Apply Kuhn's paradigm theory to analyze scientific progress through the cycle of normal science, anomalies, crisis, and revolution. Use this skill when the user needs to understand why a field resists change, trace paradigm shifts in a discipline, analyze incommensurability between competing frameworks, or when they ask 'why do scientists ignore contradictory evidence', 'how do scientific revolutions happen', or 'why can't proponents of different paradigms agree'.
npx skills add https://github.com/asgard-ai-platform/skills --skill grad-paradigms
Kuhn's paradigm theory explains scientific progress not as linear accumulation but as a cyclical process: normal science operates within a paradigm until anomalies accumulate, triggering crisis and eventually a revolutionary paradigm shift. The new paradigm is incommensurable with the old — they literally see different worlds.
IRON LAW: Scientists working within a paradigm do NOT test the paradigm —
they solve puzzles defined by it. Paradigm change is a social-political
process, not a purely rational one.
Key assumptions:
Define the dominant paradigm: shared exemplars, accepted methods, ontological commitments, and the community that holds them.
Identify puzzle-solving within the paradigm — what questions are considered legitimate, what methods are standard, what counts as a solution.
Document anomalies (persistent puzzles the paradigm cannot solve), and assess whether they have accumulated to crisis level — marked by proliferation of ad hoc modifications and questioning of fundamentals.
Determine whether a rival paradigm has emerged, evaluate incommensurability with the old paradigm, and trace the social process of conversion (generational replacement, institutional power shifts).
## Paradigm Analysis: [Context]
### Dominant Paradigm
- Core exemplars: [foundational achievements that define the paradigm]
- Disciplinary matrix: [shared values, methods, symbolic generalizations]
- Community: [who subscribes to this paradigm]
### Normal Science Phase
- Legitimate puzzles: [questions the paradigm defines as worth solving]
- Standard methods: [accepted approaches]
- Anomalies identified: [persistent unsolved puzzles]
### Crisis Assessment
- Severity: [pre-crisis / emerging crisis / full crisis]
- Ad hoc modifications: [patches to save the paradigm]
- Competing candidates: [alternative paradigms emerging]
### Paradigm Shift Evaluation
- Rival paradigm: [description if one exists]
- Incommensurability points: [where old and new paradigms talk past each other]
- Conversion dynamics: [generational, institutional, evidential factors]
### Implications
1. [Current phase of the field]
2. [Likelihood and direction of potential shift]
Integration with protocols.io API for managing scientific protocols. This skill should be used when working with protocols.io to search, create, update, or publish protocols; manage protocol steps and materials; handle discussions and comments; organize workspaces; upload and manage files; or integrate protocols.io functionality into workflows. Applicable for protocol discovery, collaborative protocol development, experiment tracking, lab protocol management, and scientific documentation.
Analyzes job descriptions and generates tailored resumes that highlight relevant experience, skills, and achievements to maximize interview chances
Generate Excalidraw diagrams from natural language descriptions. Use when asked to "create a diagram", "make a flowchart", "visualize a process", "draw a system architecture", "create a mind map", or "generate an Excalidraw file". Supports flowcharts, relationship diagrams, mind maps, and system architecture diagrams. Outputs .excalidraw JSON files that can be opened directly in Excalidraw.
Build and distribute Expo development clients locally or via TestFlight
Use when you have a written implementation plan to execute in a separate session with review checkpoints
Data structure for annotated matrices in single-cell analysis. Use when working with .h5ad files or integrating with the scverse ecosystem. This is the data format skill—for analysis workflows use scanpy; for probabilistic models use scvi-tools; for population-scale queries use cellxgene-census.
Benchling R&D platform integration. Access registry (DNA, proteins), inventory, ELN entries, workflows via API, build Benchling Apps, query Data Warehouse, for lab data management automation.
Comprehensive molecular biology toolkit. Use for sequence manipulation, file parsing (FASTA/GenBank/PDB), phylogenetics, and programmatic NCBI/PubMed access (Bio.Entrez). Best for batch processing, custom bioinformatics pipelines, BLAST automation. For quick lookups use gget; for multi-service integration use bioservices.
Take asgard-ai-platform/grad-paradigms from the repository into ~/.claude/skills for personal
use, or into .claude/skills inside a project.
The agent identifies a skill by the name field in its header. Two skills with the
same name cannot sit side by side — one of them will be ignored.