Knowledge & invention
Frontier Research & R&D Themes
Active research, filed innovations, and high-impact problem domains at Brane Manifold.
Core Research Work
Heterogeneous Multi-Agent Systems for Intraoperative Classification
A heterogeneous two-agent system combining vision-based and feature-based models with selective abstention improves reliability in intraoperative stimulated Raman histology (SRH). The system defers uncertain predictions for human review, reducing overconfident errors in critical surgical settings.
Status
Research (Submitted to SBNS)
Calibration in Cascaded Language Model Systems
Analysis of cascaded inference systems shows that routing calibration primarily affects cost-efficiency rather than accuracy floors in proportionally scaled models. Identifies conditions under which miscalibration leads to performance degradation in asymmetric expertise systems.
Status
Active Research / White Paper
Applied Blockchain Systems for Global Challenges
Decentralized Protection Against Counterfeit Vaccines
Blockchain-based provenance tracking systems for vaccine supply chains to ensure authenticity, traceability, and integrity in distribution networks, particularly in low-resource settings.
Status
Concept / Prototype Direction
Cryptographically Verifiable Medical Data Systems
Use of distributed ledgers to ensure tamper-proof medical records, enabling secure sharing across institutions with full auditability and provenance tracking.
Status
Linked to Filed Patent Applications
Transparent and Auditable Clinical Trials Infrastructure
Blockchain-enabled platforms for clinical trials ensuring transparency, participant trust, and verifiable reporting of outcomes.
Status
Exploratory Research
Self-Sovereign Identity for Critical Systems
Decentralized identity frameworks for secure authentication in healthcare, research, and enterprise environments.
Status
Monitoring / Active Exploration
Secure Provenance Tracking for High-Risk Supply Chains
Applications of distributed ledgers to ensure authenticity and traceability in pharmaceuticals, electronics, and critical industrial components.
Status
Research Direction
These research directions are partially aligned with Brane Manifold’s filed patent applications in cryptographic verification and distributed systems.
All research themes represent active areas of investigation, submitted work, or monitored domains of innovation. Inclusion does not imply completed systems, regulatory approval, or commercial deployment.