Test-Driven Development workflow principles.
Testing patterns and principles. Unit, integration, mocking strategies.
VR/AR development principles. Comfort, interaction, performance requirements.
Advanced vulnerability analysis principles.
Web application testing principles. E2E, Playwright, deep audit strategies.
Checks statements on X, LinkedIn, review portals, and comment sections.
Run today's spaced-repetition review queue — items scheduled by SM-2 that need reinforcement before the learner forgets them.
Normalise PBIP visual layout to uniform Npx gaps — preserve each visual's proportions, snap gaps, anchor under the title band.
spaCy NER model training and entity extraction for conversational AI
Run the SPARC Refinement and Completion phases — review code, improve test coverage, validate against specification, and generate…
Comprehensive guide to Spark Structured Streaming for production workloads.
Troubleshoot Spark applications on AWS EMR, Glue, and SageMaker - analyze failures, identify bottlenecks, get code recommendations.
Help users build sparse Merkle trees with Poseidon or SHA-256 hashing for ZK circuits, privacy pools, and state commitments using…
Use when the exhibits of a Journal of Urban Economics (JUE) manuscript must make the spatial pattern visible — maps, event-study plots…
Processing and analysis of spatially resolved transcriptomics across sequencing-based (Visium, Visium HD, Slide-seq, Stereo-seq) and…
Feature engineering patterns for spatiotemporal graph prediction tasks.
Use when designing, building, measuring, simulating, or troubleshooting any loudspeaker, speaker, speaker box, subwoofer, tweeter, woofer…
Generate timed, transition-cued speaker notes calibrated to talk duration and audience profile, with lightweight preference gathering.
Right-size and write the spec before building any change.
Code-vs-spec comparator. Reads the source first-hand and compares it against written specification documents, classifying every divergence…
[UDS] Create and review specification documents before writing code — spec format, states, and delta operations.