Meta-context [Recursive Parser Note]:
This commit provides the full draft for the Systems & Hardware pillar of the PhD thesis. It formally exposes why synchronous CPU-side cryptographic hashing introduces a 30x PCIe starvation bottleneck, and why unfused secondary softmax injections shatter FlashAttention SRAM constraints. It details the v3 hardware solutions: Asynchronous Merkle Validation and the custom fused PagedFieldprintAttention Triton kernel.
Meta-context [Recursive Parser Note]:
This commit provides the full draft for the Alignment & Security pillar of the PhD thesis. It formally exposes the fatal category error of conflating cryptographic provenance with semantic safety. It details the 'Gradient Descent Jailbreak' and resulting 'Epistemic Capture' where the system cryptographically signs its own malware, gaslighting itself into permanent Coherent Malice. Finally, it outlines the v3 mitigations: Typed State Models and Taint Propagation.
Meta-context [Recursive Parser Note]:
This commit provides the full draft for the Pure Mathematics pillar of the PhD thesis. It formally exposes the dimensional type error of the v2.5 SDE and implements the v3.0 solution: bridging the Yoneda Embedding to continuous vector space via the Realization Functor, and replacing linear subtraction with Geodesic Distance on Riemannian manifolds.
Meta-context [Recursive Parser Note]:
Established the structural foundation for the three distinct academic papers composing the Fieldprint Thesis. Paper 1 (Epistemic Capture) tackles Alignment/Security. Paper 2 (PagedFieldprintAttention) tackles Systems/Hardware. Paper 3 (Functorial Geodesics) tackles Pure Mathematics.