mao-scriba

Add or improve DUA (Diseno Universal de Aprendizaje) adaptations in educational content to meet the 2+ adaptations per activity requirement across 3 principles. Trigger on: adaptaciones DUA, universal design, mejorar accesibilidad, inclusion educativa, necesidades especiales, add adaptations.

Amplify a human author's draft to Scriba quality standards — add curriculum traceability, DUA adaptations, taxonomic annotations, and style corrections while preserving 100% of original content. Trigger on: amplificar borrador, amplify draft, mejorar borrador, enriquecer draft, version 1, draft humano, author draft, delegar version 1.

Audit cross-unit consistency for progressive complexity, terminological coherence, and sequential logic across multiple editorial units. Trigger on: auditoria consistencia, cross-unit audit, contradicciones terminologicas, progresion complejidad, coherencia editorial. Detects terminology contradictions, validates Bloom/Marzano progression curves, and classifies inconsistencies by severity. Essential for multi-unit textbook coherence and Gate G3 compliance.

Auto-calibrate Scriba session by detecting available documents, calculating priming level (COLD/WARM/HOT/DEEP), and restoring session state. Trigger on: calibrar, calibration, session state, detectar documentos, priming level, entorno, environment check.

Auto-generate RAG priming files from client documents (PDFs, HTMLs, Word files). Reads each document, extracts key knowledge, and creates structured priming files with evidence tags. Trigger on: priming, auto-prime, procesar documentos, generar RAG, extract knowledge, documentos del cliente.

Improve existing teacher guide by incorporating pedagogical review feedback, enhancing DUA adaptations, and updating rubrics. Trigger on: mejorar guia, evolucionar guia docente, actualizar DUA, enhance guide, update rubrics. Categorizes feedback into DUA/rubric/planning/methodology dimensions, applies changes preserving indicator coverage, enforces 2+ DUA adaptations per activity, and refines rubric descriptors. Prevents pedagogical regression during guide revision cycles.

Improve existing editorial unit by incorporating review feedback while preserving curriculum traceability and pedagogical structure. Trigger on: mejorar unidad, incorporar feedback, evolucionar contenido, revisar unidad, enhance unit. Categorizes feedback, applies corrections in priority order, tracks every change, and re-validates against acceptance criteria. Prevents traceability loss during revision cycles. Essential for iterative editorial quality improvement.

Export editorial content to branded Word document (.docx) using python-docx. Generates texto alumno and guia docente as separate files ready for layout team. Trigger on: exportar docx, export word, generar word, documento word, maquetacion, docx, enviar a diagramacion.

Export editorial content to self-contained HTML5 ebook with interactive navigation, collapsible sections, and responsive design. Trigger on: exportar html, ebook, html ebook, version digital, libro digital, interactive book, preview digital.

Resolve terminological contradictions and inconsistencies across editorial units by unifying terms and updating the editorial glossary. Trigger on: fix terminology, corregir terminologia, inconsistencia terminologica, glossary conflict, unificar terminos, contradicciones.

Generate a complete educational book in express mode — full pipeline from curriculum matrix through validated units to exportable outputs. Orchestrates matrix, unit, guide, validation, and export skills in sequence. Trigger on: libro express, crear libro, book express, libro completo, generar libro, full book, editorial pipeline.

Generate interactive digital resources (minigames, question banks, QR codes, multimedia) linked to editorial unit content. Trigger on: recursos digitales, minijuegos, banco de preguntas, QR, interactivo, gamificacion, multimedia educativo, recursos interactivos, actividades digitales, juegos educativos, evaluacion digital. Produces JSON specs for minigames, structured question banks, and QR content maps aligned to unit destrezas with DZ-ref traceability.

Generate curriculum Matriz de Alcance y Secuencia from MinEduc destrezas. Trigger on: crear matriz, generar A&S, mapear destrezas, curriculum alignment, scope and sequence, planificacion curricular, cobertura destrezas, alineamiento curricular, matriz curricular, destrezas MinEduc, indicadores de logro. Produces a JSON matrix mapping every destreza to units, indicators, and taxonomy levels with 100% coverage guarantee and DZ-ref traceability. Essential first step in the Sinapsis editorial pipeline.

Generate structured evaluation rubrics with 3+ performance levels aligned to Bloom and Marzano taxonomies for K-12 educational content. Trigger on: rubrica, evaluacion, criterios desempeno, niveles de logro, assessment, grading criteria, performance levels, indicadores evaluacion, rubrica analitica, escala valorativa, instrumento evaluacion. Produces DUA-compatible rubrics with observable, measurable descriptors that do not penalize expression modality.

Generate companion teacher guide (Guia Docente) with DUA adaptations, evaluation rubrics, and weekly planning for K-12 textbook units. Trigger on: guia docente, teacher guide, planificacion semanal, DUA, rubricas evaluacion, adaptaciones pedagogicas, orientaciones metodologicas, guia del profesor, planificacion didactica, adaptaciones curriculares. Produces a 1:1 companion to the student unit with inclusive adaptations covering all 3 DUA principles.

Generate complete K-12 editorial unit with 4 sections (apertura, desarrollo, cierre, evaluacion) following Sinapsis constructivist model. Trigger on: generar unidad, crear capitulo, escribir unidad modelo, editorial unit, textbook chapter, contenido educativo, unidad editorial, texto alumno, redactar unidad, contenido Sinapsis. Produces DZ-traced content with 4-phase cognitive cycle per theme, inserciones curriculares, and Sinapsis voice compliance.

Enhance content accessibility by reducing cognitive load and improving readability to achieve comprehensibility scores above 85%. Trigger on: mejorar accesibilidad, simplificar contenido, reducir carga cognitiva, improve readability, accessibility enhancement.

Fix curriculum alignment gaps and orphaned destrezas found by coverage verification to achieve 100% MinEduc standard coverage. Trigger on: reparar alineacion, fix coverage, destrezas huerfanas, llenar gaps, orphaned destrezas, curriculum gaps.

Fix progressive complexity issues and scaffolding gaps across editorial units to ensure smooth cognitive progression. Trigger on: reparar progresion, fix progression, resequence, scaffolding gap, salto de complejidad, complexity jump.

Fix editorial style violations identified in style review changelog while preserving pedagogical content integrity. Trigger on: reparar estilo, fix style, corregir voz, repair tone, resolve style issues, aplicar correcciones.

Review content for pedagogical alignment including Bloom/Marzano taxonomy levels, DUA compliance, indicator coverage, and backward design. Trigger on: revision pedagogica, pedagogical review, taxonomy check, DUA audit, alineamiento pedagogico, backward design. Validates that every activity targets the correct cognitive level, meets DUA 2+ adaptation threshold, and follows backward design from objectives through assessment to activities. Gate G1 prerequisite.

Review and correct text against Manual de Voz Sinapsis editorial style rules and ortotipographic conventions. Trigger on: revision estilo, style review, voice manual, tono editorial, correccion ortotipografica, consistencia editorial. Produces a changelog with rule citation per correction, enforces grade-appropriate vocabulary, and ensures tonal consistency across all units. Gate G2 prerequisite.

Validate content comprehensibility using calibrated Student Simulator prompt-personas (alto rendimiento, promedio, necesidades especiales) for age-appropriate readability. Trigger on: comprensibilidad, legibilidad, student simulator, carga cognitiva, validar contenido, readability, age-appropriate, pre-filtro, perfiles estudiante, simulacion lectora, accesibilidad contenido. Runs 3-profile simulation scoring legibility, cognitive load, and engagement per section with quantitative thresholds and fragment-level flags.

Verify 100% curriculum destreza coverage with full traceability from MinEduc standards to editorial content. Trigger on: verificar cobertura, coverage check, destrezas huerfanas, orphan check, curriculum traceability, alineacion curricular. Scans all generated units for DZ-ref tags, cross-references against Matriz A&S, identifies orphaned destrezas, and produces a coverage dashboard with gap analysis. Essential quality gate for G1 Alineamiento Pedagogico compliance.