Deep Learning

Expert knowledge of Padel tournament formats (Americano & Mexicano). Use this skill when users ask about organizing padel tournaments, pairing algorithms, scoring systems, calculating rankings, or implementing tournament management software for Americano or Mexicano formats.

Configure organization-level GitHub Apps for secure cross-repository automation. Machine identity, audit trails, and enterprise-grade authentication.

Audits code against CI/CD style rules, quality guidelines, and best practices, then rewrites code to meet standards without breaking functionality. Use this skill after functionality validation to ensure code is not just correct but also maintainable, readable, and production-ready. The skill applies linting rules, enforces naming conventions, improves code organization, and refactors for clarity while preserving all behavioral correctness verified by functionality audits.

Comprehensive system design skill for creating professional software architecture specifications. Use this skill when asked to design systems (e.g., "Design a chat application", "Design an e-commerce platform", "Create system architecture for X"). Generates complete technical specifications with architecture diagrams, database schemas, API designs, scalability plans, security considerations, and deployment strategies. Creates organized spec folders with all documentation following professional software engineering standards, from high-level overview down to detailed implementation specifications.

Master data science and machine learning with Python, TensorFlow, PyTorch, and MLOps. Learn to build predictive models, deep learning systems, and production ML pipelines.

Follow consistent project structure, version control practices, environment configuration, code review processes, and development conventions across the entire application. Use this skill when organizing project files and directories, when writing commit messages or creating pull requests, when managing environment variables and configuration, when participating in code reviews, when defining testing requirements, when using feature flags, when maintaining changelogs, when documenting setup instructions, or when establishing consistent development practices across the team.

DO NOT USE THE APPLICATION NOTE SERVICE. Maintain and organize daily notes for the current project. Create, update, and manage these notes in a structured manner upon user request. Use this skill when the user requests "please make|create|write|add a note...".

Use when implementing Least Significant Bit (LSB) steganography - allows hiding images or text within other images by encoding data in the least significant bits of pixel color channels

Comprehensive system for managing llms.txt and my-blog.json files across the project. Handles creation, updating, and synchronization of AI-readable content catalogs. Automatically detects when working with llms.txt files, my-blog.json files, or updating blog content. Includes utilities for fetching latest content from query-index.json and organizing by last modified dates. Keywords include llms.txt, my-blog.json, blog catalog, content index, query-index.json, AI content discovery, update llms, update blog, content synchronization.

Update and clean up project documentation files (primarily .ai/features/, but also README.md, PROGRESS_TRACKER.md, CLAUDE.md, and other .md files). Use when user requests documentation cleanup, organization, or updates for any feature, module, or project documentation (e.g., 'update photo viewer docs', 'clean up README', 'organize documentation'). Removes code snippets, outdated details, and redundant information while preserving essential architectural decisions and technical context.

Use when performing mathematical physics computations - Lie algebras, quantum chemistry, neural operators, theorem proving, or scientific validation. Provides guidance on Theory2 CLI usage, computational workflows, and verification methodology.

Comprehensive testing strategy covering test pyramids, framework selection, coverage standards, test organization, mocking patterns, and CI/CD integration. Activate when planning testing approaches, setting quality gates, or establishing test standards.

Browse Danmarks Statistik subject hierarchy to explore available data topics and categories. Use when user wants to discover what data is available or explore DST's organizational structure.

Standard patterns for connecting applications to Neon Postgres and managing schema changes via migrations (Alembic / SQLModel / SQLAlchemy), with attention to serverless connection behaviour.

Founder operating system for strategic decisions, team leadership, and technical authority maintenance. Use when making business decisions, reviewing team dynamics, or balancing coding vs leading.

Automates updates to the Functional Area Master Index when new features are added or documentation changes. Maintains the single navigation source for all feature documentation, ensuring discoverability and organization.

Organize your 04-workspace/ folder structure. Load when user mentions: setup workspace, organize folders, folder structure, configure workspace, my files, file organization, where to put files, workspace setup, directories, storage. 5-8 min.

Apply Forth AI brand guidelines when creating frontends. Use for UI components, pages, applications, and design systems. Enforces radical simplicity, implicit elegance, abstract graphics, and the Forth AI visual identity.

Use when creating new skills or refactoring existing skills - teaches the progressive disclosure architecture pattern to optimize context window usage by organizing skills into 3 tiers (metadata, entry point, references) and avoiding documentation dumps. Essential before any skill creation or modification work.

Ability to plan, direct, and oversee the development, operation, and governance of information systems to meet organisational objectives. Includes aligning technology strategy with business needs, managing teams and resources, ensuring system reliability and security, overseeing budgets and vendors, and governing risk and compliance. Applies across public and private sector contexts and is independent of specific technologies or platforms, with human accountability retained for strategic decisions, assurance, and outcomes.