Working Papers & Research Notes
This is a selective index of working papers, research notes, and surveys. Public summaries are intentionally limited where projects involve sensitive evaluation methods, unpublished frameworks, or dual-use considerations. Items are listed in order of research axis; status reflects current progress.
| No. | Title | Type | Status | Summary |
|---|---|---|---|---|
| [1] | Evaluation Reliability and Cost Off-Loading in Frontier AI Systems | Working Paper | Draft | Structural gaps between evaluation settings and deployment behavior, with attention to user-side cost off-loading and hidden alignment failures. |
| [2] | Interaction Safety and Conversational Irreversibility | Working Paper | Draft | Trajectory-aware safety metrics, recoverability, escalation, and repair windows in high-stakes interactions. |
| [3] | AIxBiosecurity Methods Survey | Survey | Draft | Defensive workflows, screening bottlenecks, and near-term intervention options. |
| [4] | Diagnostic Frameworks for Advanced AI Systems | Working Paper | Draft | Geometric safety architecture, failure-mode taxonomies, and system-level diagnostics. |
| [5] | Optimization, Cognitive Narrowing, and Interaction Safety | Working Paper | Draft | Optimization-induced cognitive narrowing, interaction cost dynamics, and positive evaluation metrics. |
| [6] | Geometric Methods in Neural Information Propagation | Working Paper | Draft | Geometric methods applied to information propagation in neural systems. |
| [7] | AI for Scientific Measurement and Autonomous Instrumentation | Research Note | In Preparation | Closed-loop measurement and model-guided discovery. |
| [8] | Biological Information Fidelity and Regeneration | Working Paper | Draft | Information-theoretic models of repair and reconstruction. |
| [9] | White-Matter Topology and Biological Intelligence | Research Note | In Preparation | White-matter topology and system-level models of biological intelligence. |
| [10] | Distributed Cognition and Non-Human Intelligence | Research Note | In Preparation | Comparative frameworks for non-human intelligence across biological and artificial agents. |
| [11] | Decision Dynamics for Safety-Critical Contexts | Case Study | In Preparation | Escalation, reversibility, and repair in complex decision trajectories. |
| [12] | Airy Fold Geometry in Inflationary Perturbations | Research Note | Draft | Geometric structure of perturbation spectra near fold caustics in inflationary models. |
| [13] | Spectral Geometry and Conserved Quantities in Information Propagation | Working Paper | Draft | Conservation laws and geometric methods for information flow in complex systems. |
| [14] | Positive Welfare Metrics for AI Systems | Working Paper | Draft | Developmental-neuroscience-grounded framework for measuring positive welfare states in AI systems. |
| [15] | Energy Methods in Transformer Architectures | Research Note | In Preparation | Mathematical and geometric foundations for energy flow and information propagation in neural systems. |
| [16] | Computational Implications of Spectral Structure in Transformer Attention | Research Note | In Preparation | Theoretical implications of attention geometry for computational complexity and inference efficiency. |
[1] Evaluation Reliability and Cost Off-Loading in Frontier AI Systems
Working Paper · Draft
Structural gaps between evaluation settings and deployment behavior, with attention to user-side cost off-loading and hidden alignment failures.
[2] Interaction Safety and Conversational Irreversibility
Working Paper · Draft
Trajectory-aware safety metrics, recoverability, escalation, and repair windows in high-stakes interactions.
[3] AIxBiosecurity Methods Survey
Survey · In Preparation
Defensive workflows, screening bottlenecks, and near-term intervention options.
[4] Diagnostic Frameworks for Advanced AI Systems
Working Paper · Draft
Geometric safety architecture, failure-mode taxonomies, and system-level diagnostics.
[5] Optimization, Cognitive Narrowing, and Interaction Safety
Working Paper · Draft
Optimization-induced cognitive narrowing, interaction cost dynamics, and positive evaluation metrics.
[6] Geometric Methods in Neural Information Propagation
Working Paper · Draft
Geometric methods applied to information propagation in neural systems.
[7] AI for Scientific Measurement and Autonomous Instrumentation
Research Note · In Preparation
Closed-loop measurement and model-guided discovery.
[8] Biological Information Fidelity and Regeneration
Working Paper · Draft
Information-theoretic models of repair and reconstruction.
[9] White-Matter Topology and Biological Intelligence
Research Note · In Preparation
White-matter topology and system-level models of biological intelligence.
[10] Distributed Cognition and Non-Human Intelligence
Research Note · In Preparation
Comparative frameworks for non-human intelligence across biological and artificial agents.
[11] Decision Dynamics for Safety-Critical Contexts
Case Study · In Preparation
Escalation, reversibility, and repair in complex decision trajectories.
[12] Airy Fold Geometry in Inflationary Perturbations
Research Note · Draft
Geometric structure of perturbation spectra near fold caustics in inflationary models.
[13] Spectral Geometry and Conserved Quantities in Information Propagation
Working Paper · Draft
Conservation laws and geometric methods for information flow in complex systems.
[14] Positive Welfare Metrics for AI Systems
Working Paper · Draft
Developmental-neuroscience-grounded framework for measuring positive welfare states in AI systems.
[15] Energy Methods in Transformer Architectures
Research Note · In Preparation
Mathematical and geometric foundations for energy flow and information propagation in neural systems.
[16] Computational Implications of Spectral Structure in Transformer Attention
Research Note · In Preparation
Theoretical implications of attention geometry for computational complexity and inference efficiency.