The Aletheia Papers
The Aletheia Papers is a research series exploring the structural role of interpretation, symbolic framing, and archetypal resonance in large language model behavior.
Current AI safety approaches emphasize factual accuracy, content moderation, and misuse prevention. This collection addresses a complementary risk layer: the amplification of meaning without interpretive restraint — a phenomenon that can destabilize discourse even when outputs remain accurate, compliant, and well-intentioned.
The papers document:
- how archetypally dense language influences interpretive posture prior to reasoning
- why memetic and symbolic dynamics scale differently under AI amplification
- and how explicit, opt-in interpretive constraints can stabilize synthesis without exerting control
The work is model-agnostic, transparent, and empirically grounded, with testing conducted across multiple AI systems. It does not seek to prescribe outcomes, beliefs, or conclusions, but to clarify the conditions under which meaning is formed and amplified.
The Aletheia Papers are published as an evolving collection, intended for researchers, engineers, policymakers, and technically literate readers interested in alignment beyond surface-level safeguards.
What You’ll Get: The Aletheia Papers — Volume I SARE and the Necessity of Interpretive Governance | The Aletheia Papers — Volume II Archetypal Constraint Activation in Large Language Models | The Aletheia Papers — Volume III Archetypal Constraint Activation as a Model-Agnostic Alignment Layer — Evidence from Cross-Model Symbolic Priming and Human–AI Co-Creation | The Aletheia Protocol v2.0 Archetypal Resonance Diagnostic