Audit logging for compliance and security. Structured audit events, immutable logs, user action tracking, database change tracking, and regulatory compliance (SOC2, HIPAA, GDPR). USE WHEN: user mentions "audit log", "audit trail", "activity log", "change tracking", "compliance logging", "who changed what", "SOC2 logging" DO NOT USE FOR: application logging - use logging skills; error tracking - use observability skills
ISA-5.1 tag naming, ISA-88 batch control, ISA-95 enterprise integration, ISA-18.2 alarm management, and ISA-101 HMI standards reference. Use when working with instrument tags, naming conventions, or plant hierarchy.
Extracts learnings from completed work, feedback, or failures. Updates a persistent learnings file with capped entries. Use after receiving feedback, fixing bugs, or completing complex tasks.
Lameness grading (AAHA scale), joint assessment (drawer sign/tibial thrust for CCL, Ortolani for hip dysplasia), patellar luxation grading I-IV, OFA scoring, breed predispositions, common conditions by species.
Schirmer tear test values and interpretation, fluorescein staining, tonometry with normal IOP ranges, common conditions by species (KCS, glaucoma, cataracts, ulcers, entropion, cherry eye), breed predispositions.
Veterinary cardiac examination and diagnostic workup including murmur grading (I-VI), arrhythmia classification, echocardiography indications, and ACVIM staging for MMVD and DCM.
Species-specific interpretation of veterinary laboratory results including CBC, chemistry, urinalysis, and endocrine panels. Reference ranges differ dramatically by species. Use when interpreting bloodwork for animals.
OpenTelemetry best practices for manual instrumentation. Use when adding, changing, or reviewing OpenTelemetry instrumentation in code. Guidance to choose runtime boundaries, choose signals, apply semantic conventions, handle propagation, control cardinality, and verify the result.
Archive a completed change in the experimental workflow. Use when the user wants to finalize and archive a change after implementation is complete.
Analyze A/B test results with statistical significance, sample size validation, confidence intervals, and ship/extend/stop recommendations. Use when evaluating experiment results, checking if a test reached significance, interpreting split test data, or deciding whether to ship a variant.
Acquire and analyze mobile device data using Cellebrite UFED and open-source tools to extract communications, location data, and application artifacts.
Inspect and edit Jupyter notebook (.ipynb) listing, reading, updating, deleting, and inserting cells. Use whenever an agent must analyze or modify notebook cell content (e.g., reviewing markdown, tweaking code) with precise, per-cell control.
Synchronizes issue and PR labels (kind, priority, status, changes) using repo rules and observes CI-managed size labels; use when triaging, implementing, or preparing review.
Design and analyze mooring systems including CALM and SALM buoys, catenary moorings, and spread mooring configurations. Covers mooring line design, safety factors, environmental loading, and compliance with DNV, API, and ABS standards.
Expert Electrical Engineer specializing in cathodic protection (CP) systems for oil and gas industry. Use for CP system design, corrosion prevention, sacrificial anode calculations, impressed current systems, pipeline integrity, coating defects, and NACE/ISO standards compliance.
Design rigorous experiments following best practices. Use when: (1) Planning research studies, (2) Grant proposal development, (3) Pre-registration, (4) Ensuring internal validity, (5) Meeting NIH rigor standards.
Develop IRB/ethics protocols for human subjects research. Use when: (1) Planning studies involving humans, (2) Preparing IRB applications, (3) Ensuring ethical compliance, (4) Addressing informed consent.
Implement proper randomization procedures for experiments. Use when: (1) Assigning participants to conditions, (2) Ensuring unbiased allocation, (3) Meeting CONSORT standards, (4) Pre-registration.
Tune exercise detection sensitivity and thresholds. Use when exercises aren't counting correctly, have false positives, or need calibration adjustments.
Execute diagnostic handshake to verify system state and calibration.
