database-migrations-migration-observability
Migration monitoring, CDC, and observability infrastructure
Migration monitoring, CDC, and observability infrastructure
Use when processing satellite imagery, hyperspectral data, SAR imagery, or applying machine learning to remote sensing data for Earth observation. Use when "satellite imagery, remote sensing, Earth observation, optical imagery, hyperspectral, SAR, InSAR, NDVI, atmospheric correction, radiometric calibration, land cover classification, change detection, pan-sharpening, spectral unmixing, " mentioned.
Work with climate data, models, and projections for climate impact assessment, downscaling, and scenario analysis using CMIP6 and other climate datasets. Use when "climate model, climate projection, CMIP6, climate data, downscaling, climate scenario, RCP, SSP, global warming, " mentioned.
Applies GCP/ICH principles to clinical research operations with compliance monitoring. Use when ensuring GCP compliance, training on ICH guidelines, or auditing research practices.
Design rigorous A/B test plans with hypothesis, sample size calculation, Minimum Detectable Effect (MDE), randomization strategy, and decision rules. Includes guardrail metrics and rollout playbook. Use when planning product experiments, conversion optimization, or data-driven feature decisions.
Tracks proficiency testing results with remediation for unacceptable performance. Use when managing PT programs, analyzing PT results, or documenting corrective actions for PT failures.
Monitor DX clusters for rare station spots, track active DX expeditions, and get daily band activity digests for amateur radio operators.
Track baby sleep, feeding, diapers, and growth via the Huckleberry CLI. Use when the user asks about logging baby activities, starting/stopping sleep, bottle feeding, diaper changes, or growth measurements.
Track ML experiments with automatic logging, visualize training in real-time, optimize hyperparameters with sweeps, and manage model registry with W&B - collaborative MLOps platform
Add or update Braintrust SDK instrumentation. Use when working on instrumentation of any kind - like wrappers, auto-instrumentation configs, tracing channels, provider plugins, vendored SDK typings, or instrumentation-specific tests.
Tracks surgical drain output with removal criteria and complication recognition. Use when monitoring drains, documenting drain output, or determining drain removal timing.
Applies pain assessment scales (NRS, Wong-Baker, FLACC, BPS) with intervention documentation and reassessment. Use when assessing pain, selecting pain scales, or documenting pain management.
Evaluates medical records practices against retention, access, and amendment requirements. Use when auditing medical records, managing record retention, or processing amendment requests.
Implements OSHA and CDC dental infection control guidelines with sterilization monitoring documentation. Use when managing dental infection control, documenting sterilization, or maintaining infection prevention compliance.
Documents biospecimen collection, processing, storage, and tracking with chain-of-custody requirements. Use when managing biospecimens, designing collection protocols, or tracking samples.
Conducts FDA labeling compliance reviews for drugs, foods, dietary supplements, and medical devices. Analyzes principal display panels and information panels against FDCA, 21 CFR, and FDA guidance to identify misbranding risks, claims violations, and mandatory disclosure gaps. Use when reviewing product labels, auditing FDA compliance, assessing labeling risk, or preparing for FDA submission.
Monitors personal trading, outside activities, and gift/entertainment compliance with documentation. Use when reviewing personal trading, monitoring outside activities, or managing ethics compliance.
AI-powered music research with 92+ tools across 17 sources — MusicBrainz, Bandcamp, Discogs, Genius, Last.fm, Wikipedia, and more. Influence tracing, track verification, playlist building, and publishing.