Look up how genetic differences affect medication response using ClinPGx. Retrieve gene–drug relationships, clinical guidelines, genetic variant functions, and drug labels to gather evidence for research and reviews of genotype-based dosing recommendations.
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Carry a software project from requirements and design through implementation, testing, debugging, and deployment. Tracks progress in files, works through features incrementally, and resumes interrupted development, supporting new projects and broad refactoring efforts.
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Analyze time series, observations ordered over time, using aeon in Python. Build classification, prediction, and clustering workflows, detect unusual patterns or changes, and compare methods through an interface compatible with scikit-learn.
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Create original generative art with p5.js, using code to produce patterns and motion. Receive a written artistic concept and an interactive HTML viewer with adjustable parameters, reproducible random variations, seed navigation, and PNG downloads.
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Compare current benchmark results, measurements of performance, with historical baselines to identify degradation between builds. Produce a comparison summary, rank affected metrics by severity, and outline questions for further investigation.
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Turn documentation, code, and specifications into reusable Agent Skills. Define when each skill should activate, organize supporting references, add reproducible examples, and check new or existing skills with templates, a checklist, and a validator.
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Build automated data checks with Great Expectations and dbt to detect missing values, duplicates, invalid ranges, and stale records. Define data contracts, shared agreements on data structure and quality, and summarize validation results across tables.
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Cancel the local compatibility-mode state used by Ralph loops in Codex. The bundled PowerShell script removes active state and reports the current iteration, or reports that no active loop state was found.
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Investigates existing code before feature work, bug fixes, or refactoring. Finds similar implementations, reusable helpers, naming rules, and data handling patterns so proposed changes follow the project's established conventions.
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Organize content ideas, contacts, meeting history, and goals in structured files. Use saved writing preferences and past posts to draft consistent content, prepare meeting briefs, and review weekly progress across publishing and relationships.
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Create, edit, and examine Word documents while preserving formatting. This skill supports text extraction, comments, and tracked changes, helping agents prepare new documents and make precise revisions that reviewers can inspect.
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Route document tasks to specialized skills for PDFs, Word files, spreadsheets, slides, or posters. Clarify the required format, sequence multiple outputs, preserve supplied templates, and report file locations with practical checks for reviewing the results.
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Read, create, and edit .docx documents with python-docx, then render pages for visual inspection. Organize headings, tables, and lists, and check spacing, alignment, pagination, and readability before delivering the finished document.
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Design backend systems with clear boundaries between business rules, databases, and external services. Use Clean Architecture, Hexagonal Architecture, and Domain-Driven Design to organize new applications, refactor existing code, and make core logic easier to test.
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Support experimental validation of designed proteins through a cloud laboratory. Prepare and optimize sequences, submit tests for binding, expression, thermal stability, or enzyme activity, track experiment progress, and retrieve results through the API.
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Develop articles, blog posts, and newsletters with help researching sources, building outlines, strengthening openings, and reviewing each section. Preserve the writer’s voice while refining structure, clarity, supporting evidence, and citation formatting across successive drafts.
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Creates LaTeX/PDF reports for pharmaceutical and clinical research. Compares patient groups by biomarkers, measurable biological indicators, and prepares treatment recommendation documents with evidence ratings, statistical results, and decision flowcharts.
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Search ChEMBL for compounds by name, chemical structure, or properties. Retrieve biological activity measurements, target information, and drug mechanisms to investigate inhibitors and compare how structural differences relate to measured activity.
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