bencium/negentropy-lens

Qu'est-ce que negentropy-lens ?

Cette compétence fournit un cadre structuré pour analyser les décisions d'architecture, de conception système ou de stratégie en utilisant les concepts d'entropie (tendance au désordre et au déclin) et de négentropie (tendance à l'ordre, à la croissance et à la complexité utile). Elle est particulièrement utile lorsque l'utilisateur se trouve à un point de décision, qu'il s'agisse de choisir entre différentes options techniques, d'auditer un système existant ou de planifier une stratégie. La compétence fonctionne en incitant l'utilisateur à considérer la dimension entropique/négentropique de sa situation, même s'il n'en a pas fait la demande explicite, et en révélant les lacunes de connaissances tacites qui pourraient fausser le jugement. Supportée par les plateformes d'agents IA comme Claude Code, Cursor et Codex, elle s'active automatiquement lorsqu'elle détecte des termes clés tels que "entropie", "négentropie", "connaissances tacites" ou "applique le prisme de la négentropie".

Compatible avec~Claude Code~Codex CLI~Cursor

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Documentation

Que fait negentropy-lens ?

Un cadre d'aide à la décision qui évalue les systèmes, architectures et stratégies à travers le prisme de l'entropie (décroissance) vs la négentropie (croissance), tout en révélant les lacunes de connaissances tacites. Utilisez cette compétence chaque fois que l'utilisateur prend des décisions d'architecture, évalue des conceptions système, examine des approches techniques, choisit entre des options, audite des systèmes existants ou planifie des stratégies. Déclenchez-la également lorsque l'utilisateur demande explicitement "d'appliquer le prisme de la négentropie", mentionne "entropie", "négentropie", "connaissances tacites", "moteur de connaissances" ou "actionner le levier". Activez-la en douceur lorsque vous détectez que l'utilisateur se trouve à un point de décision — même s'il n'a pas demandé ce prisme — en notant brièvement la dimension entropique/négentropique avant de poursuivre.

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

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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