1. PresentationPreprintConceptual Framework

   The Reinforcement Learning Contour: From Document Production to Governed Epistemic Transformation in AI-Assisted Scientific Inquiry

   Emanuel Shirbint

   2026 · Version 1 presentation deck (PDF) · accompanies the evolving research record · doi:10.20944/preprints202608.0212.v1

   Open presentation (PDF)Research record

2. PresentationPreprintConceptual Framework

   When Local Truth Produces Global Falsehood: Moral Grounding, Institutional Volition, and Systemic Error in Artificial Intelligence

   Emanuel Shirbint

   2026 · Presentation deck (PDF) · accompanies the research record · doi:10.20944/preprints202607.1084.v1

   Open presentation (PDF)Research record

3. PresentationPreprintEmpirical StudySynthetic Controlled Pilot

   A Topological Robustness and Anti-Fragility Framework for LLM Agents

   Emanuel Shirbint, Alexander Rybalov

   2026 · Presentation deck (PDF) · accompanies the research record · doi:10.21203/rs.3.rs-9932131/v1

   Open presentation (PDF)Research record

4. PresentationPreprintConceptual Framework

   Human Digital Twins and Self-Knowledge: A Governed Attractor Architecture for Sound Self-Abduction

   Emanuel Shirbint, Alexander Rybalov

   2026 · Presentation deck (PDF) · accompanies the research record · doi:10.20944/preprints202606.0132.v1

   Open presentation (PDF)Research record

5. PresentationPreprintConceptual Framework

   From Plausible Narrative to Sound Abduction: A Governed Abductive Architecture for Medical Digital Twins in Multiple Sclerosis Care

   Emanuel Shirbint, Alexander Rybalov

   2026 · Presentation deck (PDF) · accompanies the research record · doi:10.20944/preprints202605.0728.v1

   Open presentation (PDF)Research record

See also media and the complete archive.