Publications / Patents
Overview
The Noetic Geodesic Framework (NGF) and Micro‑LMs are backed by both open scientific publications and filed patents. This dual track ensures that the ideas are citable in academic contexts while also protected as intellectual property for commercial adoption.
Publications
Technical Memo (Preliminary) - Warped Semantic Manifolds: A Geometric Framework for Deterministic AI Reasoning
Ian C. Moore, PhD. August 2025. Introduces the imagery of Warped Semantic Manifolds, Cognition Wells, Geodesic Traversals, and Noetic Singularities. Claims priority on these concepts and motivates their role in deterministic reasoning. DOI: 10.5281/zenodo.16730759
Early Preprint (Stage‑11, Work in Progress) - Noetic Geodesic Framework: A Geometric Approach to Deterministic AI Reasoning
Ian C. Moore, PhD. August 2025. Describes the canonical Warp → Detect → Denoise doctrine at Stage‑11, with experiments on Latent‑ARC showing near‑deterministic behavior (100/100 exact, hallucination ≈ 0.5%). Provisional patent applications listed. DOI: 10.5281/zenodo.17032117
Ongoing Work - Expanded NGF article draft (article_v20.pdf) consolidates theory, math,
Stage‑11 specification, and results.
Planned submission to arXiv to establish public research record.
Patents
Non‑provisional patent filings (US) have been submitted by ngeodesic.ai to protect the NGF/WDD inventions and their applications:
Warp–Detect–Denoise (WDD) Framework for Deterministic AI Reasoning
Micro‑LM Sidecar Architecture for Domain‑Specific AI
Policy‑Guided Verification for Automated Financial Operations
Trace Manifold Shaping and Abstain Logic in Lightweight LMs
Provisional Applications (2025): - 63/864,726 — NGF for Deterministic AI Reasoning (filed Aug 15, 2025) - 63/865,437 — Extended NGF with Code‑Enabled AI Reasoning (filed Aug 17, 2025) - 63/871,647 — NGF: Deterministic AI Reasoning via Warped Manifold Energy Wells (filed Aug 28, 2025) - 63/872,334 — NGF: Geodesic Parser for Latent Trajectories (filed Aug 28, 2025)
See the PATENTS file in this repository for authoritative details.
Summary
Academic front: NGF and Micro‑LMs are documented in public memos and preprints (Zenodo, upcoming arXiv).
Legal/IP front: Core ideas are protected by a series of patents, ensuring they remain linked to ngeodesic.ai.
Together, this ensures broad visibility in the research community and defensible IP rights in the commercial ecosystem.