This skill should be used when the user asks to "use NumPy", "write NumPy code", "optimize NumPy arrays", "vectorize with NumPy", or needs guidance on NumPy best practices, array operations, broadcasting, memory management, or scientific computing with Python.
Monitor DX clusters for rare station spots, track active DX expeditions, and get daily band activity digests for amateur radio operators.
Compress a note significantly while preserving provenance markers
RAN monitoring coordination with real-time dashboards, cognitive consciousness, and intelligent observability for comprehensive network monitoring. Use when coordinating RAN monitoring, implementing real-time dashboards, managing observability stacks, or enabling intelligent monitoring systems in 5G networks.
Customize AI proficiency measurement for your specific repository through a guided interview. Use when: setting up measure-ai-proficiency for a new repo, adjusting thresholds for your team's size, hiding irrelevant recommendations, or mapping custom file names to standard patterns.
Plan and manage security evidence collection for compliance audits and assessments. Use this skill to identify required evidence, track collection status, and ensure audit readiness.
Use when asked to "run an A/B test", "design an experiment", "check statistical significance", "trust our results", "avoid false positives", or "experiment guardrails". Helps design, run, and interpret controlled experiments correctly. Based on Ronny Kohavi's framework from "Trustworthy Online Controlled Experiments".
Use when the user wants to maintain daily Bilibili creator digests through the external PulseDeck repository and a local Obsidian bilibili vault.
Sub-skill of compliance: What to Monitor (+2).
Sub-skill of improve: Phase 1: COLLECT — Gather Session Signals (+6).
This skill covers causal inference methods in observational and quasi-experimental settings. Use when the user is implementing, choosing between, or debugging causal identification strategies — including instrumental variables, difference-in-differences, regression discontinuity, synthetic control, or matching estimators. Triggers on "causal effect", "identification strategy", "instrumental variable", "2SLS", "GMM", "difference-in-differences", "DiD", "staggered treatment", "regression discontinuity", "RDD", "synthetic control", "matching", "propensity score", "IPW", "AIPW", "doubly robust", "LATE", "ATT", "ATE", "parallel trends", "exclusion restriction", "first stage", "weak instruments", or "endogeneity".
Run practical, high-signal Mind Meld operation loops (preset/config selection, deterministic checks, diagnostics, and report capture) for quick quality/perf triage.
Comprehensive guide to projector-camera calibration using structured light (Gray code), depth map generation from the projector's perspective, and projection mapping effects like the RoomAlive Toolkit / IllumiRoom wobble/shockwave. Covers the complete math, calibration pipeline, and implementation needed to build an app that projects onto arbitrary room geometry.
Food animal drug withdrawal time lookup for meat, milk, and egg residue avoidance. References FARAD (Food Animal Residue Avoidance Databank) and FDA-approved label withdrawal periods.
Map and track implementation status of engineering standards across digitalmodel modules — gap analysis, clause-level coverage, and integration with WRK work items.
Create and register small, pure helper functions when they improve clarity; keep them organized and tested
Orchestrator checklist to verify worker outputs against the approved plan before accepting artifacts. Phase 2 of orchestrator/worker context enforcement (#2020).
