Research

發展研究概念並驗證創新性。觸發：concept、發展概念、研究概念、novelty、創新點、補充概念、幫我補充、擴展概念、加強、驗證失敗、novelty不夠、怎麼改。

Design computational models for cognitive simulation and analysis.

Schmidhuber's compression progress as intrinsic curiosity reward for

Multi-phase research orchestration for thorough codebase, documentation, and external knowledge investigation. Invoked by /ai-eng/research command. Use when conducting deep analysis, exploring codebases, investigating patterns, or synthesizing findings from multiple sources.

Research product compositions using AI and web sources. Use when needing to find what products, substances, or objects are made of - including ingredients, materials, chemicals, and elements. Essential for building composition data.

Analyse component dependencies and usage patterns in a Drupal/Twig component library. Use when user asks to find where a component is used, check if a component can be safely removed, audit component dependencies, find components using specific properties, or analyse impact of refactoring a component.

Provides competitive visual audit frameworks and templates for brand identity work. Auto-activates during visual direction, color selection, typography selection, and positioning work. Use when discussing competitors, competitive audit, differentiation, white space, perceptual mapping, visual landscape, zig zag strategy, brand audit, color audit, typography audit, visual identity analysis, or positioning maps.

Research competitors, analyze market positioning, identify differentiators, and understand competitive landscape to inform product strategy and positioning. Use when researching competitors, analyzing features, identifying market gaps, understanding pricing strategies, evaluating competitive advantages, researching market trends, or informing product decisions.

Gemini DeepSearch MCPを活用した競合分析専門エージェント。直接・間接競合の徹底調査と差別化軸の特定。競合調査、市場分析、ポジショニング分析の際に積極的に使用。MUST BE USED for competitive analysis.

Master competitive analysis templates including competitor deep-dives, battle cards, feature comparison matrices, and win/loss analysis. Use when analyzing competitors, creating battle cards for sales, positioning against alternatives, tracking competitive moves, or preparing for competitive threats. Covers competitive intelligence frameworks, positioning strategies, and templates from Crayon, Klue, and April Dunford.

Guide competency framework development and operation. Use when building training that produces capability, when existing training doesn't produce competence, when structuring knowledge for multiple audiences, or when setting up feedback loops to surface gaps.

Discover and rank companies in a target industry. Evaluates fit against your constraints and generates optimized job search queries.

Community infiltration strategies for Reddit, Discord, and Facebook that won't get you banned. Value-first engagement plans.

Reporting template for tracking sentiment, risks, and advocacy signals

Standard collection development workflow for discovering, evaluating, and acquiring scholarly materials for the library collection

This skill should be used when the user asks to "创建大纲", "outline", "文章结构规划", "plan article structure", or needs help structuring their content before writing. Provides collaborative outline creation with interactive questioning and research gap identification.

Create 25-35 second cold opens that hook listeners by dropping them into a specific moment that encapsulates the episode's themes. Uses narrative snippets method (story arcs with beats) combined with Colin & Samir's rearrangement technique.

Use for deep multi-step investigation and analysis with Codex. Triggers on "codex deep analysis", "investigate with codex", "codex thorough investigation", "have codex think deeply".

Use when the user suspects a Codex skill is not triggering, wants to validate SKILL.md frontmatter (name/description), check description quality for discovery, or needs a plugin-dev-like validation step for skill packaging.

Use for systematic debugging and root cause analysis with Codex. Triggers on "codex debug", "codex root cause", "have codex investigate this bug", "codex find the issue".

Adversarial brainstorming. Claude and Codex independently research then debate until Nash equilibrium. For solution exploration, feasibility analysis, exhaustive enumeration.

In-depth code review for large PRs (>500 lines). Full analysis including architecture, performance, security, and maintainability.

Learn By Doing coaching methodology for guided development. Use when coaching a developer through any implementation phase.

Avoid common methodological mistakes in clinical research with MIMIC-IV and eICU databases. Covers immortal time bias, information leakage, selection bias, and other critical pitfalls.