Run the SPARC Specification phase — gather requirements, define acceptance criteria, identify constraints, and store the spec in memory
Use when writing Spark jobs, debugging performance issues, or configuring cluster settings for Apache Spark applications, distributed data…
Guides the user through spatial enrichment workflows — triggered by requests to enrich, add demographics, estimate population around…
Use when a Journal of Urban Economics (JUE) manuscript's headline spatial estimate must be shown to survive specification, spatial-scale…
Builds spatial Android apps for Meta Quest and Horizon OS with Meta Spatial SDK — ECS architecture, 2D panels, 3D objects, hybrid…
Launch N parallel subagents in isolated git worktrees to compete on the session task.
Create, run, and manage child squads for specific missions.
GitHub Actions pipeline for Speak integrations with mocked API tests
Diagnose and fix common Speak API errors: authentication failures, audio
Execute Speak primary workflow: AI Conversation Practice with real-time
Execute Speak secondary workflow: Pronunciation Training with phoneme-level
Handle student audio data, assessment records, and learning progress
Collect diagnostic information for Speak API issues: auth verification,
Deploy Speak language learning features to Vercel, Cloud Run, or containerized
Configure Speak for schools and organizations: SSO, teacher/student
Create your first Speak AI tutoring session with pronunciation feedback.
Incident response for Speak API outages: triage, fallback to offline
Set up Speak language learning API integration and authentication.
Configure Speak local development with mocked tutors and audio testing.
Configure Speak across dev, staging, and production with separate API
Monitor Speak API health, assessment latency, session metrics, and pronunciation