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Research Papers

Original technical analysis and methodology specifications for advanced AI and data architectures.

May 2026 • Spec-Differential Methodology

HUNTER Whitepaper v0.13: Auditing the Internet's Rulebook

A methodology for finding where real-world implementations diverge from the specifications they claim to follow. Includes the CVE-2026-48522 case study (JOSE ecosystem) and methodology details across eleven milestone domains: JWT, X.509, OAuth, WebAuthn, CBOR/COSE, DANE, TLS 1.3, SAML, and more.

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May 2026 • Distributed Inference

Hierarchical Semantic LLM Architectures: A DNS-Inspired Approach

A DNS-inspired architecture for distributed LLM inference: semantic routing, domain-specific compression, hybrid CPU-GPU orchestration. Includes a 2025–2026 postscript covering NVIDIA Dynamo, llm-d, DeepSeek-V3, KV-cache compression, and speculative decoding.

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April 2026 • AI & Architecture

ADL Whitepaper: Specification v1.0

A specification language for LLM-driven development using Entity + Transition primitives and a 6-gate validation pipeline.

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Feb 2026 • Data Sovereignty

Sovereign AI: GDPR Architecture

A two-layer sovereignty framework enabling GDPR compliance through structurally separable AI systems and semantic routing.

In Preparation

2026 • AI Methodology

Multi-Model Consensus Framework

Analysis of consensus mechanisms across diverse LLM architectures for improved accuracy, reliability, and bias detection.

In Preparation