9d390da76b
Update UI across all pages with: - New favicon and brand icons (favicon-new.svg, tractatus-icon-new.svg) - Theme CSS integration (tractatus-theme.min.css) - Correct GitHub repository links (AgenticGovernance/tractatus) - PWA manifest updates - Consistent branding colors and gradients 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
609 lines
37 KiB
HTML
609 lines
37 KiB
HTML
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<title>For Decision-Makers | Tractatus AI Safety Framework</title>
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<meta name="description" content="Structural AI governance for organisations deploying LLM systems at scale. Research framework addressing architectural gaps in AI safety.">
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<li><a href="/" class="hover:underline transition-colors" style="color: var(--tractatus-core-end);">Home</a></li>
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<li class="text-gray-400">/</li>
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<li class="text-gray-900 font-medium" aria-current="page">Leader</li>
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<!-- Header -->
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<div class="max-w-4xl mx-auto px-4 sm:px-6 lg:px-8">
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<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">
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Research Framework • Early Development
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</div>
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<h1 class="text-4xl font-bold text-gray-900 mb-4" data-i18n="header.title">
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Tractatus: Architectural Governance for LLM Systems
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</h1>
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<p class="text-lg text-gray-600 leading-relaxed" data-i18n="header.subtitle">
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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.
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</p>
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</div>
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</div>
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<!-- Main Content -->
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<div id="main-content" class="max-w-4xl mx-auto px-4 sm:px-6 lg:px-8 py-16">
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<!-- Problem Statement -->
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<section class="mb-16">
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<h2 class="text-2xl font-bold text-gray-900 mb-6" data-i18n="sections.governance_gap.heading">The Governance Gap</h2>
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<div class="prose prose-gray max-w-none">
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<p class="text-gray-700 mb-4" data-i18n="sections.governance_gap.intro">
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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.
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</p>
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<p class="text-gray-700 mb-4" data-i18n="sections.governance_gap.problem">
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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.
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</p>
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<p class="text-gray-700" data-i18n="sections.governance_gap.solution">
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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.
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</p>
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</div>
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</section>
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<!-- Technical Approach (Accordion) -->
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<section class="mb-16">
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<h2 class="text-2xl font-bold text-gray-900 mb-6" data-i18n="sections.architectural_approach.heading">Architectural Approach</h2>
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<!-- Three-Layer Architecture Card -->
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<div class="border border-gray-300 rounded-lg mb-4">
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<div class="accordion-button bg-gray-50 p-5 flex justify-between items-center" data-accordion="arch-layers">
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<h3 class="font-semibold text-gray-900" data-i18n="sections.architectural_approach.three_layer_title">Three-Layer Architecture</h3>
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<svg id="arch-layers-icon" class="accordion-icon w-5 h-5 text-gray-500" fill="none" stroke="currentColor" viewBox="0 0 24 24">
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<path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M19 9l-7 7-7-7"/>
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</svg>
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</div>
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<div id="arch-layers-content" class="accordion-content">
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<div class="p-5 border-t border-gray-200 space-y-3 text-sm text-gray-700">
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<div class="flex gap-3">
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<span class="font-mono text-gray-500">1.</span>
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<div>
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<strong>Agent Runtime Layer</strong> — Any LLM system (Claude Code, Copilot, custom agents, LangChain, CrewAI). The AI system being governed.
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</div>
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</div>
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<div class="flex gap-3">
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<span class="font-mono text-gray-500">2.</span>
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<div>
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<strong>Governance Layer</strong> — Six autonomous services that intercept, validate, and document AI operations. External to the AI runtime.
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</div>
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</div>
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<div class="flex gap-3">
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<span class="font-mono text-gray-500">3.</span>
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<div>
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<strong>Persistent Storage Layer</strong> — Immutable audit logs, governance rules, instruction history. Cannot be altered by AI prompts.
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</div>
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</div>
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</div>
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</div>
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</div>
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<!-- Six Governance Services Card -->
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<div class="border border-gray-300 rounded-lg">
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<div class="accordion-button bg-gray-50 p-5 flex justify-between items-center" data-accordion="services">
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<h3 class="font-semibold text-gray-900" data-i18n="sections.architectural_approach.services_title">Six Governance Services</h3>
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<svg id="services-icon" class="accordion-icon w-5 h-5 text-gray-500" fill="none" stroke="currentColor" viewBox="0 0 24 24">
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<path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M19 9l-7 7-7-7"/>
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</svg>
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</div>
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<div id="services-content" class="accordion-content">
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<div class="p-5 border-t border-gray-200 space-y-3 text-sm">
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<div class="border-l-2 border-amber-500 pl-4">
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<div class="font-semibold text-gray-900">BoundaryEnforcer</div>
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<div class="text-gray-600">Blocks AI from making values decisions without human approval. Enforces decision boundaries through architectural controls.</div>
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</div>
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<div class="border-l-2 border-gray-300 pl-4">
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<div class="font-semibold text-gray-900">InstructionPersistenceClassifier</div>
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<div class="text-gray-600">Prevents pattern bias from overriding explicit instructions. Stores organisational directives external to AI context.</div>
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</div>
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<div class="border-l-2 border-gray-300 pl-4">
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<div class="font-semibold text-gray-900">CrossReferenceValidator</div>
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<div class="text-gray-600">Validates AI actions against stored policies before execution. Detects conflicts with established rules.</div>
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</div>
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<div class="border-l-2 border-gray-300 pl-4">
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<div class="font-semibold text-gray-900">ContextPressureMonitor</div>
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<div class="text-gray-600">Tracks session complexity, token usage, conversation length. Detects degradation in decision quality.</div>
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</div>
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<div class="border-l-2 border-gray-300 pl-4">
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<div class="font-semibold text-gray-900">MetacognitiveVerifier</div>
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<div class="text-gray-600">Validates reasoning quality before complex operations. Self-checks alignment, coherence, alternatives.</div>
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</div>
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<div class="border-l-2 border-gray-300 pl-4">
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<div class="font-semibold text-gray-900">PluralisticDeliberationOrchestrator</div>
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<div class="text-gray-600">Facilitates multi-stakeholder deliberation for values conflicts. Non-hierarchical engagement with documented dissent.</div>
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</div>
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</div>
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</div>
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</div>
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</section>
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<!-- Governance Capabilities Demonstrations -->
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<section class="mb-16">
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<h2 class="text-2xl font-bold text-gray-900 mb-6" data-i18n="sections.governance_capabilities.heading">Governance Capabilities</h2>
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<p class="text-sm text-gray-600 mb-6" data-i18n="sections.governance_capabilities.intro">
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Three interactive demonstrations showing governance infrastructure in operation. These show mechanisms, not fictional scenarios.
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</p>
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<!-- Demo 1: Audit Trail & Compliance Evidence -->
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<div class="border border-gray-300 rounded-lg mb-4">
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<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">
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<div>
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<h3 class="font-semibold text-gray-900" data-i18n="sections.governance_capabilities.audit_trail_title">Audit Trail & Compliance Evidence Generation</h3>
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<p class="text-sm text-gray-600 mt-1" data-i18n="sections.governance_capabilities.audit_trail_desc">Immutable logging, evidence extraction, regulatory reporting</p>
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</div>
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<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">
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<path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M19 9l-7 7-7-7"/>
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</svg>
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</div>
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<div id="demo-audit-content" class="accordion-content">
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<div class="p-5 border-t border-gray-200">
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<div class="bg-white rounded border border-gray-200 p-4 mb-4">
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<h4 class="text-sm font-semibold text-gray-900 mb-3">Sample Audit Log Structure</h4>
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<pre class="text-xs font-mono bg-gray-50 p-3 rounded overflow-x-auto text-gray-700"><code>{
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"timestamp": "2025-10-13T14:23:17.482Z",
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"session_id": "sess_2025-10-13-001",
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"event_type": "BOUNDARY_CHECK",
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"service": "BoundaryEnforcer",
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"decision": "BLOCKED",
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"reason": "Values decision requires human approval",
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"context": {
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"domain": "cost_vs_safety_tradeoff",
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"ai_recommendation": "[redacted]",
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"governance_rule": "TRA-OPS-0003"
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},
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"human_escalation": {
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"required": true,
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"notified": ["senior_engineer@org.com"],
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"status": "pending_approval"
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},
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"compliance_tags": ["EU_AI_ACT_Article14", "human_oversight"]
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}</code></pre>
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</div>
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<div class="space-y-3 text-sm text-gray-700">
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<div class="bg-blue-50 border-l-4 border-blue-500 p-3">
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<strong class="text-blue-900">Immutability:</strong> <span class="text-blue-800">Audit logs stored in append-only database. AI cannot modify or delete entries.</span>
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</div>
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<div class="bg-green-50 border-l-4 border-green-500 p-3">
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<strong class="text-green-900">Compliance Evidence:</strong> <span class="text-green-800">Automatic tagging with regulatory requirements (EU AI Act Article 14, GDPR Article 22, etc.)</span>
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</div>
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<div class="bg-amber-50 border-l-4 border-amber-500 p-3">
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<strong class="text-amber-900">Export Capabilities:</strong> <span class="text-amber-800">Generate compliance reports for regulators showing human oversight enforcement</span>
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</div>
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</div>
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<div class="mt-4 pt-4 border-t border-gray-200">
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<p class="text-xs text-gray-600">
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When regulator asks "How do you prove effective human oversight at scale?", this audit trail provides structural evidence independent of AI cooperation.
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</p>
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</div>
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</div>
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</div>
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</div>
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<!-- Demo 2: Continuous Improvement Cycle -->
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<div class="border border-gray-300 rounded-lg mb-4">
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<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">
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<div>
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<h3 class="font-semibold text-gray-900" data-i18n="sections.governance_capabilities.continuous_improvement_title">Continuous Improvement: Incident → Rule Creation</h3>
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<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>
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</div>
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<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">
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<path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M19 9l-7 7-7-7"/>
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</svg>
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</div>
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<div id="demo-learning-content" class="accordion-content">
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<div class="p-5 border-t border-gray-200">
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<div class="space-y-4">
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<!-- Flow diagram -->
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<div class="bg-gray-50 border border-gray-200 rounded p-4">
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<h4 class="text-sm font-semibold text-gray-900 mb-4">Incident Learning Flow</h4>
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<div class="space-y-3">
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<div class="flex items-center gap-3">
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<div class="bg-red-100 text-red-700 px-3 py-2 rounded text-xs font-medium w-40">1. Incident Detected</div>
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<div class="text-xs text-gray-600">CrossReferenceValidator flags policy violation</div>
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</div>
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<div class="flex items-center gap-3">
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<div class="bg-amber-100 text-amber-700 px-3 py-2 rounded text-xs font-medium w-40">2. Root Cause Analysis</div>
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<div class="text-xs text-gray-600">Automated analysis of instruction history, context state</div>
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</div>
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<div class="flex items-center gap-3">
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<div class="bg-blue-100 text-blue-700 px-3 py-2 rounded text-xs font-medium w-40">3. Rule Generation</div>
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<div class="text-xs text-gray-600">Proposed governance rule to prevent recurrence</div>
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</div>
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<div class="flex items-center gap-3">
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<div class="bg-purple-100 text-purple-700 px-3 py-2 rounded text-xs font-medium w-40">4. Human Validation</div>
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<div class="text-xs text-gray-600">Governance board reviews and approves new rule</div>
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</div>
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<div class="flex items-center gap-3">
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<div class="bg-green-100 text-green-700 px-3 py-2 rounded text-xs font-medium w-40">5. Deployment</div>
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<div class="text-xs text-gray-600">Rule added to persistent storage, active immediately</div>
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</div>
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</div>
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</div>
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<!-- Example rule -->
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<div class="bg-white border border-gray-200 rounded p-4">
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<h4 class="text-sm font-semibold text-gray-900 mb-2">Example Generated Rule</h4>
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<pre class="text-xs font-mono bg-gray-50 p-3 rounded overflow-x-auto text-gray-700"><code>{
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"rule_id": "TRA-OPS-0042",
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"created": "2025-10-13T15:45:00Z",
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"trigger": "incident_27027_pattern_bias",
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"description": "Prevent AI from defaulting to pattern recognition when explicit numeric values specified",
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"enforcement": {
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"service": "InstructionPersistenceClassifier",
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"action": "STORE_AND_VALIDATE",
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"priority": "HIGH"
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},
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"validation_required": true,
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"approved_by": "governance_board",
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"status": "active"
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}</code></pre>
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</div>
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<div class="text-xs text-gray-600 pt-3 border-t border-gray-200">
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<strong>Organisational Learning:</strong> When one team encounters governance failure, entire organisation benefits from automatically generated preventive rules. Scales governance knowledge without manual documentation.
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</div>
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</div>
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</div>
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</div>
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</div>
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<!-- Demo 3: PluralisticDeliberationOrchestrator -->
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<div class="border border-gray-300 rounded-lg">
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<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">
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<div>
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<h3 class="font-semibold text-gray-900" data-i18n="sections.governance_capabilities.pluralistic_deliberation_title">Pluralistic Deliberation: Values Conflict Resolution</h3>
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<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>
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</div>
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<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">
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<path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M19 9l-7 7-7-7"/>
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</svg>
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</div>
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<div id="demo-deliberation-content" class="accordion-content">
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<div class="p-5 border-t border-gray-200">
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<div class="space-y-4">
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<!-- Abstract conflict scenario -->
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<div class="bg-amber-50 border-l-4 border-amber-500 p-4 text-sm">
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<strong class="text-amber-900">Conflict Detection:</strong>
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<p class="text-amber-800 mt-1">AI system identifies competing values in decision context (e.g., efficiency vs. transparency, cost vs. risk mitigation, innovation vs. regulatory compliance). BoundaryEnforcer blocks autonomous decision, escalates to PluralisticDeliberationOrchestrator.</p>
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</div>
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<!-- Stakeholder identification -->
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<div class="bg-white border border-gray-200 rounded p-4">
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<h4 class="text-sm font-semibold text-gray-900 mb-3">Stakeholder Identification Process</h4>
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<div class="space-y-2 text-xs text-gray-700">
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<div class="flex gap-2">
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<span class="text-purple-600">1.</span>
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<div><strong>Automatic Detection:</strong> System identifies which values frameworks are in tension (utilitarian, deontological, virtue ethics, contractarian, etc.)</div>
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</div>
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<div class="flex gap-2">
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<span class="text-purple-600">2.</span>
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<div><strong>Stakeholder Mapping:</strong> Identifies parties with legitimate interest in decision (affected parties, domain experts, governance authorities, community representatives)</div>
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</div>
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<div class="flex gap-2">
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<span class="text-purple-600">3.</span>
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<div><strong>Human Approval:</strong> Governance board reviews stakeholder list, adds/removes as appropriate (TRA-OPS-0002)</div>
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</div>
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</div>
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</div>
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<!-- Deliberation process -->
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<div class="bg-white border border-gray-200 rounded p-4">
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<h4 class="text-sm font-semibold text-gray-900 mb-3">Non-Hierarchical Deliberation</h4>
|
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<div class="grid grid-cols-1 md:grid-cols-2 gap-3 text-xs">
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<div class="bg-blue-50 p-3 rounded">
|
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<div class="font-semibold text-blue-900 mb-1">Equal Voice</div>
|
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<div class="text-blue-800">All stakeholders present perspectives without hierarchical weighting. Technical experts don't automatically override community concerns.</div>
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</div>
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<div class="bg-green-50 p-3 rounded">
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<div class="font-semibold text-green-900 mb-1">Documented Dissent</div>
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<div class="text-green-800">Minority positions recorded in full. Dissenting stakeholders can document why consensus fails their values framework.</div>
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</div>
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<div class="bg-purple-50 p-3 rounded">
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<div class="font-semibold text-purple-900 mb-1">Moral Remainder</div>
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<div class="text-purple-800">System documents unavoidable value trade-offs. Even "correct" decision creates documented harm to other legitimate values.</div>
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</div>
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<div class="bg-amber-50 p-3 rounded">
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<div class="font-semibold text-amber-900 mb-1">Precedent (Not Binding)</div>
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<div class="text-amber-800">Decision becomes informative precedent for similar conflicts. But context differences mean precedents guide, not dictate.</div>
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</div>
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</div>
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</div>
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<!-- Output structure -->
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<div class="bg-gray-50 border border-gray-200 rounded p-4">
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<h4 class="text-sm font-semibold text-gray-900 mb-2">Deliberation Record Structure</h4>
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<pre class="text-xs font-mono bg-white p-3 rounded overflow-x-auto text-gray-700"><code>{
|
|
"deliberation_id": "delib_2025-10-13-003",
|
|
"conflict_type": "efficiency_vs_transparency",
|
|
"stakeholders": [
|
|
{"role": "technical_lead", "position": "favour_efficiency"},
|
|
{"role": "compliance_officer", "position": "favour_transparency"},
|
|
{"role": "customer_representative", "position": "favour_transparency"},
|
|
{"role": "operations_manager", "position": "favour_efficiency"}
|
|
],
|
|
"decision": "favour_transparency_with_mitigation",
|
|
"rationale": "[documented reasoning]",
|
|
"dissent": {
|
|
"stakeholders": ["technical_lead", "operations_manager"],
|
|
"reasoning": "[efficiency concerns documented in full]"
|
|
},
|
|
"moral_remainder": {
|
|
"acknowledged_harms": "Reduced operational efficiency, increased resource costs",
|
|
"mitigation_measures": "Phased transparency implementation, efficiency monitoring"
|
|
},
|
|
"precedent_status": "informative_not_binding"
|
|
}</code></pre>
|
|
</div>
|
|
|
|
<div class="text-xs text-gray-600 pt-3 border-t border-gray-200">
|
|
<strong>Key Principle:</strong> When legitimate values conflict, no algorithm can determine the "correct" answer. Tractatus ensures decisions are made through inclusive deliberation with full documentation of trade-offs, rather than AI imposing single values framework or decision-maker dismissing stakeholder concerns.
|
|
</div>
|
|
</div>
|
|
</div>
|
|
</div>
|
|
</div>
|
|
</section>
|
|
|
|
<!-- Development Status (Accordion) -->
|
|
<section class="mb-16">
|
|
<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" 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" 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>
|
|
</div>
|
|
<div id="validation-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">Validated:</strong> Framework successfully governs Claude Code in development workflows. User reports order-of-magnitude improvement in productivity for non-technical operators building production systems.
|
|
</div>
|
|
<div>
|
|
<strong class="text-gray-900">Not Validated:</strong> Performance at enterprise scale, integration complexity with existing systems, effectiveness against adversarial prompts, cross-platform consistency.
|
|
</div>
|
|
<div>
|
|
<strong class="text-gray-900">Known Limitation:</strong> Framework can be bypassed if AI simply chooses not to use governance tools. Voluntary invocation remains a structural weakness requiring external enforcement mechanisms.
|
|
</div>
|
|
</div>
|
|
</div>
|
|
</div>
|
|
</section>
|
|
|
|
<!-- EU AI Act (Accordion) -->
|
|
<section class="mb-16">
|
|
<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" 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>
|
|
</div>
|
|
<div id="euaiact-content" class="accordion-content">
|
|
<div class="p-5 border-t border-gray-200 prose prose-sm max-w-none text-gray-700">
|
|
<p class="mb-4">
|
|
The EU AI Act (Regulation 2024/1689) establishes human oversight requirements for high-risk AI systems (Article 14). Organisations must ensure AI systems are "effectively overseen by natural persons" with authority to interrupt or disregard AI outputs.
|
|
</p>
|
|
<p class="mb-4">
|
|
Tractatus addresses this through architectural controls that:
|
|
</p>
|
|
<ul class="list-disc pl-6 space-y-2 mb-4">
|
|
<li>Generate immutable audit trails documenting AI decision-making processes</li>
|
|
<li>Enforce human approval requirements for values-based decisions</li>
|
|
<li>Provide evidence of oversight mechanisms independent of AI cooperation</li>
|
|
<li>Document compliance with transparency and record-keeping obligations</li>
|
|
</ul>
|
|
<p class="mb-4">
|
|
<strong>This does not constitute legal compliance advice.</strong> Organisations should evaluate whether these architectural patterns align with their specific regulatory obligations in consultation with legal counsel.
|
|
</p>
|
|
<p class="text-gray-600 text-xs">
|
|
Maximum penalties under EU AI Act: €35 million or 7% of global annual turnover (whichever is higher) for prohibited AI practices; €15 million or 3% for other violations.
|
|
</p>
|
|
</div>
|
|
</div>
|
|
</div>
|
|
</section>
|
|
|
|
<!-- Research Foundations (Accordion) -->
|
|
<section class="mb-16">
|
|
<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" 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">
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<path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M19 9l-7 7-7-7"/>
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</svg>
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</div>
|
|
<div id="research-content" class="accordion-content">
|
|
<div class="p-5 border-t border-gray-200 text-sm text-gray-700 space-y-3">
|
|
<p>
|
|
Tractatus draws on 40+ years of organisational theory research: time-based organisation (Bluedorn, Ancona), knowledge orchestration (Crossan), post-bureaucratic authority (Laloux), structural inertia (Hannan & Freeman).
|
|
</p>
|
|
<p>
|
|
Core premise: When knowledge becomes ubiquitous through AI, authority must derive from appropriate time horizon and domain expertise rather than hierarchical position. Governance systems must orchestrate decision-making across strategic, operational, and tactical timescales.
|
|
</p>
|
|
<p>
|
|
<a href="/downloads/organizational-theory-foundations-of-the-tractatus-framework.pdf" target="_blank" class="text-amber-700 hover:text-amber-800 font-medium inline-flex items-center">
|
|
View complete organisational theory foundations (PDF)
|
|
<svg class="w-4 h-4 ml-1" fill="none" stroke="currentColor" viewBox="0 0 24 24">
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<path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M10 6H6a2 2 0 00-2 2v10a2 2 0 002 2h10a2 2 0 002-2v-4M14 4h6m0 0v6m0-6L10 14"/>
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|
</svg>
|
|
</a>
|
|
</p>
|
|
<p class="mt-3">
|
|
<strong>AI Safety Research:</strong> Architectural Safeguards Against LLM Hierarchical Dominance — How Tractatus protects pluralistic values from AI pattern bias while maintaining safety boundaries.
|
|
<span class="inline-flex gap-3 mt-2">
|
|
<a href="/docs/research/ARCHITECTURAL-SAFEGUARDS-Against-LLM-Hierarchical-Dominance-Prose.pdf" target="_blank" class="text-amber-700 hover:text-amber-800 font-medium inline-flex items-center">
|
|
PDF
|
|
<svg class="w-4 h-4 ml-1" fill="none" stroke="currentColor" viewBox="0 0 24 24">
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|
<path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M10 6H6a2 2 0 00-2 2v10a2 2 0 002 2h10a2 2 0 002-2v-4M14 4h6m0 0v6m0-6L10 14"/>
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</svg>
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|
</a>
|
|
<span class="text-gray-400">|</span>
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|
<a href="/docs.html?doc=architectural-safeguards-against-llm-hierarchical-dominance-prose" class="text-amber-700 hover:text-amber-800 font-medium inline-flex items-center">
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|
Read online
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<path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M9 12h6m-6 4h6m2 5H7a2 2 0 01-2-2V5a2 2 0 012-2h5.586a1 1 0 01.707.293l5.414 5.414a1 1 0 01.293.707V19a2 2 0 01-2 2z"/>
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</svg>
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</a>
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</span>
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</p>
|
|
</div>
|
|
</div>
|
|
</div>
|
|
</section>
|
|
|
|
<!-- Scope & Limitations (Accordion) -->
|
|
<section class="mb-16">
|
|
<h2 class="text-2xl font-bold text-gray-900 mb-6" data-i18n="sections.scope_limitations.heading">Scope & Limitations</h2>
|
|
|
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<div class="border border-gray-300 rounded-lg">
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<div class="accordion-button bg-gray-50 p-5 flex justify-between items-center" data-accordion="scope">
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<h3 class="font-semibold text-gray-900" data-i18n="sections.scope_limitations.title">What This Is Not • What It Offers</h3>
|
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<svg id="scope-icon" class="accordion-icon w-5 h-5 text-gray-500" fill="none" stroke="currentColor" viewBox="0 0 24 24">
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<path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M19 9l-7 7-7-7"/>
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</svg>
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</div>
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<div id="scope-content" class="accordion-content">
|
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<div class="p-5 border-t border-gray-200 space-y-4 text-sm text-gray-700">
|
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<div>
|
|
<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>
|
|
<li>Tested against adversarial attacks</li>
|
|
<li>Proven effective across multiple organisations</li>
|
|
<li>A substitute for legal compliance review</li>
|
|
<li>A commercial product (research framework, Apache 2.0 licence)</li>
|
|
</ul>
|
|
</div>
|
|
<div>
|
|
<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>
|
|
<li>Foundation for organisational pilots and validation studies</li>
|
|
<li>Evidence that structural approaches to AI safety merit investigation</li>
|
|
</ul>
|
|
</div>
|
|
</div>
|
|
</div>
|
|
</div>
|
|
</section>
|
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|
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<!-- Call to Action -->
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<section class="border-t border-gray-200 pt-12">
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<h2 class="text-xl font-bold text-gray-900 mb-4" data-i18n="footer.further_info">Further Information</h2>
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<a href="/docs.html" class="block border border-gray-300 rounded-lg p-5 hover-lift hover:border-amber-500">
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<div class="font-semibold text-gray-900 mb-1" data-i18n="footer.technical_docs">Technical Documentation</div>
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<div class="text-sm text-gray-600" data-i18n="footer.technical_docs_desc">Complete architecture specifications, implementation patterns, API reference</div>
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</a>
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<div class="font-semibold text-gray-900 mb-1" data-i18n="footer.system_architecture">System Architecture</div>
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<div class="text-sm text-gray-600" data-i18n="footer.system_architecture_desc">Runtime-agnostic governance layer design and integration approach</div>
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</a>
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<a href="/researcher.html" class="block border border-gray-300 rounded-lg p-5 hover-lift hover:border-amber-500">
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<div class="font-semibold text-gray-900 mb-1" data-i18n="footer.research_case_studies">Research & Case Studies</div>
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<div class="text-sm text-gray-600" data-i18n="footer.research_case_studies_desc">Academic foundations, failure mode analysis, governance research</div>
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</a>
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<a href="/implementer.html" class="block border border-gray-300 rounded-lg p-5 hover-lift hover:border-amber-500">
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<div class="font-semibold text-gray-900 mb-1" data-i18n="footer.implementation_guide">Implementation Guide</div>
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<p class="text-sm text-gray-600">
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<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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