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QORAI Insights

Research notes and engineering updates on Q4 Nexus, Spatial Weave memory, the hardware roadmap, and responsible intelligence.

Architecture

Beyond Binary: Why AI Is Reopening the Computer Architecture Question

Binary computing remains foundational. The emerging question is whether AI-era systems can benefit from additional architectural layers for context, time, state evolution, and memory locality.

Memory Systems

The Von Neumann Bottleneck: Why Moving Less Data May Matter More Than Moving It Faster

QORAI's research explores decoupled instruction and memory pathways, locality-preserving organization, near-memory traversal, banked active memory, and Spatial DMA.

Memory Systems

What Is Spatial Weave Memory?

A conceptual introduction to B/T/C logical coordinates, Spatial Weave Indexing, SCUs, and Regeneration as transformation history.

External Research

Designing and Using FPGAs Beyond Classical Binary Logic: Opportunities in Nano-scale Integration Age

A research paper on why multi-valued logic was never adopted in FPGAs, which tool and technology gaps held it back, and where non-binary FPGAs could help (such as emulation) as systems move to the nano scale. Shared as background reading on multi-valued logic and FPGAs; it is not a QORAI publication.

Responsible Intelligence

Guardian Kernel: Designing Governance Into Adaptive Intelligence

A system-level approach to human control, permissions, provenance, auditability, fail-safe behavior, and responsible intelligence.

External Research

All-Optical Quaternary Logic Based Information Processing: Challenges and Opportunities

A book chapter by Jitendra Nath Roy and Tanay Chattopadhyay (InTech, 2013, CC BY 3.0) on multi-valued logic and all-optical processing, which keeps data in the optical domain without electrical conversions. Shared as background reading on quaternary logic; it is not a QORAI publication.