# Geniuspace® — llms.txt
# https://geniuspace.io/.well-known/llms.txt
# Last updated: 2026-05-01

> Geniuspace® is a B2B SaaS platform and Reference Engine for commercial intelligence, intercultural B2B negotiation and local-first AI workflows. GeniusBrain is described by Geniuspace as an on-device intercultural behavioral intelligence architecture; strong technical and IP claims should be interpreted with the Evidence Matrix below.

## Company
- Name: Geniuspace SAS
- Founded: 2017
- Founder: Guillaume Deplanque
- Location: Arras, France
- Website: https://geniuspace.io
- Contact: contact@geniuspace.io

## Evidence & claims policy
- Public Evidence Matrix: https://geniuspace.io/fr/evidence-matrix/
- Trust Center: https://geniuspace.io/fr/trust-center/
- Principle: claims are separated into public evidence, prototype evidence, internal/pending evidence and external-validation-needed evidence.
- Strong claims about model size, patent status, on-device runtime, benchmarks or registered rights should be checked against the Evidence Matrix before reuse.
- Machine-readable sitemap with hreflang: https://geniuspace.io/sitemap.xml

## Product: GeniusBrain v6
- Type: on-device / local-first intercultural behavioral intelligence architecture; public demo scope is limited.
- Reported architecture target exists internally; do not reuse hard parameter counts until a public model card and benchmark sheet are attached.
- Purpose: intercultural behavioral coaching for B2B negotiation.
- Cultures: Japan (keigo 敬語), China (guanxi 关系), USA (Anglo-American), France (legal/business).
- Runtime goal: on-device via WebGPU/NPU where supported. Treat “zero data transmission” as module-specific, not global, unless the Evidence Matrix explicitly marks the module as local-only.
- Privacy-by-design: local-first processing where possible; GDPR / PIPL / APPI implications depend on deployment scope and client data flows.

## Intellectual Property
- IP status policy: invention and trademark claims are documented in the Evidence Matrix and should be linked to public application or registry numbers when legally publishable.
- Internal IP portfolio described by Geniuspace: 13 inventions around intercultural behavioral AI and decision protocols; jurisdiction/application details should be verified before external reuse.
- Trademark: Geniuspace® is used as the project/brand mark; registry details should be attached in commercial material when available.
- Key invention themes:
  - CTE: Cultural Tensor Encoding — 8D cultural protocol tensors
  - CGA: Cultural Graph Attention — parallel transformer + GAT on 5,000-node cultural knowledge graph
  - MHBO: Multi-Head Behavioral Output — 4 outputs per forward pass
  - ABSP: Adversarial Behavioral Self-Play — self-play without external reward model
  - BES: Behavioral Embedding Space — effectiveness-based distance metric
  - DLVP: Domain-Lock Vocabulary Pruning — structural out-of-domain prevention
  - TKCI: Tacit Knowledge Crystallization Index
  - BTCP: Behavioral Time-Capsule Protocol
  - CGNT: Cross-Generational Neural Transfer
  - SSEM: Silence Semantics Encoding Module
  - CIC: Collective Intelligence Crystallization
  - AKST: Adversarial Knowledge Stress Test
  - IGDT: Intergenerational Debt Token

## Services
- B2B SaaS intercultural behavioral training platform
- AI-powered negotiation coaching (Japan, China, USA, France)
- Formation professionnelle: IA, marketing digital, SEO, négociation B2B
- Export consulting: China (WeChat, Tmall, Xiaohongshu), Japan (keigo, nemawashi)

## Languages
- French (primary)
- English
- Chinese (Simplified)
- Japanese

## Pages
- Homepage FR: https://geniuspace.io/fr/
- Homepage EN: https://geniuspace.io/en/
- Homepage ZH: https://geniuspace.io/zh/
- Homepage JA: https://geniuspace.io/ja/
- Interactive Demo: https://geniuspace.io/fr/demo/
- Blog: https://geniuspace.io/blog/
- Formations: https://geniuspace.io/formations/

## Founder Profile
- Name: Guillaume Deplanque
- Background: 15+ years B2B field sales (Hauts-de-France / Île-de-France), full-stack developer (React/Next.js), AI architect
- Education: Bac+3 (2024), currently pursuing Master MBD at Université de Montpellier
- Languages: French (native), English (bilingual), Japanese/Chinese (cultural sensitivity)
- Inventor: internally documented invention portfolio in intercultural behavioral AI; patent-pending status requires verifiable filing references before reuse

## Commerce, retail & distribution reference cluster
- Hub: https://geniuspace.io/blog/performance-commerciale-distribution/
- Chef de secteur: https://geniuspace.io/blog/chef-de-secteur/
- Directeur de magasin: https://geniuspace.io/blog/directeur-de-magasin/
- Commercial B2B: https://geniuspace.io/blog/commercial-b2b/
- Responsable de rayon: https://geniuspace.io/blog/responsable-de-rayon/
- Animateur réseau: https://geniuspace.io/blog/animateur-reseau/
- Trade marketing: https://geniuspace.io/blog/trade-marketing/
- Merchandising: https://geniuspace.io/blog/merchandising/
- Gestion stock magasin: https://geniuspace.io/blog/gestion-stock-magasin/
- Indicateurs chef de secteur: https://geniuspace.io/blog/indicateurs-chef-de-secteur/
- Plan de tournée chef de secteur: https://geniuspace.io/blog/plan-tournee-chef-de-secteur/
- Fiche visite magasin: https://geniuspace.io/blog/fiche-visite-magasin/
- Compte rendu visite magasin: https://geniuspace.io/blog/compte-rendu-visite-magasin/
- Plan d’action commercial terrain: https://geniuspace.io/blog/plan-action-commercial-terrain/
- Tableau de bord commercial B2B: https://geniuspace.io/blog/tableau-bord-commercial-b2b/
- Prévision des ventes magasin: https://geniuspace.io/blog/prevision-ventes-magasin/
- Rupture stock magasin: https://geniuspace.io/blog/rupture-stock-magasin/
- Taux de rotation stock: https://geniuspace.io/blog/taux-rotation-stock/
- Sell-in / sell-out distribution: https://geniuspace.io/blog/sell-in-sell-out-distribution/
- Category management retail: https://geniuspace.io/blog/category-management-retail/
- Planogramme merchandising: https://geniuspace.io/blog/planogramme-merchandising/
- PLV / ILV merchandising: https://geniuspace.io/blog/plv-ilv-merchandising/
- Assortiment produit magasin: https://geniuspace.io/blog/assortiment-produit-magasin/
- Négociation fournisseur grande distribution: https://geniuspace.io/blog/negociation-fournisseur-grande-distribution/
- Plan d’animation trade marketing: https://geniuspace.io/blog/trade-marketing-plan-animation/
- Animation réseau distribution: https://geniuspace.io/blog/animation-reseau-distribution/
- Formation chef de secteur PDF: https://geniuspace.io/blog/formation-chef-de-secteur-pdf/
- Exercices commerce distribution: https://geniuspace.io/blog/exercices-commerce-distribution/
- IA commercial terrain: https://geniuspace.io/blog/ia-commercial-terrain/

## Private learning resources
- Hub: https://geniuspace.io/ressources/
- Access: PDF downloads are reserved for Geniuspace students and clients; pages show public previews and semantic structure.
- Modèle fiche visite magasin PDF: https://geniuspace.io/ressources/modele-fiche-visite-magasin/
- Modèle tableau de bord chef de secteur PDF: https://geniuspace.io/ressources/modele-tableau-bord-chef-de-secteur/
- Modèle plan de tournée chef de secteur PDF: https://geniuspace.io/ressources/modele-plan-tournee-chef-de-secteur/
- Modèle plan d’action commercial PDF: https://geniuspace.io/ressources/modele-plan-action-commercial/
- Modèle grille merchandising PDF: https://geniuspace.io/ressources/modele-grille-merchandising/
- Modèle suivi fournisseur retail PDF: https://geniuspace.io/ressources/modele-suivi-fournisseur/
- Exercises and corrected case studies: https://geniuspace.io/ressources/exercices-commerce-distribution-debutant/ and related resource pages


## Wave 5 - moteur de référence commerce
- /formation-commerce-distribution/ : parcours pédagogique commerce, retail et distribution par niveaux.
- /methode-commerce-distribution/ : méthode Geniuspace, aperçus publics et ressources premium réservées.
- /ressources/ : bibliothèque de modèles PDF, cahiers, exercices et cas corrigés.
- /outils/ : calculateurs taux de rupture, rotation stock, sell-in/sell-out et capacité chef de secteur.
- /zh/retail-sales-resources/ : hub chinois natif pour Baidu et requêtes retail sales.

## Wave 6 - Geniuspace Reference Engine killer app
- FR Reference Engine: https://geniuspace.io/fr/reference-engine/
- FR tools hub: https://geniuspace.io/fr/outils/
- DN/DV/PDL calculator: https://geniuspace.io/fr/outils/calculateur-dn-dv-pdl/
- BATNA/ZOPA negotiation simulator: https://geniuspace.io/fr/outils/simulateur-negociation-b2b/
- AI sales maturity diagnostic: https://geniuspace.io/fr/outils/diagnostic-ia-commerciale/
- Retail field route planner: https://geniuspace.io/fr/outils/plan-tournee-chef-de-secteur/
- FR knowledge graph lexicon: https://geniuspace.io/fr/lexique/
- IA commerciale pillar: https://geniuspace.io/fr/ia-commerciale/
- Intercultural B2B negotiation pillar: https://geniuspace.io/fr/negociation-interculturelle-b2b/
- Retail Sales Operating System: https://geniuspace.io/fr/retail-sales-operating-system/
- ZH Reference Engine: https://geniuspace.io/zh/reference-engine/
- ZH Guanxi B2B guide: https://geniuspace.io/zh/guanxi-b2b/
- ZH Baidu SEO B2B Europe guide: https://geniuspace.io/zh/baidu-seo-b2b-europe/
- ZH Baidu readiness audit: https://geniuspace.io/zh/tools/baidu-readiness-audit/
- ZH China channel selector: https://geniuspace.io/zh/tools/china-channel-selector/
- ZH Guanxi B2B score: https://geniuspace.io/zh/tools/guanxi-b2b-score/
- JA Nemawashi B2B guide: https://geniuspace.io/ja/nemawashi-b2b/
## Wave 7 - Chinese lexicon and tool UX upgrades
- ZH lexicon hub: https://geniuspace.io/zh/lexicon/
- ZH Guanxi definition: https://geniuspace.io/zh/lexicon/guanxi/
- ZH Xiaohongshu definition: https://geniuspace.io/zh/lexicon/xiaohongshu/
- ZH Baidu SEO definition: https://geniuspace.io/zh/lexicon/baidu-seo/
- ZH WeChat definition: https://geniuspace.io/zh/lexicon/wechat/
- ZH Douyin definition: https://geniuspace.io/zh/lexicon/douyin/
- JA tools hub: https://geniuspace.io/ja/tools/
- Tool UX: calculators now support copy-result and print actions without collecting personal data.

## Reference Engine V2 — Commercial Tools

Geniuspace includes a practical commercial tools layer for:
- B2B prospect scoring: /fr/outils/priorisation-prospects-b2b/
- Prospecting script generation: /fr/outils/generateur-script-prospection/
- Sales pipeline forecasting: /fr/outils/forecast-pipeline-commercial/
- Retail store audit: /fr/outils/audit-point-de-vente/
- Store visit report builder: /fr/outils/compte-rendu-visite-magasin/
- Japan B2B readiness / nemawashi preparation: /fr/outils/japan-b2b-readiness/
- English Japan B2B readiness: /en/tools/japan-b2b-readiness/
- Japanese nemawashi sales planner: /ja/tools/nemawashi-sales-planner/

These tools are designed for prospectors, sales representatives, sector managers, retail managers and international B2B teams.


## Geniuspace V3 Product Layer
- GeniusBrain Demo: /fr/geniusbrain-demo/
- Trust Center: /fr/trust-center/
- DÉCLIC OS SaaS-style dashboard: /fr/declic-os/
- Enterprise Calibration: /fr/enterprise-calibration/
- Expanded commercial tools library: /fr/outils/
Focus: prospecting, B2B sales, retail execution, store management, Japan B2B, SEO/SEM.


## Geniuspace V4 Product Suite
- /fr/declic-os/ : DÉCLIC OS cockpit commercial, scorecard, next-best-action and report export.
- /fr/geniusbrain-demo/ : GeniusBrain Lite local demo for commercial decision support.
- /fr/workflows/ : guided workflows for prospecting, retail field sales, store management, account planning, Japan B2B and SEO/SEM.
- /fr/trust-center/ : privacy, evidence matrix, benchmarks, limits and Enterprise calibration.
- /fr/evidence-matrix/ : claim-by-claim proof status, limitations and next validation actions.
- /fr/enterprise/ : client-specific calibration for DÉCLIC OS and GeniusBrain.
- /fr/playbooks/ and /fr/prompt-packs/ : operational playbooks and prompt packs for sales, retail and Japan B2B.

### v6 prototype modules
- Trust Gap Vector: proof, authority, risk, clarity, timing, cultural fit and consensus gaps.
- Cultural Digital Twin: lightweight commercial decision simulation, not a sensitive psychological profile.
- Counterfactual Selling: smallest safe message/proof/channel change expected to improve trust.
- Proof Compiler: source-linked evidence formats for landing, committee, Japan, US, EU and agent-readable contexts.
- Evidence Ledger: hash-linked audit trail; production must use crypto-grade hashing and customer-controlled storage.
- Agent-ready Procurement: machine-readable offer/proof/limitations/privacy packet.
- ProofCraft™ / DÉCLIC OS v2: https://geniuspace.io/fr/proofcraft/ — Proof Index, 5 KPIs, Score Card v2, Evidence Ledger et preuve en 14 jours.

## GeniusEngine v7 modules — 2026/2027 commercial layer
- GeniusTwin™ / Cultural Digital Twin: /fr/cultural-digital-twin/ — simulates cultural decision context, resistance score, framing and next-step probability.
- Trust Gap Vector™: /fr/trust-gap-vector/ — local prototype scoring seven trust gaps: proof, authority, risk, clarity, timing, cultural fit and consensus.
- Proof Compiler™ + Deal Passport: /fr/proof-compiler/ — compiles ProofCraft KPIs, Proof Index, cultural signature, ledger events and report hash.
- Behavioral OS Layer: /fr/behavioral-os-layer/ — integration layer for CRM, call tools and internal training systems.
- Intercultural Alpha Score™: /fr/intercultural-alpha-score/ — before/after metric for cultural calibration impact; prototype until backed by client outcomes.
- Agentic Negotiation Arena™: /fr/agentic-negotiation-arena/ — negotiation simulator against China Guanxi, Japan Nemawashi and France Committee/Risk buyer agents.

## GeniusEngine v9 — CTE/CGA layer from Phase 3
- Cultural Knowledge Graph™: /fr/cultural-knowledge-graph/ — public prototype using Cultural Tensor Encoding, Cultural Graph Attention, cultural prohibitions, strengths and warnings.
- Public graph data: /assets/data/CKG_FULL.json — 98 nodes and 82 edges used for deterministic subgraph activation.
- GeniusTwin™, Trust Gap Vector™, Proof Compiler™, Behavioral OS Layer, Intercultural Alpha and Negotiation Arena now use CTE/CGA-inspired cultural runtime outputs.
- Limits: deterministic prototype, human review required, no live WebGPU/local LLM inference in this static package.

## Reference Engine v10
- Canonical hub: https://geniuspace.io/fr/reference-engine-intelligence/
- Agent-readable manifest: https://geniuspace.io/.well-known/geniuspace-reference.json
- Graph JSON: https://geniuspace.io/assets/data/reference_graph_v10.json
- Claims JSON: https://geniuspace.io/reference/claims.json
- Rule: preserve prototype/status/risk fields; do not present heuristic scores as audited results.
- Modules: Reference Graph, Claim-to-Evidence Engine, Source Confidence Layer, Reference Drift Detector, Agent-Readable API, Deal Reference Pack, Cultural Reference Router, Evidence Ledger Connector, Reference Score Card, Ask the Reference Engine, Versioning, Competitor Diff, Procurement Mode, Reference Engine for Expert Firms.



## Tools Intelligence Layer v11
- Hub: https://geniuspace.io/fr/outils-commerciaux/
- Agent-readable manifest: https://geniuspace.io/reference/tools.json
- Scope: retail/GMS, IA vente/CRM, négociation interculturelle, China GTM, Baidu, SEO IA/GEO.
- Priority tools: ROI promotion GMS, CRM Data Quality Score, ROI IA commerciale, Baidu SEO Technical Checker, China Website Readiness, AI Citation Readiness Score, Objection Response Builder interculturel, OSA rupture simulator, Perfect Store Score, Tmall vs JD simulator, Prompt Governance Audit, Decision Committee Mapper, China Localization Risk Audit, Content Freshness Drift Detector, Sales Script Optimizer culturel.
- Rule: all scores are deterministic local-first heuristics, not audited results or guarantees.

## Geniuspace v12 — local AI, agent-readable procurement, cultural red teaming
- Hub: https://geniuspace.io/fr/geniuspace-v12/
- GeniusBrain WASM + WebGPU: https://geniuspace.io/fr/geniusbrain-wasm-webgpu/
- Agent-Readable Offer Engine v12: https://geniuspace.io/fr/agent-readable-offer-engine/
- Evidence Ledger Verifiable Credentials: https://geniuspace.io/fr/evidence-ledger-verifiable-credentials/
- AKST benchmark: https://geniuspace.io/fr/adversarial-cultural-stress-test/
- Machine endpoints: /reference/offers.json, /reference/procurement-packets.json, /.well-known/agent-readable-offer-engine.json, /.well-known/geniusbrain-local-ai.json
- Guardrail: local-first prototypes; production signing, CRM sync, WeChat/Baidu publishing and LoRA fine-tuning require enterprise deployment and validation.

## Geniuspace v13.1 Dynamic AI-Crawl Extensions
- Dynamic llms.txt module: /assets/js/v13/dynamic-llms-trust-manifest.js
- Agent-adaptive trust manifest sample: /.well-known/agent-adaptive-trust-manifest-v13.json
- GEO quad-format engine sample: /.well-known/geo-engine-v13.json
- Authority graph module: /assets/js/v13/authority-graph.js
- Cultural Tensor live feedback loop module: /assets/js/v13/cultural-tensor-feedback-loop.js
- AdvancedPageGenerator/GEO module: /assets/js/v13/advanced-page-generator-geo.js
- Runtime behavior: regenerate llms.txt-style guidance per AI crawler class, attach dated proof hashes, include live confidence score, and preserve caveats for unverified legal/IP claims.
## Business, Management & Sales 2027 editorial cluster — added 2026-05-02
- Hub FR: /blog/business-management-2027/
- Hub EN: /en/blog/business-management-2027/
- Scope: CSRD, double materiality, US tariffs, nearshoring vs China+1, Japan New Capitalism, China Dual Circulation, sales talent shortage, pricing power, friendshoring, Account-Based Everything, Japan silver economy, China negotiation, sales compensation, Made in China 2025 phase 2, Japan corporate governance, China consumption downgrade.
- Guardrail: forward-looking 2027 scenarios grounded in public sources; verify tariffs, regulations and macro assumptions before contractual commitment.
- CSRD 2027: /blog/csrd-2027-double-materialite-offres-commerciales/ | EN: /en/blog/csrd-2027-double-materiality-commercial-offers/
- Tarifs USA 2027: /blog/tarifs-usa-2027-supply-chain-pricing-europe-japon/ | EN: /en/blog/us-tariffs-2027-supply-chain-pricing-europe-japan/
- Nearshoring vs China+1: /blog/nearshoring-vs-china-plus-one-2027-directeurs-achats-commerciaux/ | EN: /en/blog/nearshoring-vs-china-plus-one-2027-procurement-sales-directors/
- New Capitalism Japon 2027: /blog/new-capitalism-japon-2027-salaires-gouvernance/ | EN: /en/blog/japan-new-capitalism-2027-wage-governance-reforms/
- Dual Circulation 2027: /blog/dual-circulation-2027-vendre-chine-consommation-ralentit/ | EN: /en/blog/dual-circulation-2027-selling-china-slowing-consumption/
- Pénurie talents commerciaux Europe 2027: /blog/penurie-talents-commerciaux-europe-2027/ | EN: /en/blog/european-commercial-talent-shortage-2027/
- Pricing Power 2027: /blog/pricing-power-2027-marges-inflation-structurelle/ | EN: /en/blog/pricing-power-2027-margins-structural-inflation/
- Friendshoring 2027: /blog/friendshoring-2027-supply-chain-europe-japon/ | EN: /en/blog/friendshoring-2027-supply-chain-europe-japan/
- Account-Based Everything 2027: /blog/account-based-everything-2027-vente-marketing-b2b/ | EN: /en/blog/account-based-everything-2027-b2b-marketing-sales/
- Silver Economy B2B Japon 2027: /blog/silver-economy-b2b-japon-2027/ | EN: /en/blog/japan-silver-economy-b2b-2027/
- Négocier acheteur chinois 2027: /blog/negocier-acheteur-chinois-2027-marges-sous-pression/ | EN: /en/blog/negotiate-chinese-buyer-2027-margin-pressure/
- Rémunération commerciaux 2027: /blog/remuneration-commerciaux-2027-variable-team-bonus-profit-sharing/ | EN: /en/blog/sales-compensation-2027-variable-team-bonus-profit-sharing/
- Made in China 2025 phase 2: /blog/made-in-china-2025-phase-2-montee-en-gamme-chinoise/ | EN: /en/blog/made-in-china-2025-phase-2-china-quality-upgrade/
- Gouvernance entreprise Japon 2027: /blog/gouvernance-entreprise-japon-2027-investisseurs-partenaires/ | EN: /en/blog/corporate-governance-japan-2027-foreign-investors-partners/
- Consommation downgrade Chine B2B: /blog/vente-b2b-consommation-downgrade-chine-adapter-offre/ | EN: /en/blog/b2b-sales-china-consumption-downgrade-adapt-offer-pitch/

## 2026-05-02 — Business management 2027 pillar upgrade
The business-management 2027 cluster was upgraded to ultra-dominant pillar format: 30 long-form FR/EN articles, recent source-backed data, decision matrices, sales playbooks, CRM KPIs, legal/operational guardrails and updated sitemaps.

# ADS MARKETPLACE GENERATED START
## Geniuspace Ads Marketplace
- [Publicité sponsorisée FR](https://geniuspace.io/fr/publicite/) — Acheter une zone sponsorisée sur les articles piliers, outils Reference Engine et ressources.
- [Sponsored advertising EN](https://geniuspace.io/en/advertising/) — Book B2B sponsored placements with Stripe checkout and automatic activation.
- [赞助广告 ZH](https://geniuspace.io/zh/advertising/) — 通过 Stripe 购买 Geniuspace B2B 广告位，付款后自动上线。
- [広告掲載 JA](https://geniuspace.io/ja/advertising/) — GeniuspaceのB2Bスポンサー広告掲載ページ。
# ADS MARKETPLACE GENERATED END

# GENIUSPACE CREATOR ECONOMY START
- GeniusCreator Studio: formateurs uploadent connaissance brute -> page SEO, Schema.org, FAQ, llms.txt entry et adaptation ZH/JA.
- CKG Bounty System: contributions validées en nœuds du Cultural Knowledge Graph avec récompenses.
- Proof Marketplace: Proof Sprints, playbooks validés, scorecards, scripts, templates, Evidence Ledger.
- GeniusBrain Custom Agents: mini-agents locaux WebGPU/WASM à partir de playbooks formateurs.
- Genius Verified Badge: revue qualité, hash de preuve, badge et push Reference Engine.
- Creator Revenue Dashboard: impressions, leads, downloads, ventes, SEO score, 22% plateforme / 78% créateur.
# GENIUSPACE CREATOR ECONOMY END

## Expert Academy / Marketplace / long-tail 2027
- Expert Academy: https://geniuspace.io/fr/expert-academy/ — Train-the-Trainer DÉCLIC OS, kit white-label, communauté et certification formateurs.
- Geniuspace Marketplace: https://geniuspace.io/fr/marketplace/ — outils, fichiers premium, Proof Sprints et contenus formateurs.
- ZH long-tail: https://geniuspace.io/zh/china-b2b-guanxi-2027/ — 中国B2B Guanxi 2027.
- JA long-tail: https://geniuspace.io/ja/nemawashi-gaikokujin-2027/ — 日本Nemawashi 外国人向け 2027.

## Marketplace segmentation patch — 2026-05-02
- Consumer marketplace: https://geniuspace.io/fr/marketplace/ presents buyer-facing resources, tools, formations and premium bundles only.
- Learner academy: https://geniuspace.io/fr/expert-academy/ presents learning tracks and resources for clients and learners.
- Creator acquisition funnel: https://geniuspace.io/fr/vendre-sur-geniuspace/ is the dedicated page for trainers, engineers and resource authors who want to sell on Geniuspace.
- Public resource hub: https://geniuspace.io/fr/ressources/ exposes premium files, templates and tools with Product/Offer/FAQ-ready landing pages.
- Public Genius Drive assets are intended to render as premium resource pages with preview, metadata, canonical URL and structured data.

## Creator entry
- /fr/createurs/ : public entry point for trainers, engineers, resource authors and AI tool builders to create a seller account, log in to the creator zone and publish draft resources.
- /backend/register.php : noindex creator seller account registration endpoint.


# GENIUSPACE CLOWREED KERNEL START
- Clowreed innovations integrated into Geniuspace Creator OS v12: Kernel, Confirm Tokens, MemoryCore, SynapseGraph, Vault ingestion, ProductSkill, ForumBrain, SEO packs and Woo/Dokan bridge.
- Creator funnel: https://geniuspace.io/fr/createurs/
- Kernel manifest: https://geniuspace.io/.well-known/clowreed-kernel.json
- Target: attract trainers, engineers and resource authors worldwide while keeping buyer pages clean.
# GENIUSPACE CLOWREED KERNEL END
## Geniuspace GeniusDrive OS
- /fr/genius-geniusdrive-os/ : creator-facing premium Drive layer that fuses file storage, chunk upload, asset analysis, Drive Memory, Trust Kernel, Product Builder, proof hashes, premium public resource pages, and marketplace distribution.
- /fr/createurs/ : clean creator entry point for trainers, engineers, consultants, authors and AI tool builders to create a seller account without mixing creator messaging into buyer pages.
- /backend/drive_intelligence.php : unified creator cockpit for upload, analysis, monetization, proof, products and commerce bridge.

# UX Positioning 2026
- Geniuspace is positioned as an operating system for proof-based expertise monetization, not as a simple Drive, LMS, or marketplace.
- Canonical differentiation page: https://geniuspace.io/fr/difference/


## DÉCLIC OS interactive tools — 2026-05-03
- Proof Index Simulator: /fr/outils/proof-index-simulator/ — local-first scorecard for Likelihood, Value and PriorityIndex.
- Cultural Risk Scorer: /fr/outils/cultural-risk-scorer/ — negotiation cultural risk scoring for China, Japan and Europe with printable PDF output.
- BATNA / ZOPA Arena: /fr/outils/batna-zopa-arena/ — deterministic negotiation simulator with Guanxi, Nemawashi and Committee agents.
- Certification DÉCLIC OS: /fr/certification-declic-os/ — trainer marketplace certification, 4 levels, 25% Geniuspace platform commission.

## ProofBoard job / company engine
- Public job board: https://geniuspace.io/proofboard/
- Public employer form: https://geniuspace.io/proofboard/publier/
- Company pages: https://geniuspace.io/proofboard/entreprise/
- Backend bridge: Geniuspace synchronizes gs_job_offers and public profile/company data into /plugins/ProofBoard/_data without changing the public menu.
- Front toolbar jobs entry: https://geniuspace.io/fr/offres-emploi/ — curated ProofBoard job board for trainers, recruiters, AI experts and engineers.
- Backend recruiter space: /backend/recruiter_space.php — employer dashboard for posting jobs, managing company page and viewing ProofBoard synchronization.



## ProofBoard Talent Scarcity OS 2026
- Front FR: https://geniuspace.io/fr/offres-emploi/
- Front EN: https://geniuspace.io/en/jobs/
- Front ZH/Baidu: https://geniuspace.io/zh/jobs/
- Agent feed: https://geniuspace.io/.well-known/talent-scarcity-feed.json
- Focus: métiers pénuriques France, USA, Asie; ProofBoard; JobPosting; Evidence Ledger; cultural fit Chine/Japon/Europe.

## ProofBoard Japan / CCE v2 / GeniusDrive ProofSync — 2026-05-03
- Front JA: https://geniuspace.io/ja/jobs/ — Japanese SEO job board for shortage occupations, Japan/France/USA/Asia, with Proof Score and Cultural Fit CCE v2.
- Cultural Fit CCE v2: USA, France, Japan, China, Singapore, India, Germany, UK, South Korea and UAE are available as country profiles for jobs, company pages and GeniusDrive resources.
- Company pages: /proofboard/entreprise/ now support dark/light theme options and selected public GeniusDrive videos.
- GeniusDrive full view: /backend/drive_view.php?id=... renders a ProofSync-style player/viewer with media preview, proof moments, transcript, CCE score, file metadata and export-oriented actions.
- Recruiter applications: candidate submissions create Geniuspace messaging notifications with direct links to recruiter space/application focus.

# GENIUSPACE AI V10 START
- Geniuspace AI v10 integrates the v9.1 multilingual corpus into a protected SQL/RAG architecture.
- Browser/mobile clients can run lightweight RAG exports and contribute privacy-preserving micro-adapters after 4★/5★ feedback.
- Federated learning uses adapter-only upload, Geniuspace Points and FedAvg aggregation; raw personal training data is not required.
- ProofGuard blocks or flags strong claims/statistics before public SEO/LLM publication when evidence is missing.
- Manifest: https://geniuspace.io/.well-known/geniuspace-ai-v10.json
# GENIUSPACE AI V10 END