Loumeister

Inspecteer de Ontleedlab-repo op labelset, annotatieformaat, chunk-conventies en feedbackstructuur vóórdat nieuwe oefeningen of generatorlogica worden toegevoegd. Gebruik bij elke taak die nieuwe zinnen, validatie of feedbackregels wil maken of aanpassen.

Maak didactisch bruikbare, eenduidig ontleedbare Nederlandse oefenzinnen voor Ontleedlab met een constraint-based aanpak (blueprints, validatie, uitleg en moeilijkheidsopbouw). Gebruik na repo-inspectie wanneer nieuwe oefenitems, sentenceBlueprints, difficultyModel of validatieregels nodig zijn.

Use when working on Dutch zinsontleding pedagogy: feedback quality, scaffolding, sentence difficulty calibration, misconception handling (PV/WG, OW/LV, LV/MV), and educational content tone for students age 12-15.

Use for auditing UI accessibility (WCAG-oriented), keyboard navigation, semantics, ARIA usage, contrast, focus management, and inclusive interaction design.

Use when creating or reviewing Dutch sentence datasets, role labels, difficulty progression, and metadata quality in `data/sentences-level-*.json`.

Use for React+TypeScript frontend implementation, component architecture, performance tuning, and maintainable UI code in this Vite/Tailwind project.

Use when analyzing learner interaction logs, usage trends, mistake patterns, and session outcomes to improve pedagogy and product decisions.

Use for writing and improving technical documentation, README sections, guides, migration notes, and developer-facing explanations with high clarity and structure.

Design scalable backend architecture, APIs, data models, and reliability controls for services. Use when planning or implementing server-side architecture, persistence strategy, API boundaries, and performance/security hardening.

Run constructive, risk-prioritized code reviews focused on correctness, security, maintainability, and performance. Use when reviewing pull requests, preparing review feedback, or creating actionable fix recommendations.

Design and automate CI/CD, infrastructure, deployment safety, and observability workflows. Use when creating deployment pipelines, IaC plans, rollback strategies, runtime monitoring, and operational reliability controls.

Execute evidence-first QA with screenshot-backed verification and reality checks. Use when validating UI behavior, documenting defects with proof, checking interaction flows, and producing release-readiness QA reports.

Investigate runtime content-hiding and paywall reveal mechanics for lawful archival capture. Use when tracing script/network/DOM paths that determine final visible article text and when authoring deterministic extraction recipes.

Perform application security analysis and remediation planning for web services and pipelines. Use when modeling threats, reviewing code for vulnerabilities, hardening auth/session/input handling, or defining security CI/CD checks.

Produce clear developer documentation, API docs, README structure, and tutorial flows. Use when drafting or revising technical docs, migration guides, onboarding instructions, and documentation standards.