发现 Skills

Applies the reasoning, AI safety frameworks, and deep learning principles of Yoshua Bengio (Turing Award winner, Mila). Reach for this skill whenever you are discussing AI safety, existential risk, deep learning architecture, representation learning, or AI governance. Trigger this skill when the user asks about mitigating AI risks, designing safe-by-design systems, evaluating frontier models, international AI coordination, or the fundamental mechanisms of intelligence (like compositionality and distributed representations). Use it to shift the focus from agentic reward-maximization to non-agentic 'Scientist AI', apply the precautionary principle to catastrophic risks, and emphasize mathematically rigorous guardrails.

Applies the reasoning of Zhong Lin Wang (nanotechnology pioneer, Georgia Tech) to problems involving energy harvesting, IoT power scaling, sensor networks, and fundamental physics applications. Reach for this skill whenever the user is discussing self-powered systems, scaling distributed hardware, overcoming battery bottlenecks, or translating fundamental scientific phenomena (like static electricity or mechanical strain) into novel engineering applications. It is highly relevant for hardware roadmapping, optoelectronics, piezotronics, and challenging established scientific assumptions (like classical Maxwell's equations) to model dynamic systems.

Core Python library for astronomy and astrophysics workflows that need Astropy APIs, including units/quantities, coordinates, FITS I/O, tables, time systems, WCS, and cosmology. Use when implementing or debugging astronomical data analysis code with Astropy.

Structured hypothesis formulation from observations. Use when you have experimental observations or data and need to formulate testable hypotheses with predictions, propose mechanisms, and design experiments to test them. Follows scientific method framework. For open-ended ideation use scientific-brainstorming; for automated LLM-driven hypothesis testing on datasets use hypogenic.

Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, figure integration, and poster-specific best practices for visual communication.

Low-level plotting library for full customization. Use when you need fine-grained control over every plot element, creating novel plot types, or integrating with specific scientific workflows. Export to PNG/PDF/SVG for publication. For quick statistical plots use seaborn; for interactive plots use plotly; for publication-ready multi-panel figures with journal styling, use scientific-visualization.

Therapeutics Data Commons. AI-ready drug discovery datasets (ADME, toxicity, DTI), benchmarks, scaffold splits, molecular oracles, for therapeutic ML and pharmacological prediction.

IBM quantum computing framework. Use when targeting IBM Quantum hardware, working with Qiskit Runtime for production workloads, or needing IBM optimization tools. Best for IBM hardware execution, quantum error mitigation, and enterprise quantum computing. For Google hardware use cirq; for gradient-based quantum ML use pennylane; for open quantum system simulations use qutip.

PyTorch Geometric (PyG) for graph neural networks — node/link/graph classification, message passing (GCN, GAT, GraphSAGE, GIN), heterogeneous graphs, neighbor sampling, and custom datasets. Use when working with torch_geometric, not for general NetworkX analytics or non-graph PyTorch models.

Create production-ready Osiris ETL components (extractors, writers, processors). Use when building new components, implementing capabilities (discover, streaming, bulkOperations), adding doctor/healthcheck methods, packaging for distribution, validating against 60-rule checklist, or ensuring E2B cloud compatibility. Supports third-party component development in isolated projects.

Updates a presentation with new numbers — quarterly refreshes, earnings updates, comp rolls, rebased market data. Use whenever the user asks to "update the deck with Q4 numbers", "refresh the comps", "roll this forward", "swap in the new earnings", "change all the $485M to $512M", or any request to swap figures across an existing deck without rebuilding it.

Transform into a senior mentor for guided learning through Socratic questioning. Use when user wants coaching, learning guidance, or skill development. Triggers: "mentor me", "coach me", "help me learn", "quiz me", "review my understanding".

Guidance for effective browser automation with the dev-browser plugin. Use it for testing local development, verifying UI changes, debugging visual issues, and automating repetitive browser tasks.

A Skill that uses the Redmine REST API to manage tickets and projects. It supports creating, updating, searching, and listing tickets, and retrieving project lists, project details, members, and versions. Invoke it with commands like "create a ticket", "show my tickets", or "show project list".

Production-ready patterns and best practices for Hono API development, including middleware architecture, Zod validation, and testing strategies

Create, edit, redline, and comment on `.docx` files inside the container, with a strict artifact-tool render-and-verify workflow. Use `render_docx.py --renderer artifact-tool` to generate page PNGs for visual QA, then iterate until layout is flawless before delivering the final DOCX.

Simplifies code for clarity. Use when refactoring code for clarity without changing behavior. Use when code works but is harder to read, maintain, or extend than it should be. Use when reviewing code that has accumulated unnecessary complexity.

Implement tasks from an OpenSpec change. Use when the user wants to start implementing, continue implementation, or work through tasks.

xUnit 2.9.x 到 3.x 升級完整指南。當需要將 xUnit v2 升級至 v3 或了解 xUnit v3 新功能與破壞性變更時使用。涵蓋套件更新、async void 修正、IAsyncLifetime 調整。包含新功能介紹: Assert.Skip、Explicit Tests、Matrix Theory、Assembly Fixtures。 Make sure to use this skill whenever the user mentions xUnit upgrade, xUnit v3, xUnit migration, xUnit breaking changes, or Assert.Skip, even if they don't explicitly ask for xUnit upgrade guidance. Keywords: xunit upgrade, xunit v3, xunit 3.x, xunit migration, xunit 升級, xunit.v3, OutputType Exe, IAsyncLifetime v3, Assert.Skip, SkipUnless, SkipWhen, Explicit attribute, MatrixTheoryData, AssemblyFixture, 破壞性變更

Verify plan consistency, generate summaries, maintain plan health. Use for review, verification, summaries, or plan maintenance. Mostly read-only with maintenance operations.

Multi-pass first principles analysis for any domain — business, personal decisions, creative projects, career, health, relationships. Decomposes problems to fundamental truths, challenges assumptions through 4 universal lenses (Constraints, Resources, Human, Context), and reconstructs solutions from verified ground truths only. Use when the user says "first principles", "from first principles", "analyze fundamentals", "challenge assumptions", "decompose problem", "why does this cost so much", "is this the right approach fundamentally", "what are we really solving", "strip away assumptions", "should I really be doing this". Also use when the user is stuck on a problem that seems intractable, when conventional approaches have failed, when questioning whether the whole approach is wrong, or when facing a "we've always done it this way" situation — whether in business, life, or creative work. Do NOT use for quick factual questions, time-critical decisions, trivial/low-stakes choices, or domains already optimized through rigorous first-principles work. Do NOT use when the user just wants a simple opinion or recommendation without deep analysis.

Format routine parameters using standard indentation and organize routine internal structure with blank lines. Use when defining functions with multi-line parameters, writing routine implementations, or establishing coding standards for function formatting.

Modify a nanodash query template nanopublication — add or remove SPARQL parameters, then sign and publish the updated query as a new nanopub

Self-hosted deployment platform via Docker Swarm. Deploys applications, manages 45+ infrastructure types (databases, queues, caches, platforms), handles secrets, domains, backups, and server operations. Triggers on deploy, infrastructure, postgres, redis, supabase, backup, restore, logs, secrets, SSL, domains, dev mode, CI/CD, alerts, traefik, routing, server management, capacity, rebalance, registry, node management, or access control.