Research

Active Projects

Our research portfolio includes 18 active projects spanning theoretical foundations, applied systems, and interdisciplinary collaborations.

2 Active Projects
$0 Total Funding
1 Partner Institutions
Major Initiatives

Flagship Projects

Recursive Emergence Initiative

Active 2024–2027
$1.8M
NSF Grant #2024-7841

A multi-group investigation into how self-referential structures give rise to emergent behaviors. This project combines formal mathematical analysis with large-scale simulation to identify fundamental principles governing recursive emergence in cognitive systems.

Research Groups:
Cognitive Architecture Emergence Theory Recursive Theory
Principal Investigators:
Dr. Elena Voss (Lead), Dr. Marcus Thorne, Dr. Aria Blackwell, Dr. Dante Moreau
Key Collaborators:
MIT Computer Science, Stanford Complexity Science Center, Oxford Mathematics Department
Recent Outputs:
  • Voss et al. (2026), "Recursive Collapse in Self-Referential Cognitive Architectures," Journal of Cognitive Systems Theory
  • 3 conference presentations at ICML, NeurIPS, and Cognitive Science Society
  • Open-source simulation framework (GitHub: blackrose-research/recursive-emergence)

Signal-Void Duality Project

Active 2025–2026
$620K
DARPA Contract

Exploring the relationship between signal detection and absence, investigating how information can be encoded in what is not present. Applications include steganography, sparse sensing, and adversarial robustness.

Research Groups:
Signal Analysis Void Architecture
Principal Investigators:
Dr. Kael Riven (Lead), Dr. Nyx Solari
Status Update:
Phase 1 completed (theoretical framework). Phase 2 in progress (experimental validation). Expected completion: December 2026.
Additional Projects

Active Research

Liminal State Detection in Distributed Systems

Active 2025–2027 · Liminal Systems
$380K
NSF

Developing algorithms to identify when systems are approaching critical transition points. PI: Dr. Lira Chen.

Fixed-Point Semantics in Self-Modifying Code

Active 2024–2026 · Recursive Theory
$290K
Internal

Formal analysis of programs that rewrite themselves during execution. PI: Dr. Dante Moreau. Collaboration with Cambridge Computer Laboratory.

Attention Mechanisms in Sparse Cognitive Models

Active 2025–2028 · Cognitive Architecture
$540K
NSF

Investigating how attention can be efficiently implemented in resource-constrained cognitive architectures. PI: Dr. Marcus Thorne.

Phase Transition Prediction in Neural Networks

Active 2024–2026 · Emergence Theory
$410K
Industry Partnership

Identifying early indicators of sudden capability emergence during training. PI: Dr. Aria Blackwell. Partner: DeepMind.

View All Projects (18)
Completed

Recent Completions

Entropy Bounds in High-Dimensional Signal Spaces

Completed 2023–2025 · Signal Analysis
$320K
NSF

Established theoretical limits on signal detection in extreme noise. PI: Dr. Kael Riven.

Outputs: 4 publications, 1 PhD thesis, open-source toolkit