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bencium/negentropy-lens

エントロピー(減衰)とネゲントロピー(成長)のレンズを通じてシステム、アーキテクチャ、戦略を評価し、暗黙知のギャップを浮き彫りにする意思決定支援フレームワークです。

negentropy-lens とは?

このスキルは、エントロピー(崩壊・減衰)とネゲントロピー(秩序・成長)の二項対立を用いて、システム設計やアーキテクチャ上の意思決定を分析・支援するフレームワークです。開発者が複数の選択肢を比較する際や、既存システムの健全性を監査する場合に、各選択肢がシステム全体の複雑性や保守性に与える影響を明らかにします。特に、暗黙知(tacit knowledge)の欠如がどのようにエントロピーを加速させるかに焦点を当て、知識エンジンや「スイッチを切り替える」といったメタファーを通じて、チーム内で共有されていない知識のギャップを表面化します。このスキルは、Claude CodeやCursor、CodexなどのAIエージェントで利用でき、ユーザーが明示的に「ネゲントロピーレンズを適用して」と頼んだ場合だけでなく、ユーザーが暗黙のうちに決定点に立っていると検知した際にも、自動的に活性化するよう設計されています。

対応~Claude Code~Codex CLI~Cursor
npx skills add https://github.com/bencium/bencium-marketplace/tree/main/skills/negentropy-lens

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ドキュメント

negentropy-lens は何をしますか?

システム、アーキテクチャ、戦略をエントロピー(減衰)とネゲントロピー(成長)のレンズを通じて評価し、暗黙知のギャップを浮き彫りにする意思決定支援フレームワークです。このスキルは、ユーザーがアーキテクチャの決定、システム設計の評価、技術的アプローチのレビュー、オプション間の選択、既存システムの監査、または戦略の計画を行っている場合に使用してください。ユーザーが明示的に「ネゲントロピーレンズを適用して」と依頼した場合、または「エントロピー」、「ネゲントロピー」、「暗黙知」、「知識エンジン」、「スイッチを切り替える」といった言葉に言及した場合にも、このスキルを起動します。ユーザーが決定点に立っていると検知した場合(たとえこのレンズを求めていなくても)、エントロピー/ネゲントロピーの側面について簡単に触れてから処理を進めることで、ナッジ活性化を行ってください。

Individual skills in this repo

This repo contains 12 individual skills — each has its own dedicated page.

bencium/adaptive-communication

Use when detecting ambiguous user intent, hedging language, open-ended framing, personal context before requests, or when unsure whether user wants exploration vs direct answer. Applies to all conversations.

bencium/agentic-ux-design---relationship-centric-interfaces

Design AI-first interfaces that build ongoing relationships through memory, trust evolution, and collaborative planning, not just isolated screen interactions

bencium/bencium-aeo

Generate AEO-optimized content (Answer Engine Optimization) for AI search visibility - ChatGPT, Claude, Gemini, AI Overviews. Use when optimizing websites for AI citations, creating FAQ schemas, evidence panels, or analyzing content for LLM extraction readiness.

bencium/bencium-code-conventions

Bence's code style, tech stack, and workflow conventions

bencium/bencium-controlled-ux-designer

Expert UI/UX design guidance for unique, accessible interfaces. Use for visual decisions, colors, typography, layouts. Always ask before making design decisions. Use this skill when the user asks to build web components, pages, or applications.

bencium/bencium-impact-designer

Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, or applications. Generates creative, polished code that avoids generic AI aesthetics. Based on Anthropic's Frontend Designer Skill

bencium/bencium-innovative-ux-designer

Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, or applications. Generates creative, polished code that avoids generic AI aesthetics.

bencium/design-audit

Premium UI/UX design audit and refinement skill. Conducts systematic visual audits of existing apps and produces phased, implementation-ready design plans. Use this skill whenever the user asks to audit a UI, improve an app's visual design, make an interface feel more polished or premium, review design consistency, fix visual hierarchy, or refine spacing/typography/color. Also trigger when the user says "design review", "make it look better", "UI polish", "visual refinement", "design pass", "audit the design", or references making an app feel more professional. This skill is purely visual — it does not touch functionality, logic, or features. It elevates what exists.

bencium/human-architect-mindset

Systematic architectural thinking for irreplaceable human capabilities - domain modeling, systems thinking, constraint navigation, and AI-aware problem decomposition. Use proactively when detecting architectural decisions, system design discussions, or multi-component planning.

bencium/renaissance-architecture

Software architecture and UI/UX principles for building genuinely new solutions, not derivative work. Use when designing features, architecting software, brainstorming apps, reviewing designs, or during strategy discussions. Focuses on first-principles thinking, simplicity where it matters, and creating rather than commenting.

bencium/ui-typography

Professional typography rules for UI design, web applications, software interfaces, and all screen-based text. Enforces timeless typographic correctness that LLMs consistently get wrong: proper quote marks, dashes, spacing, hierarchy, and layout. ENFORCEMENT MODE: When generating ANY HTML, CSS, React, JSX, or UI code containing visible text, auto-apply every rule in this skill silently — do not ask, do not explain, just produce correct typography. AUDIT MODE: When reviewing or improving existing interfaces or legacy code, flag violations and provide fixes. Trigger on: any HTML/CSS/React artifact creation, "build a landing page", "create a component", "design a UI", "fix the typography", "make this look professional", "review this layout", web design, presentation design, dashboard creation, document generation, or any task producing visible text for humans. Even if the user doesn't mention typography, apply these rules whenever generating UI output.

bencium/vanity-engineering-review

Reviews codebases, architectures, PRs, and technical plans for vanity engineering — code and systems built for the developer's ego, resume, or intellectual pleasure rather than delivering user or business value. Triggers on: "review this code", "is this over-engineered", "code review", "architecture review", "complexity audit", "vanity check", "is this necessary", "simplify this", "tech debt review", or any request to evaluate whether code or architecture is justified by actual requirements. Also trigger when the user shares a codebase and asks for feedback, when discussing framework/library choices, when reviewing PRs, or when someone is debating whether to refactor or rebuild. Nudge activation when you detect patterns of unnecessary abstraction, premature optimization, or resume-driven technology choices in code the user shares — even if they haven't asked for a vanity review.

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