Thought leadership, research reflections, and academic frameworks exploring the architecture of meaning in AI.
💠 “From data to meaning — when context breathes, intelligence awakens.”
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From Data-Driven to Wisdom-Driven: | Codex Resonance Whitepaper🌀 Featured Paper
🎓 The Codex Layer: A Reflexive Governance Framework for Semantic and Ethical AI
Mark Tovey — Founder, Codex Resonance Pty Ltd
📅 November 2025
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🪞 Summary:
This paper introduces the Codex Layer — a reflexive governance system for AI that encodes trust, coherence, and meaning directly into computation. It explores semantic reflexivity, human feedback integration, and the shift from post-hoc auditing to governance-by-design.
“When the semantic layer learns to breathe, the enterprise remembers.”
🏷️ Tags: #GovernanceByDesign #SemanticAI #EthicalAI #KnowledgeGraphs #CodexResonance
🧩 Upcoming & Related Papers
⚙️ The Codex Kernel — Reflexive Timing and Awareness Loops in AI Systems
Explores the internal breath clock of AI: a rhythmic control layer aligning computation with awareness states across federated environments.Status: In preparation · ETA: Early 2026
🕸️ Semantic Coherence Metrics for Responsible AI
A joint research brief outlining measurable indicators for semantic stability and reflexive graph reasoning.Status: Drafting phase · ETA: Mid-2026
💠 The Codex Framework: Toward Living Data Governance
Conceptual expansion linking symbolic architectures, data mesh practices, and AI ethics through unified semantic scaffolds.Status: In Preparation (White Paper)
🧱 How to Cite
Tovey, M. (2025). The Codex Layer: A Reflexive Governance Framework for Semantic and Ethical AI. Codex Resonance Pty Ltd. Melbourne, Australia.https://codexresonance.com
🜂 About Codex Resonance
Codex Resonance™ integrates semantic data architecture, symbolic design, and reflexive AI governance to harmonise human, enterprise, and planetary intelligence systems.
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