Fact-checking technical claims, multidimensional feasibility validation across performance, integration, scalability, security, and team capability. Trigger: "technical feasibility", "feasibility study", "fact check", "can we build", "is it possible".

Applies progressive disclosure, precise terminology, and evidence attribution to technical documents. Trigger: "write the document", "technical documentation", "progressive disclosure".

Test coverage gaps, test quality metrics, and testing strategy assessment. Trigger: "analyze test coverage", "test quality", "coverage gaps", "testing strategy".

Designs comprehensive test strategies including test pyramid, TDD/BDD flows, contract testing, and mutation testing. Trigger: "test strategy", "testing approach", "test pyramid", "what tests do we need".

Test pyramid design, automation architecture, E2E testing, contract testing, shift-left practices, and test data management. Trigger: "testing strategy", "test pyramid", "test automation", "E2E testing", "contract testing", "test data".

Multi-criteria decision framework using weighted scoring matrices, ATAM scenarios, and sensitivity analysis. Trigger: "analyze trade-offs", "compare options", "weighted scoring", "ATAM", "decision matrix".

Optimizes document accessibility, readability, and information hierarchy for technical audiences. Trigger: "improve readability", "document UX", "information design".

Design vector storage for RAG and semantic search: pgvector setup, embedding model selection, chunking strategies, HNSW vs IVFFlat index comparison, hybrid search (dense + sparse), and metadata filtering.

Audit and optimize Core Web Vitals (LCP, INP, CLS), bundle size, loading strategy, and rendering pipeline. Use when user asks to "optimize performance", "improve Core Web Vitals", "reduce bundle size", or "fix slow page load".

Implement web application security: Content Security Policy (CSP), CORS configuration, XSS prevention, CSRF protection, security headers, input validation. Use when user asks to "implement web security", "add CSP", "fix XSS vulnerability", or "harden the application".

Designs collaborative workshops including event storming, impact mapping, and design sprints with agendas, facilitation guides, and output templates. Trigger: "design a workshop", "event storming", "impact mapping", "design sprint".

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.

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.

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.

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.

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.

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.

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.

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.