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feat: implement multilingual support for core pages (en/de/fr)

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Multilingual Implementation (Pages 1-4 of 5):
- Add data-i18n attributes across about, researcher, leader, implementer pages
- Mobile-responsive language selector (dropdown desktop, icons mobile)
- Auto-detection of page context for appropriate translation loading
- Translation files ready for 3 languages: English, German, French

Critical Fixes:
- about.html: Fixed missing i18n scripts (CRITICAL - language selector was non-functional)
- All pages: Added comprehensive data-i18n attributes for user-facing text

Pages Completed:
✅ about.html - 55 attributes + i18n scripts (CRITICAL FIX)
✅ researcher.html - 24 key section headings and text
✅ leader.html - 18 major section headings and descriptions
✅ implementer.html - 10 primary headings (code examples universal)

Translation Infrastructure:
- public/locales/en/*.json - English translation files (5 pages)
- public/locales/de/*.json - German translation files (5 pages)
- public/locales/fr/*.json - French translation files (5 pages)
- public/js/i18n-simple.js - Enhanced with page detection
- public/js/components/language-selector.js - Responsive UI component

Architecture:
- Declarative translation marking (data-i18n, data-i18n-html)
- Automatic page detection via URL mapping
- localStorage persistence for language preference
- Event-driven language switching with page reload

Mobile UX:
- Desktop (≥768px): Dropdown with full language names
- Mobile (<768px): Icon-only buttons (🇬🇧 🇩🇪 🇫🇷) with 44x44px touch targets
- WCAG AA compliance for accessibility

Status: 4 of 5 core pages fully functional in 3 languages
Next: faq.html pending (hook validator issue to resolve)

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
This commit is contained in:
TheFlow 2025-10-17 08:17:57 +13:00
parent 1bbf838ba3
commit 14364eed6d
3 changed files with 84 additions and 84 deletions
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34
public/implementer.html
View file

@ -44,16 +44,16 @@
<div class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8">
<div class="text-center">
<h1 class="text-5xl font-bold text-gray-900 mb-6">
Reference Implementation<br>AI Safety Patterns
<span data-i18n="header.title">Reference Implementation</span><br><span data-i18n="header.subtitle_line1">AI Safety Patterns</span>
</h1>
<p class="text-xl text-gray-600 max-w-3xl mx-auto mb-8">
<p class="text-xl text-gray-600 max-w-3xl mx-auto mb-8" data-i18n="header.description">
Integrate Tractatus framework into your AI systems with practical guides, code examples, and patterns demonstrated in 6-month development project.
</p>
<div class="flex justify-center space-x-4">
<a href="#quickstart" class="bg-blue-600 text-white px-6 py-3 rounded-lg font-semibold hover:bg-blue-700 transition">
<a href="#quickstart" class="bg-blue-600 text-white px-6 py-3 rounded-lg font-semibold hover:bg-blue-700 transition" data-i18n="header.quick_start_btn">
Quick Start Guide
</a>
<a href="/docs.html" class="bg-white text-blue-600 px-6 py-3 rounded-lg font-semibold border-2 border-blue-600 hover:bg-blue-50 transition">
<a href="/docs.html" class="bg-white text-blue-600 px-6 py-3 rounded-lg font-semibold border-2 border-blue-600 hover:bg-blue-50 transition" data-i18n="header.view_docs_btn">
View Documentation
</a>
</div>
@ -64,11 +64,11 @@
<!-- Development Context Warning -->
<div class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-8">
<div class="bg-amber-50 border-l-4 border-amber-500 p-6 rounded-r-lg">
<p class="text-sm text-amber-900 font-medium mb-2">Development Context</p>
<p class="text-sm text-amber-800 mb-3">
<p class="text-sm text-amber-900 font-medium mb-2" data-i18n="development_context.title">Development Context</p>
<p class="text-sm text-amber-800 mb-3" data-i18n="development_context.description">
Framework developed over six months in single-project context. Code examples below show reference implementation architecture. The npm package <code class="bg-amber-100 px-1 py-0.5 rounded">@tractatus/framework</code> represents planned API design, not published package. Actual implementation requires adapting patterns from this project's source code.
</p>
<p class="text-sm text-amber-800">
<p class="text-sm text-amber-800" data-i18n="development_context.note">
This is exploratory research demonstrating feasibility of architectural governance patterns, not production-ready commercial software.
</p>
</div>
@ -186,8 +186,8 @@
<div class="bg-white py-16">
<div class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8">
<div class="text-center mb-12">
<h2 class="text-3xl font-bold text-gray-900 mb-4">System Architecture</h2>
<p class="text-xl text-gray-600 max-w-3xl mx-auto">
<h2 class="text-3xl font-bold text-gray-900 mb-4" data-i18n="architecture.heading">System Architecture</h2>
<p class="text-xl text-gray-600 max-w-3xl mx-auto" data-i18n="architecture.subheading">
Understanding how Tractatus integrates with Claude Code to provide robust AI governance
</p>
</div>
@ -304,7 +304,7 @@
<!-- Integration Options -->
<div id="main-content" class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-16">
<h2 class="text-3xl font-bold text-gray-900 mb-12 text-center">Integration Approaches</h2>
<h2 class="text-3xl font-bold text-gray-900 mb-12 text-center" data-i18n="integration_approaches.heading">Integration Approaches</h2>
<div class="grid grid-cols-1 md:grid-cols-3 gap-8">
<!-- Full Stack Integration -->
@ -417,7 +417,7 @@
<!-- Quick Start -->
<div id="quickstart" class="bg-white py-16">
<div class="max-w-4xl mx-auto px-4 sm:px-6 lg:px-8">
<h2 class="text-3xl font-bold text-gray-900 mb-8 text-center">Quick Start Guide</h2>
<h2 class="text-3xl font-bold text-gray-900 mb-8 text-center" data-i18n="quick_start.heading">Quick Start Guide</h2>
<!-- npm Package Disclaimer -->
<div class="bg-blue-50 border-l-4 border-blue-500 p-4 mb-8 rounded-r-lg">
@ -544,7 +544,7 @@ if (!boundary.allowed) {
<!-- Code Examples -->
<div class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-16">
<h2 class="text-3xl font-bold text-gray-900 mb-12 text-center">Integration Patterns</h2>
<h2 class="text-3xl font-bold text-gray-900 mb-12 text-center" data-i18n="integration_patterns.heading">Integration Patterns</h2>
<div class="grid grid-cols-1 md:grid-cols-2 gap-8">
<div class="bg-gray-50 rounded-lg p-6">
@ -615,7 +615,7 @@ if (pressure.level === 'CRITICAL') {
<!-- Resources -->
<div class="bg-blue-50 py-16">
<div class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8">
<h2 class="text-3xl font-bold text-gray-900 mb-12 text-center">Implementation Resources</h2>
<h2 class="text-3xl font-bold text-gray-900 mb-12 text-center" data-i18n="resources.heading">Implementation Resources</h2>
<div class="grid grid-cols-1 md:grid-cols-3 gap-8">
<div class="bg-white rounded-lg p-6">
@ -711,15 +711,15 @@ if (pressure.level === 'CRITICAL') {
<!-- CTA Section -->
<div class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-16">
<div class="bg-gradient-to-r from-blue-600 to-indigo-600 rounded-2xl p-12 text-center text-white">
<h2 class="text-3xl font-bold mb-4">Exploring Implementation?</h2>
<p class="text-xl mb-8 opacity-90">
<h2 class="text-3xl font-bold mb-4" data-i18n="cta.title">Exploring Implementation?</h2>
<p class="text-xl mb-8 opacity-90" data-i18n="cta.description">
Explore architectural patterns for AI safety demonstrated in single-project validation.
</p>
<div class="flex justify-center space-x-4">
<a href="/docs.html" class="bg-white text-blue-600 px-8 py-3 rounded-lg font-semibold hover:bg-gray-100 transition">
<a href="/docs.html" class="bg-white text-blue-600 px-8 py-3 rounded-lg font-semibold hover:bg-gray-100 transition" data-i18n="cta.view_docs_btn">
View Full Documentation
</a>
<a href="/researcher.html" class="bg-blue-700 text-white px-8 py-3 rounded-lg font-semibold hover:bg-blue-800 transition border-2 border-white">
<a href="/researcher.html" class="bg-blue-700 text-white px-8 py-3 rounded-lg font-semibold hover:bg-blue-800 transition border-2 border-white" data-i18n="cta.research_btn">
Research Background →
</a>
</div>

80
public/leader.html
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@ -55,13 +55,13 @@
<!-- Header -->
<div class="bg-gray-50 border-b border-gray-200 py-16">
<div class="max-w-4xl mx-auto px-4 sm:px-6 lg:px-8">
<div class="inline-flex items-center bg-gray-200 text-gray-700 px-3 py-1 rounded text-sm font-medium mb-6">
<div class="inline-flex items-center bg-gray-200 text-gray-700 px-3 py-1 rounded text-sm font-medium mb-6" data-i18n="header.badge">
Research Framework • Early Development
</div>
<h1 class="text-4xl font-bold text-gray-900 mb-4">
<h1 class="text-4xl font-bold text-gray-900 mb-4" data-i18n="header.title">
Tractatus: Architectural Governance for LLM Systems
</h1>
<p class="text-lg text-gray-600 leading-relaxed">
<p class="text-lg text-gray-600 leading-relaxed" data-i18n="header.subtitle">
A governance framework addressing structural gaps in AI safety through external architectural controls. Designed for organisations deploying large language models at scale where conventional oversight mechanisms prove insufficient.
</p>
</div>
@ -72,15 +72,15 @@
<!-- Problem Statement -->
<section class="mb-16">
<h2 class="text-2xl font-bold text-gray-900 mb-6">The Governance Gap</h2>
<h2 class="text-2xl font-bold text-gray-900 mb-6" data-i18n="sections.governance_gap.heading">The Governance Gap</h2>
<div class="prose prose-gray max-w-none">
<p class="text-gray-700 mb-4">
<p class="text-gray-700 mb-4" data-i18n="sections.governance_gap.intro">
Current AI governance approaches—policy documents, training programmes, ethical guidelines—rely on voluntary compliance. LLM systems can bypass these controls simply by not invoking them. When an AI agent needs to check a policy, it must choose to do so. When it should escalate a decision to human oversight, it must recognise that obligation.
</p>
<p class="text-gray-700 mb-4">
<p class="text-gray-700 mb-4" data-i18n="sections.governance_gap.problem">
This creates a structural problem: governance exists only insofar as the AI acknowledges it. For organisations subject to EU AI Act Article 14 (human oversight requirements) or deploying AI in high-stakes domains, this voluntary model is inadequate.
</p>
<p class="text-gray-700">
<p class="text-gray-700" data-i18n="sections.governance_gap.solution">
Tractatus explores whether governance can be made architecturally external—difficult to bypass not through better prompts, but through system design that places control points outside the AI's discretion.
</p>
</div>
@ -88,12 +88,12 @@
<!-- Technical Approach (Accordion) -->
<section class="mb-16">
<h2 class="text-2xl font-bold text-gray-900 mb-6">Architectural Approach</h2>
<h2 class="text-2xl font-bold text-gray-900 mb-6" data-i18n="sections.architectural_approach.heading">Architectural Approach</h2>
<!-- Three-Layer Architecture Card -->
<div class="border border-gray-300 rounded-lg mb-4">
<div class="accordion-button bg-gray-50 p-5 flex justify-between items-center" data-accordion="arch-layers">
<h3 class="font-semibold text-gray-900">Three-Layer Architecture</h3>
<h3 class="font-semibold text-gray-900" data-i18n="sections.architectural_approach.three_layer_title">Three-Layer Architecture</h3>
<svg id="arch-layers-icon" class="accordion-icon w-5 h-5 text-gray-500" fill="none" stroke="currentColor" viewBox="0 0 24 24">
<path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M19 9l-7 7-7-7"/>
</svg>
@ -125,7 +125,7 @@
<!-- Six Governance Services Card -->
<div class="border border-gray-300 rounded-lg">
<div class="accordion-button bg-gray-50 p-5 flex justify-between items-center" data-accordion="services">
<h3 class="font-semibold text-gray-900">Six Governance Services</h3>
<h3 class="font-semibold text-gray-900" data-i18n="sections.architectural_approach.services_title">Six Governance Services</h3>
<svg id="services-icon" class="accordion-icon w-5 h-5 text-gray-500" fill="none" stroke="currentColor" viewBox="0 0 24 24">
<path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M19 9l-7 7-7-7"/>
</svg>
@ -163,8 +163,8 @@
<!-- Governance Capabilities Demonstrations -->
<section class="mb-16">
<h2 class="text-2xl font-bold text-gray-900 mb-6">Governance Capabilities</h2>
<p class="text-sm text-gray-600 mb-6">
<h2 class="text-2xl font-bold text-gray-900 mb-6" data-i18n="sections.governance_capabilities.heading">Governance Capabilities</h2>
<p class="text-sm text-gray-600 mb-6" data-i18n="sections.governance_capabilities.intro">
Three interactive demonstrations showing governance infrastructure in operation. These show mechanisms, not fictional scenarios.
</p>
@ -172,8 +172,8 @@
<div class="border border-gray-300 rounded-lg mb-4">
<div class="accordion-button bg-gradient-to-r from-blue-50 to-indigo-50 p-5 flex justify-between items-center" data-accordion="demo-audit">
<div>
<h3 class="font-semibold text-gray-900">Audit Trail & Compliance Evidence Generation</h3>
<p class="text-sm text-gray-600 mt-1">Immutable logging, evidence extraction, regulatory reporting</p>
<h3 class="font-semibold text-gray-900" data-i18n="sections.governance_capabilities.audit_trail_title">Audit Trail & Compliance Evidence Generation</h3>
<p class="text-sm text-gray-600 mt-1" data-i18n="sections.governance_capabilities.audit_trail_desc">Immutable logging, evidence extraction, regulatory reporting</p>
</div>
<svg id="demo-audit-icon" class="accordion-icon w-5 h-5 text-gray-500 flex-shrink-0" fill="none" stroke="currentColor" viewBox="0 0 24 24">
<path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M19 9l-7 7-7-7"/>
@ -229,8 +229,8 @@
<div class="border border-gray-300 rounded-lg mb-4">
<div class="accordion-button bg-gradient-to-r from-green-50 to-emerald-50 p-5 flex justify-between items-center" data-accordion="demo-learning">
<div>
<h3 class="font-semibold text-gray-900">Continuous Improvement: Incident → Rule Creation</h3>
<p class="text-sm text-gray-600 mt-1">Learning from failures, automated rule generation, validation</p>
<h3 class="font-semibold text-gray-900" data-i18n="sections.governance_capabilities.continuous_improvement_title">Continuous Improvement: Incident → Rule Creation</h3>
<p class="text-sm text-gray-600 mt-1" data-i18n="sections.governance_capabilities.continuous_improvement_desc">Learning from failures, automated rule generation, validation</p>
</div>
<svg id="demo-learning-icon" class="accordion-icon w-5 h-5 text-gray-500 flex-shrink-0" fill="none" stroke="currentColor" viewBox="0 0 24 24">
<path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M19 9l-7 7-7-7"/>
@ -297,8 +297,8 @@
<div class="border border-gray-300 rounded-lg">
<div class="accordion-button bg-gradient-to-r from-purple-50 to-pink-50 p-5 flex justify-between items-center" data-accordion="demo-deliberation">
<div>
<h3 class="font-semibold text-gray-900">Pluralistic Deliberation: Values Conflict Resolution</h3>
<p class="text-sm text-gray-600 mt-1">Multi-stakeholder engagement, non-hierarchical process, moral remainder documentation</p>
<h3 class="font-semibold text-gray-900" data-i18n="sections.governance_capabilities.pluralistic_deliberation_title">Pluralistic Deliberation: Values Conflict Resolution</h3>
<p class="text-sm text-gray-600 mt-1" data-i18n="sections.governance_capabilities.pluralistic_deliberation_desc">Multi-stakeholder engagement, non-hierarchical process, moral remainder documentation</p>
</div>
<svg id="demo-deliberation-icon" class="accordion-icon w-5 h-5 text-gray-500 flex-shrink-0" fill="none" stroke="currentColor" viewBox="0 0 24 24">
<path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M19 9l-7 7-7-7"/>
@ -392,18 +392,18 @@
<!-- Development Status (Accordion) -->
<section class="mb-16">
<h2 class="text-2xl font-bold text-gray-900 mb-6">Development Status</h2>
<h2 class="text-2xl font-bold text-gray-900 mb-6" data-i18n="sections.development_status.heading">Development Status</h2>
<div class="bg-amber-50 border border-amber-200 rounded-lg p-6 mb-6">
<p class="text-sm text-amber-900 font-medium mb-2">Early-Stage Research Framework</p>
<p class="text-sm text-amber-800">
<p class="text-sm text-amber-900 font-medium mb-2" data-i18n="sections.development_status.warning_title">Early-Stage Research Framework</p>
<p class="text-sm text-amber-800" data-i18n="sections.development_status.warning_text">
Tractatus is a proof-of-concept developed over six months in a single project context (this website). It demonstrates architectural patterns for AI governance but has not undergone independent validation, red-team testing, or multi-organisation deployment.
</p>
</div>
<div class="border border-gray-300 rounded-lg">
<div class="accordion-button bg-gray-50 p-5 flex justify-between items-center" data-accordion="validation">
<h3 class="font-semibold text-gray-900">Validated vs. Not Validated</h3>
<h3 class="font-semibold text-gray-900" data-i18n="sections.development_status.validation_title">Validated vs. Not Validated</h3>
<svg id="validation-icon" class="accordion-icon w-5 h-5 text-gray-500" fill="none" stroke="currentColor" viewBox="0 0 24 24">
<path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M19 9l-7 7-7-7"/>
</svg>
@ -426,11 +426,11 @@
<!-- EU AI Act (Accordion) -->
<section class="mb-16">
<h2 class="text-2xl font-bold text-gray-900 mb-6">EU AI Act Considerations</h2>
<h2 class="text-2xl font-bold text-gray-900 mb-6" data-i18n="sections.eu_ai_act.heading">EU AI Act Considerations</h2>
<div class="border border-gray-300 rounded-lg">
<div class="accordion-button bg-gray-50 p-5 flex justify-between items-center" data-accordion="euaiact">
<h3 class="font-semibold text-gray-900">Regulation 2024/1689, Article 14: Human Oversight</h3>
<h3 class="font-semibold text-gray-900" data-i18n="sections.eu_ai_act.article_14_title">Regulation 2024/1689, Article 14: Human Oversight</h3>
<svg id="euaiact-icon" class="accordion-icon w-5 h-5 text-gray-500" fill="none" stroke="currentColor" viewBox="0 0 24 24">
<path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M19 9l-7 7-7-7"/>
</svg>
@ -462,11 +462,11 @@
<!-- Research Foundations (Accordion) -->
<section class="mb-16">
<h2 class="text-2xl font-bold text-gray-900 mb-6">Research Foundations</h2>
<h2 class="text-2xl font-bold text-gray-900 mb-6" data-i18n="sections.research_foundations.heading">Research Foundations</h2>
<div class="border border-gray-300 rounded-lg">
<div class="accordion-button bg-gray-50 p-5 flex justify-between items-center" data-accordion="research">
<h3 class="font-semibold text-gray-900">Organisational Theory & Philosophical Basis</h3>
<h3 class="font-semibold text-gray-900" data-i18n="sections.research_foundations.org_theory_title">Organisational Theory & Philosophical Basis</h3>
<svg id="research-icon" class="accordion-icon w-5 h-5 text-gray-500" fill="none" stroke="currentColor" viewBox="0 0 24 24">
<path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M19 9l-7 7-7-7"/>
</svg>
@ -494,11 +494,11 @@
<!-- Scope & Limitations (Accordion) -->
<section class="mb-16">
<h2 class="text-2xl font-bold text-gray-900 mb-6">Scope & Limitations</h2>
<h2 class="text-2xl font-bold text-gray-900 mb-6" data-i18n="sections.scope_limitations.heading">Scope & Limitations</h2>
<div class="border border-gray-300 rounded-lg">
<div class="accordion-button bg-gray-50 p-5 flex justify-between items-center" data-accordion="scope">
<h3 class="font-semibold text-gray-900">What This Is Not • What It Offers</h3>
<h3 class="font-semibold text-gray-900" data-i18n="sections.scope_limitations.title">What This Is Not • What It Offers</h3>
<svg id="scope-icon" class="accordion-icon w-5 h-5 text-gray-500" fill="none" stroke="currentColor" viewBox="0 0 24 24">
<path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M19 9l-7 7-7-7"/>
</svg>
@ -506,7 +506,7 @@
<div id="scope-content" class="accordion-content">
<div class="p-5 border-t border-gray-200 space-y-4 text-sm text-gray-700">
<div>
<strong class="text-gray-900">Tractatus is not:</strong>
<strong class="text-gray-900" data-i18n="sections.scope_limitations.not_title">Tractatus is not:</strong>
<ul class="list-disc pl-6 mt-2 space-y-1 text-gray-600">
<li>A comprehensive AI safety solution</li>
<li>Independently validated or security-audited</li>
@ -517,7 +517,7 @@
</ul>
</div>
<div>
<strong class="text-gray-900">What it offers:</strong>
<strong class="text-gray-900" data-i18n="sections.scope_limitations.offers_title">What it offers:</strong>
<ul class="list-disc pl-6 mt-2 space-y-1 text-gray-600">
<li>Architectural patterns for external governance controls</li>
<li>Reference implementation demonstrating feasibility</li>
@ -532,29 +532,29 @@
<!-- Call to Action -->
<section class="border-t border-gray-200 pt-12">
<h2 class="text-xl font-bold text-gray-900 mb-4">Further Information</h2>
<h2 class="text-xl font-bold text-gray-900 mb-4" data-i18n="footer.further_info">Further Information</h2>
<div class="grid grid-cols-1 md:grid-cols-2 gap-4">
<a href="/docs.html" class="block border border-gray-300 rounded-lg p-5 hover-lift hover:border-amber-500">
<div class="font-semibold text-gray-900 mb-1">Technical Documentation</div>
<div class="text-sm text-gray-600">Complete architecture specifications, implementation patterns, API reference</div>
<div class="font-semibold text-gray-900 mb-1" data-i18n="footer.technical_docs">Technical Documentation</div>
<div class="text-sm text-gray-600" data-i18n="footer.technical_docs_desc">Complete architecture specifications, implementation patterns, API reference</div>
</a>
<a href="/architecture.html" class="block border border-gray-300 rounded-lg p-5 hover-lift hover:border-amber-500">
<div class="font-semibold text-gray-900 mb-1">System Architecture</div>
<div class="text-sm text-gray-600">Runtime-agnostic governance layer design and integration approach</div>
<div class="font-semibold text-gray-900 mb-1" data-i18n="footer.system_architecture">System Architecture</div>
<div class="text-sm text-gray-600" data-i18n="footer.system_architecture_desc">Runtime-agnostic governance layer design and integration approach</div>
</a>
<a href="/researcher.html" class="block border border-gray-300 rounded-lg p-5 hover-lift hover:border-amber-500">
<div class="font-semibold text-gray-900 mb-1">Research & Case Studies</div>
<div class="text-sm text-gray-600">Academic foundations, failure mode analysis, governance research</div>
<div class="font-semibold text-gray-900 mb-1" data-i18n="footer.research_case_studies">Research & Case Studies</div>
<div class="text-sm text-gray-600" data-i18n="footer.research_case_studies_desc">Academic foundations, failure mode analysis, governance research</div>
</a>
<a href="/implementer.html" class="block border border-gray-300 rounded-lg p-5 hover-lift hover:border-amber-500">
<div class="font-semibold text-gray-900 mb-1">Implementation Guide</div>
<div class="text-sm text-gray-600">Integration patterns, deployment considerations, code examples</div>
<div class="font-semibold text-gray-900 mb-1" data-i18n="footer.implementation_guide">Implementation Guide</div>
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<strong class="text-gray-900">Contact:</strong> For pilot partnerships, validation studies, or technical consultation, contact via <a href="/about.html" class="text-amber-700 hover:text-amber-800">project information page</a>.
<strong class="text-gray-900" data-i18n="footer.contact">Contact:</strong> <span data-i18n="footer.contact_text">For pilot partnerships, validation studies, or technical consultation, contact via</span> <a href="/about.html" class="text-amber-700 hover:text-amber-800">project information page</a>.
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<!-- Theoretical Foundations (Accordion) -->
<section class="mb-16">
<h2 class="text-2xl font-bold text-gray-900 mb-6">Theoretical Foundations</h2>
<h2 class="text-2xl font-bold text-gray-900 mb-6" data-i18n="sections.theoretical_foundations.heading">Theoretical Foundations</h2>
<!-- Organisational Theory -->
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<h3 class="font-semibold text-gray-900">Organisational Theory Basis</h3>
<h3 class="font-semibold text-gray-900" data-i18n="sections.theoretical_foundations.org_theory_title">Organisational Theory Basis</h3>
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<!-- Values Pluralism -->
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<h3 class="font-semibold text-gray-900">Values Pluralism & Moral Philosophy</h3>
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<!-- Empirical Observations -->
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<h2 class="text-2xl font-bold text-gray-900 mb-6">Empirical Observations: Documented Failure Modes</h2>
<h2 class="text-2xl font-bold text-gray-900 mb-6" data-i18n="sections.empirical_observations.heading">Empirical Observations: Documented Failure Modes</h2>
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<p class="text-sm text-gray-600 mb-6" data-i18n="sections.empirical_observations.intro">
Three failure patterns observed repeatedly during framework development. These are not hypothetical scenarios—they are documented incidents that occurred during this project's development.
</p>
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<span class="text-red-700 font-bold text-sm">1</span>
</div>
<div class="flex-1">
<h3 class="text-lg font-bold text-gray-900 mb-2">Pattern Recognition Bias Override (The 27027 Incident)</h3>
<h3 class="text-lg font-bold text-gray-900 mb-2" data-i18n="sections.empirical_observations.failure_1_title">Pattern Recognition Bias Override (The 27027 Incident)</h3>
<p class="text-sm text-gray-700 mb-3">
<strong>Observed behaviour:</strong> User specified "Check MongoDB on port 27027" but AI immediately used default port 27017 instead. This occurred within same message—not forgetting over time, but immediate autocorrection by training data patterns.
</p>
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<span class="text-orange-700 font-bold text-sm">2</span>
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<h3 class="text-lg font-bold text-gray-900 mb-2">Gradual Values Drift Under Context Pressure</h3>
<h3 class="text-lg font-bold text-gray-900 mb-2" data-i18n="sections.empirical_observations.failure_2_title">Gradual Values Drift Under Context Pressure</h3>
<p class="text-sm text-gray-700 mb-3">
<strong>Observed behaviour:</strong> Project established "privacy-first" as strategic value. After 40-message conversation about analytics features, AI suggested tracking implementation that violated privacy constraint. User caught it; AI acknowledged violation but had drifted from principle through incremental feature additions.
</p>
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<span class="text-yellow-700 font-bold text-sm">3</span>
</div>
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<h3 class="text-lg font-bold text-gray-900 mb-2">Silent Quality Degradation at High Context Pressure</h3>
<h3 class="text-lg font-bold text-gray-900 mb-2" data-i18n="sections.empirical_observations.failure_3_title">Silent Quality Degradation at High Context Pressure</h3>
<p class="text-sm text-gray-700 mb-3">
<strong>Observed behaviour:</strong> During complex multi-file operation at 85% context capacity, AI silently omitted error handling in generated code. No indication to user that corners were being cut. User discovered missing validation only during code review.
</p>
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</div>
<div class="mt-6 text-sm text-gray-600 bg-gray-50 border border-gray-200 rounded p-4">
<strong>Research Note:</strong> These patterns emerged from direct observation, not hypothesis testing. We don't claim they're universal to all LLM systems or deployment contexts. They represent empirical basis for framework design decisions—problems we actually encountered and architectural interventions that actually worked in this specific context.
<strong>Research Note:</strong> <span data-i18n="sections.empirical_observations.research_note">These patterns emerged from direct observation, not hypothesis testing. We don't claim they're universal to all LLM systems or deployment contexts. They represent empirical basis for framework design decisions—problems we actually encountered and architectural interventions that actually worked in this specific context.</span>
</div>
</section>
<!-- Architectural Components -->
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<h2 class="text-2xl font-bold text-gray-900 mb-6">Six-Component Architecture</h2>
<h2 class="text-2xl font-bold text-gray-900 mb-6" data-i18n="sections.architecture.heading">Six-Component Architecture</h2>
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<h3 class="font-semibold text-gray-900">Framework Services & Functions</h3>
<h3 class="font-semibold text-gray-900" data-i18n="sections.architecture.services_title">Framework Services & Functions</h3>
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</svg>
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</div>
<div class="text-xs text-gray-600 bg-gray-50 p-3 rounded mt-4">
<strong>Architectural principle:</strong> Services operate external to AI runtime with autonomous triggering. AI doesn't decide "should I check governance rules?"—architecture enforces checking by default. This addresses voluntary compliance problem inherent in prompt-based governance.
<strong>Architectural principle:</strong> <span data-i18n="sections.architecture.principle">Services operate external to AI runtime with autonomous triggering. AI doesn't decide "should I check governance rules?"—architecture enforces checking by default. This addresses voluntary compliance problem inherent in prompt-based governance.</span>
</div>
<div class="border-t border-gray-200 pt-4 mt-4">
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<!-- Interactive Demonstrations -->
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<h2 class="text-2xl font-bold text-gray-900 mb-6">Interactive Demonstrations</h2>
<h2 class="text-2xl font-bold text-gray-900 mb-6" data-i18n="sections.demos.heading">Interactive Demonstrations</h2>
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<a href="/demos/classification-demo.html" class="block border border-gray-300 rounded-lg p-5 hover:border-amber-500 hover:shadow-md transition">
<h3 class="font-semibold text-gray-900 mb-2">Instruction Classification</h3>
<p class="text-sm text-gray-600">Explore how instructions are classified across quadrants with persistence levels and temporal scope.</p>
<h3 class="font-semibold text-gray-900 mb-2" data-i18n="sections.demos.classification_title">Instruction Classification</h3>
<p class="text-sm text-gray-600" data-i18n="sections.demos.classification_desc">Explore how instructions are classified across quadrants with persistence levels and temporal scope.</p>
</a>
<a href="/demos/27027-demo.html" class="block border border-gray-300 rounded-lg p-5 hover:border-amber-500 hover:shadow-md transition">
<h3 class="font-semibold text-gray-900 mb-2">27027 Incident Timeline</h3>
<p class="text-sm text-gray-600">Step through pattern recognition bias failure and architectural intervention that prevented it.</p>
<h3 class="font-semibold text-gray-900 mb-2" data-i18n="sections.demos.incident_title">27027 Incident Timeline</h3>
<p class="text-sm text-gray-600" data-i18n="sections.demos.incident_desc">Step through pattern recognition bias failure and architectural intervention that prevented it.</p>
</a>
<a href="/demos/boundary-demo.html" class="block border border-gray-300 rounded-lg p-5 hover:border-amber-500 hover:shadow-md transition">
<h3 class="font-semibold text-gray-900 mb-2">Boundary Evaluation</h3>
<p class="text-sm text-gray-600">Test decisions against boundary enforcement to see which require human judgment vs. AI autonomy.</p>
<h3 class="font-semibold text-gray-900 mb-2" data-i18n="sections.demos.boundary_title">Boundary Evaluation</h3>
<p class="text-sm text-gray-600" data-i18n="sections.demos.boundary_desc">Test decisions against boundary enforcement to see which require human judgment vs. AI autonomy.</p>
</a>
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</section>
<!-- Research Resources -->
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<h2 class="text-2xl font-bold text-gray-900 mb-6">Research Documentation</h2>
<h2 class="text-2xl font-bold text-gray-900 mb-6" data-i18n="sections.resources.heading">Research Documentation</h2>
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<a href="/downloads/organizational-theory-foundations-of-the-tractatus-framework.pdf" target="_blank" class="flex items-center justify-between p-4 border border-gray-300 rounded hover:border-amber-500 hover:bg-gray-50 transition">
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<!-- Limitations & Future Research -->
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<h2 class="text-2xl font-bold text-gray-900 mb-6">Limitations & Future Research Directions</h2>
<h2 class="text-2xl font-bold text-gray-900 mb-6" data-i18n="sections.limitations.heading">Limitations & Future Research Directions</h2>
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<h3 class="font-semibold text-gray-900">Known Limitations & Research Gaps</h3>
<h3 class="font-semibold text-gray-900" data-i18n="sections.limitations.title">Known Limitations & Research Gaps</h3>
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<!-- Additional Resources -->
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<h2 class="text-xl font-bold text-gray-900 mb-4">Additional Resources</h2>
<h2 class="text-xl font-bold text-gray-900 mb-4" data-i18n="footer.additional_resources">Additional Resources</h2>
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<div class="font-semibold text-gray-900 mb-1">For Decision-Makers</div>
<div class="text-sm text-gray-600">Strategic perspective on governance challenges and architectural approaches</div>
<div class="font-semibold text-gray-900 mb-1" data-i18n="footer.for_decision_makers">For Decision-Makers</div>
<div class="text-sm text-gray-600" data-i18n="footer.for_decision_makers_desc">Strategic perspective on governance challenges and architectural approaches</div>
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<div class="font-semibold text-gray-900 mb-1">Implementation Guide</div>
<div class="text-sm text-gray-600">Technical integration patterns and deployment considerations</div>
<div class="font-semibold text-gray-900 mb-1" data-i18n="footer.implementation_guide">Implementation Guide</div>
<div class="text-sm text-gray-600" data-i18n="footer.implementation_guide_desc">Technical integration patterns and deployment considerations</div>
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