Test Shiny applications using shinytest2 for end-to-end browser tests and testServer() for unit-testing module server logic.
Write comprehensive testthat (edition 3) tests for R package functions. Covers test organization, expectations, fixtures, mocking, snapshot tests, parameterized tests, and…
Create parameterized Quarto or R Markdown reports that can be rendered with different inputs to generate multiple variations.
Scale distributed systems and organizations through colony budding, role differentiation, and growth-triggered architectural transitions.
Evaluate current trail conditions including weather, snow line, river crossings, exposure, and trail maintenance status for safety decision-making.
Eine Person dabei anleiten, ein besserer Lehrer und Erklaerer zu werden. KI coacht Inhaltsstrukturierung, Zielgruppenkalibrierung, Erklaerungsklarheit, sokratische Fragetechnik,…
Test A2A interoperability between agents by validating Agent Card conformance, exercising all task lifecycle states, and verifying streaming and error handling.
Fit hidden Markov models using the Baum-Welch (EM) algorithm with model selection, Viterbi decoding for state sequences, and forward-backward probabilities.
Configure external uptime monitoring using Blackbox Exporter and Prometheus. Implement SSL certificate monitoring, HTTP endpoint health checks, and status pages for…
Design an acoustic levitation system that uses standing waves to trap and suspend small objects at pressure nodes.
Record insect sightings with location, date, habitat, photography, behavior notes, preliminary identification, and citizen science submission.
Design terminal output for a CLI tool with chalk colors, Unicode glyphs, multiple verbosity levels (human, verbose, quiet, JSON), and consistent voice rules.
Implement AI-powered anomaly detection for operational metrics using time series analysis (Isolation Forest, Prophet, LSTM), alert correlation, and root cause analysis.
Alluvial gold recovery using panning, sluicing, and classification. Covers site reading (geological indicators, stream dynamics, pay streak location), panning technique, sluice…
Write integration tests for a Node.js CLI application using the built-in node:test module. Covers the exec helper pattern, output assertions, filesystem state verification,…
Address unwanted dog behaviors through desensitization, counter-conditioning, and management. Covers reactivity (to dogs, people, sounds), separation anxiety, resource guarding,…
Create multi-stage Dockerfiles that separate build and runtime environments for minimal production images.
Tiefe empfaengliche Aufmerksamkeit, um Absicht jenseits woertlicher Worte zu erfassen. Bildet aktives Zuhoeren aus der Beratungspsychologie auf KI-Reasoning ab: Annahmen klaeren,…
Unify metrics, logs, and traces for cohesive debugging. Implement exemplars for log-to-trace linking, build unified dashboards using RED/USE methods, and enable rapid root cause…
Orchestrate end-to-end machine learning pipelines using Prefect or Airflow with DAG construction, task dependencies, retry logic, scheduling, monitoring, and integration with…
Build a competitive or casual trading card game deck. Covers archetype selection, mana/energy curve analysis, win condition identification, meta-game positioning, and sideboard…
Write a GxP-compliant Standard Operating Procedure (SOP). Covers regulatory SOP template structure (purpose, scope, definitions, responsibilities, procedure, references, revision…
Plan a software release cycle with milestones, feature freezes, release candidates, and go/no-go criteria. Covers calendar-based and feature-based release strategies.
Discover available plugins and generate 1-N execution proposals for a workflow structure. Each proposal is a complete WorkflowDefinition with executor config on every step.
Decommission a validated computerized system at end-of-life. Covers data retention assessment by regulation, data migration validation (mapping, transformation, reconciliation),…
Prior art search for invention|patent claim. Patent + non-patent (academic, products, OSS), defensive pubs, standard-essential patents.
Design a GxP training programme covering training needs analysis by role, curriculum design (regulatory awareness, system-specific, data integrity), competency assessment…
Run jigsawR test suite via WSL R. Supports full suite, filtered by pattern, or single file. Interprets pass/fail/skip counts and identifies failing tests.
Serialisierungsschemata mit JSON Schema, Protocol-Buffer-Definitionen oder Apache Avro entwerfen. Umfasst Schema-Versionierung, Rueckwaertskompatibilitaet, Validierungsregeln und…
Conduct a GxP audit of computerized systems and processes. Covers audit planning, opening meetings, evidence collection, finding classification (critical/major/minor), CA — from…
Perform a security audit of a codebase checking for exposed secrets, vulnerable dependencies, injection vulnerabilities, insecure configurations, and OWASP Top 10 issues.
Conduct a blameless post-mortem analysis after an incident. Build timeline reconstruction, identify contributing factors, and generate actionable improvements.
AI solution exploration using ant colony optimization — deploying scout hypotheses, reinforcing promising approaches, detecting diminishing returns, and knowing when to abandon a…
Generate production-quality Tables, Listings, and Figures (TLGs) from ADaM datasets using R code with gtsummary, gt, and ggplot2, guided by mock TLG shells.
Communicate an integrated insight in a way that is accessible, actionable, and preserves the multi-domain nature of the understanding.
Manage an engagement buffer that ingests, prioritizes, rate-limits, deduplicates, and tracks state for incoming engagement items across platforms.
Generate an interactive Shiny-based clinical trial exploration app using the R teal framework from ADaM datasets and mock TLG shells.
Extract structured metadata from clinical trial Protocol and Statistical Analysis Plan (SAP) documents into a standardized JSON format.
Generate ADaM datasets from SDTM data using {admiral} R code, driven by mock TLG shells. Use this skill whenever the user has SDTM datasets and mock TLG shells (output from…
Generate mock TLG (Table, Listing, and Figure) shells from structured clinical trial metadata JSON. Use this skill whenever the user has trial metadata (output from the…