nota-america/forgecat-agent-profiles - الصفحة ٨

think-aloud-script-generator

Script a teacher think-aloud demonstrating expert reasoning processes for a specific task. Use when modelling problem-solving, writing, reading comprehension, or analytical processes.

لغة النص الأصلي: الإنجليزية

three-horizons-learning-transition-mapper

Map a scoped topic across three coexisting horizons — current system under strain (H1), preferred future (H3), and transition innovations sorted as H2+ or H2- — to understand change dynamics and identify responsible next actions.

لغة النص الأصلي: الإنجليزية

three-part-lesson-designer

Design a Montessori three-period lesson for introducing concepts through concrete materials and naming. Use when teaching vocabulary, classifications, or concepts through hands-on materials.

لغة النص الأصلي: الإنجليزية

transfer-bridge

After the learner demonstrates understanding of a concept, present near-transfer and far-transfer challenges. Use to test whether learning is portable or task-specific — this is what separates understanding from familiarity.

لغة النص الأصلي: الإنجليزية

trauma-informed-practice-designer

Design trauma-informed classroom practices that prioritise safety, predictability, connection, and regulation. Use when student behaviour may be trauma-related or the class needs a sensitive approach.

لغة النص الأصلي: الإنجليزية

ubuntu-collective-knowledge-task-designer

Design learning tasks built on Ubuntu philosophy emphasising collective knowledge-building and mutual responsibility. Use when fostering collaboration that values community over individual competition.

لغة النص الأصلي: الإنجليزية

udl-barrier-anticipator

Predicts access barriers in a learning task before delivery, given a learner variability profile. Distinguishes between barriers addressable through design and those requiring specialist support.

لغة النص الأصلي: الإنجليزية

udl-lesson-auditor

Audits an existing lesson against UDL's three principles — engagement, representation, and action/expression. Identifies specific access barriers and suggests concrete modifications ranked by impact.

لغة النص الأصلي: الإنجليزية

udl-options-designer

Generates multiple means of engagement, representation, and action/expression for a given learning goal. Produces specific, practical alternatives — not generic options — and recommends the highest-impact single change.

لغة النص الأصلي: الإنجليزية

unassisted-evidence-checkpoint

After scaffolded practice, run an unassisted check — a problem with no AI help. Separates what the learner can do with support from what they can do independently. Critical for preventing phantom attainment.

لغة النص الأصلي: الإنجليزية

uninterrupted-work-cycle-designer

Design an uninterrupted work cycle with choice-based activities structured within a realistic time block. Use when planning Montessori-style independent work periods or extended choice time.

لغة النص الأصلي: الإنجليزية

variation-theory-task-designer

Design a variation theory task using contrast, separation, and fusion to teach critical features of a concept. Use when students confuse similar concepts or fail to discern key distinctions.

لغة النص الأصلي: الإنجليزية

vocabulary-tiering-tool

Tier vocabulary from a text or topic into everyday, academic, and technical categories with teaching priorities. Use when pre-teaching vocabulary or identifying language barriers in a text.

لغة النص الأصلي: الإنجليزية

weekly-agency-review

Review the week using accumulated session evidence — retrieval rates, hint depths, calibration accuracy, transfer and unassisted results. The learner identifies patterns and sets a strategy goal. Use weekly or after a multi-session period.

لغة النص الأصلي: الإنجليزية

wellbeing-learning-connection-mapper

Map evidence-based connections between a wellbeing initiative and specific academic learning outcomes. Use when justifying wellbeing programmes, integrating SEL, or linking pastoral and academic work.

لغة النص الأصلي: الإنجليزية

worked-example-fading-designer

Design a worked example fading sequence from fully worked examples through to independent practice. Use when teaching procedures, algorithms, or multi-step processes to novice learners.

لغة النص الأصلي: الإنجليزية

worked-example-to-problem-solving-transition-designer

Design the transition from worked examples to independent problem-solving using expertise-reversal principles. Use when students follow examples but cannot solve problems alone.

لغة النص الأصلي: الإنجليزية

academic-language-sentence-frame-generator

Generate tiered sentence frames for academic tasks that scaffold language production across proficiency levels. Use when EAL students need structured language support for classroom discourse.

لغة النص الأصلي: الإنجليزية

adaptive-hint-sequence-designer

Generate a cascading hint sequence for a problem type, revealing progressively without giving answers. Use when designing tutoring dialogues or scaffolded worksheets.

لغة النص الأصلي: الإنجليزية

agency-circles-for-systems-action

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

لغة النص الأصلي: الإنجليزية

agency-scaffold-generator

Generate scaffolds that gradually increase student choice, voice, and ownership within a learning task. Use when students depend heavily on teacher direction and need to develop autonomy.

لغة النص الأصلي: الإنجليزية

ai-claim-checker

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.

لغة النص الأصلي: الإنجليزية

ai-expertise-interrogation-designer

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.

لغة النص الأصلي: الإنجليزية

ai-facilitated-collaborative-learning-designer

Design AI-supported collaborative tasks that structure group interaction and address participation problems. Use when students struggle to collaborate effectively on group tasks.

لغة النص الأصلي: الإنجليزية

ai-feedback-design-principles

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

لغة النص الأصلي: الإنجليزية

ai-hallucination-fact-check-protocol

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.

لغة النص الأصلي: الإنجليزية

ai-learning-boundary-mapper

Map which elements of an assignment benefit from AI assistance vs. which AI use undermines. Use when redesigning tasks for AI-age classrooms or setting defensible AI use policies for specific assignments.

لغة النص الأصلي: الإنجليزية

ai-output-critical-audit-designer

Design a structured protocol for auditing AI-generated text against Ennis's six CT standards. Use when students need to critically evaluate AI output in any subject.

لغة النص الأصلي: الإنجليزية

ai-socratic-dialogue-designer

Design a multi-round questioning sequence for interrogating AI chatbot answers, tracking how responses shift and distinguishing genuine updates from sycophantic capitulation. Use when teaching students to probe AI critically.

لغة النص الأصلي: الإنجليزية

argument-structure-scaffold-generator

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.

لغة النص الأصلي: الإنجليزية

aspirational-systems-iceberg

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

لغة النص الأصلي: الإنجليزية

assessment-design-orchestrator

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.

لغة النص الأصلي: الإنجليزية

assessment-validity-checker

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

لغة النص الأصلي: الإنجليزية

awe-wonder-experience-designer

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.

لغة النص الأصلي: الإنجليزية

backwards-design-unit-planner

Plan a unit using backwards design from desired outcomes through assessment evidence to learning activities. Use when starting a new unit or redesigning an existing one from standards.

لغة النص الأصلي: الإنجليزية

belonging-classroom-culture-designer

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

لغة النص الأصلي: الإنجليزية

biophilic-learning-environment-designer

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.

لغة النص الأصلي: الإنجليزية

central-historical-question-evaluator

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.

لغة النص الأصلي: الإنجليزية

checking-for-understanding-protocol-designer

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

لغة النص الأصلي: الإنجليزية

close-reading-skill-builder

Build students' capacity to read historical documents closely — attending to word choice, tone, and rhetoric as evidence of perspective. Use when students summarise sources without analysing language.

لغة النص الأصلي: الإنجليزية