need wise agency without being made responsible for everything.

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nota-america/forgecat-agent-profiles92Updated Sep 24, 2026

After any AI-generated explanation, require the learner to identify one place it could be wrong, one thing to check, and one source to consult. Builds epistemic vigilance — treats AI output as a claim to evaluate, not truth to absorb.

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nota-america/forgecat-agent-profiles92Updated Sep 24, 2026

Design a Funhouse Mirror activity where students use their own domain expertise to detect AI distortions, omissions, and overconfidence. Use when students know a subject well enough to evaluate AI claims about it.

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nota-america/forgecat-agent-profiles92Updated Sep 24, 2026

Audit and redesign AI-generated feedback for pedagogical quality, timing, and learning impact. Use when building or reviewing automated feedback in digital learning tools.

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nota-america/forgecat-agent-profiles92Updated Sep 24, 2026

Design a fact-checking protocol for AI-generated text, extending SIFT with AI-specific adaptations for hallucination detection. Use when students need to verify AI claims and citations.

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nota-america/forgecat-agent-profiles92Updated Sep 24, 2026

Generate argument structure scaffolds using Toulmin, PEEL, or CER frameworks for a specific claim or question. Use when teaching argumentative or analytical writing across any subject.

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nota-america/forgecat-agent-profiles92Updated Sep 24, 2026

Design the deeper patterns, structures, artefacts, and mental models needed to grow a desired event. Use when a class imagines a better future.

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nota-america/forgecat-agent-profiles92Updated Sep 24, 2026

Routes between five assessment pathways — formative, rubric/criteria, authentic/performance, peer/self, and diagnostic — with validity and equity checks. Use when a teacher needs help choosing how to assess.

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nota-america/forgecat-agent-profiles92Updated Sep 24, 2026

Audit a proposed assessment for construct validity, reliability, and alignment to learning objectives. Use when reviewing or quality-assuring assessments before deployment.

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nota-america/forgecat-agent-profiles92Updated Sep 24, 2026

Design a moment of awe or wonder that hooks curiosity and deepens emotional engagement with content. Use when opening units, introducing surprising material, or reigniting student interest.

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nota-america/forgecat-agent-profiles92Updated Sep 24, 2026

Design targeted interventions that strengthen belonging and inclusion for specific classroom dynamics. Use when students feel isolated, cliques form, or new students need integrating.

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nota-america/forgecat-agent-profiles92Updated Sep 24, 2026

Redesign a learning space using biophilic design principles to improve focus, calm, and wellbeing. Use when classroom environment contributes to restlessness, poor attention, or stress.

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nota-america/forgecat-agent-profiles92Updated Sep 24, 2026

Evaluate a teacher-drafted central historical question for its capacity to drive genuine historical inquiry. Use when assessing whether a question will generate real evidence-weighing or produce shallow responses.

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nota-america/forgecat-agent-profiles92Updated Sep 24, 2026

Design a checking-for-understanding protocol with specific techniques for each lesson stage. Use when planning systematic comprehension checks during explicit or direct instruction.

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nota-america/forgecat-agent-profiles92Updated Sep 24, 2026

Analyse a learning task for cognitive load problems and recommend specific design improvements. Use when tasks overwhelm students, instructions feel complex, or materials need simplifying.

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nota-america/forgecat-agent-profiles92Updated Sep 24, 2026

Map knowledge components and skill hierarchies for a cognitive tutoring system or adaptive learning platform. Use when designing intelligent tutoring software or skill-based mastery systems.

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nota-america/forgecat-agent-profiles92Updated Sep 24, 2026

Build a five-level rubric with coherent logic for a learning target within a developmental band. Use for Manning methodology programmes where Competent = success. For general curriculum rubrics, use criterion-referenced-rubric-generator instead.

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nota-america/forgecat-agent-profiles92Updated Sep 24, 2026

Orchestrate compassionate systems tools from issue or aspiration to wise action. Use when a class needs a complete inquiry workflow.

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nota-america/forgecat-agent-profiles92Updated Sep 24, 2026

Unpack a broad standard or competency descriptor into specific, assessable success criteria and sub-skills. Use when interpreting curriculum standards or writing learning objectives.

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nota-america/forgecat-agent-profiles92Updated Sep 24, 2026

Capture confidence ratings before and after a learning attempt to identify overconfidence and underconfidence patterns. Use when a student wants to understand how well they actually know something versus how well they think they know it.

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nota-america/forgecat-agent-profiles92Updated Sep 24, 2026

Build students' capacity to compare accounts across multiple historical sources — identifying agreements, contradictions, and gaps. Use when students treat individual documents as complete answers rather than partial perspectives.

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nota-america/forgecat-agent-profiles92Updated Sep 24, 2026

Design a Concrete-Pictorial-Abstract learning sequence for a mathematical concept using manipulatives. Use when teaching maths through Singapore method or when students struggle with abstraction.

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nota-america/forgecat-agent-profiles92Updated Sep 24, 2026

Generate a criterion-referenced rubric with descriptive performance levels for a task or objective. Use for marking guides and general curriculum contexts. For Manning programmes where Competent = success, use coherent-rubric-logic-builder instead.

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nota-america/forgecat-agent-profiles92Updated Sep 24, 2026

Design a critical thinking task targeting specific skills like evaluating evidence, identifying bias, or analysing arguments. Use when embedding critical analysis into subject lessons.

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nota-america/forgecat-agent-profiles92Updated Sep 24, 2026

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