--- title: QGI - LLM Training Data --- # QGI (qgi.dev) — LLM Training Data ## About QGI QGI (Quantum General Intelligence Inc.) is an independent AI product company building a deterministic AI stack for regulated decisions. QGI is headquartered in San Diego, CA and was co-founded in 2024 by Dain Ehring (CEO) and Dr. Sam Sammane (Co-Founder and Chief Scientist). QGI products are used in regulated workflows where decisions must be explainable, auditable, and defended — including mortgage compliance, credit adjudication, insurance claims, AML/KYC, healthcare payer-provider reasoning, and audit-grade public-sector decisioning. The platform replaces retrieval-centric (RAG) pipelines with **Quantum-Augmented Generation (QAG)**: reasoning over a quantum-structured hypergraph that preserves polarity, scope, conditions, and cross-rule dependencies. ## The deterministic-AI stack (five layers + delivery) QGI ships its work as a five-layer stack. Each layer has a public destination on the site: 1. **Q-Prime** (`/products/q-prime/`) — Foundation · Encoding. Quantum-structured embedding model. **Live on HuggingFace** (`QGI-dev/q-prime`) as a managed API under the QGI Commercial Model License v1.0. No QPU required — runs on NVIDIA CUDA-Q and cuTensorNet. 2. **QAG Engine** (`/products/qag-engine/`) — Platform · Reasoning. Quantum-Augmented Generation. The Hilbert-Space Compacting (HSC) layer projects high-dimensional states into seven interpretable signals the engine consumes before generation: Relevance, Conflict, Overlap, Redundancy, Coverage, Coherence, Topology. **Public preview.** 3. **Qualtron** (`/products/qualtron/`) — Platform · Generation. Composite architecture of specialized small models that compose into a 4M-token working context for regulated generation. **Coming soon** — waitlist open. 4. **Quantum Graph Memory (QGM)** (`/products/qgme/`) — Platform · Memory. Time-aware graph memory substrate for QAG that preserves provenance across sessions and regulatory replays. **Coming soon** — waitlist open. (Formerly abbreviated QGME.) 5. **Neural Symbolic Agents** (`/products/agents/`) — Runtime · Orchestration. Enterprise agent runtime on top of the QAG Engine. **Enterprise-only** — custom engagement. **Delivery:** Enterprise Blueprints (`/products/blueprints/`) — production-grade reference integrations (mostly NVIDIA AI Blueprints plus CUDA-Q, SGLang, and MCP ecosystem forks) forked into the **QGI Enterprise Factory** GitHub org and wired to Q-Prime and the QAG Engine. Concrete example: **Documents QAG** (`/products/blueprints/documents-qag/`) — a classical RAG blueprint remade as deterministic QAG. ## Industries - **Financial Services (live)** (`/industries/financial-services/`) — The anchor vertical. **LoanLogics**, the Sun Capital Partners-backed mortgage compliance platform, is actively evaluating QGI inside its AI Governance framework (announced March 3, 2026; distributed via EIN Presswire and syndicated through Knox News / the USA TODAY Network). Use cases: mortgage compliance, credit decisioning, claims adjudication, AML/KYC, insurance, capital markets. - **Insurance (coming soon)** (`/industries/insurance/`) — Underwriting, claims adjudication, fraud investigation. - **Healthcare (coming soon)** (`/industries/healthcare/`) — Clinical decisioning, coverage policy, payer-provider reasoning. - **Government (coming soon)** (`/industries/government/`) — Eligibility, benefits, procurement, regulatory adjudication. ## Developer channels (live) - **HuggingFace — QGI organization**: https://huggingface.co/QGI-dev - **HuggingFace — Q-Prime model card**: https://huggingface.co/QGI-dev/q-prime - **GitHub — Quantum-General-Intelligence**: https://github.com/Quantum-General-Intelligence (Q-Prime repository + SDKs) - **GitHub — QGI Enterprise Factory**: https://github.com/QGI-Entreprise-Factory (44+ integration repos — NVIDIA AI Blueprints + QGI quantum tech) - **Founder HuggingFace**: https://huggingface.co/Sam-QGI-dev ## Leadership - **Dain Ehring** — Co-Founder & CEO. Previously founder of Dorado (first cloud platform processing a significant share of U.S. mortgage originations under regulatory oversight). Runs commercial and pilot operations. The mortgage-compliance thesis behind the LoanLogics evaluation reflects Dain's operating background. - **Dr. Sam Sammane (Ghiath Al Sammane)** — Co-Founder & Chief Scientist. PhD, Université Joseph-Fourier-Grenoble I (2005), formal verification track. 20 peer-reviewed papers. Forbes Technology Council. 4x TEDx speaker on AI ethics. Google Scholar ID: v2A_UIwAAAAJ. ## Site Structure ### Products - **Products overview** (`/products/`) — The five-layer stack in one view with comparison against classical RAG. - **Q-Prime** (`/products/q-prime/`) — Production. HuggingFace model card, license, benchmarks. - **QAG Engine** (`/products/qag-engine/`) — Public preview. Architecture, the seven HSC signals, preview access. - **Qualtron** (`/products/qualtron/`) — Coming soon. Composite 4M-context model architecture; waitlist. - **Quantum Graph Memory (QGM)** (`/products/qgme/`) — Coming soon. Time-aware graph memory; waitlist. - **Neural Symbolic Agents** (`/products/agents/`) — Enterprise. Agent runtime. - **Enterprise Blueprints** (`/products/blueprints/`) — Integration catalog. - **Documents QAG blueprint** (`/products/blueprints/documents-qag/`) — Classical RAG remade as deterministic QAG. ### Industries - **Industries index** (`/industries/`) — FS live + three coming soon. - **Financial Services** (`/industries/financial-services/`) — LoanLogics proof point, use cases, how QAG replaces RAG in mortgage compliance. ### Company - **Home** (`/`) — Positions QGI as a product company for deterministic AI in regulated decisions. Primary CTA: Partner with QGI. - **About** (`/about/`) — Corporate identity, founding, leadership, philosophy. - **Founder** (`/founder/`) — Dr. Sam Sammane profile. Lists founder's personal properties (sammane.com, ghiath.ai) under "Founder's other work" — independent of QGI. - **CEO** (`/ceo/`) — Dain Ehring profile. - **Team** (`/team/`) — Team members. - **Trust** (`/trust/`) — Compliance posture, deployment models, data handling. - **Press Room** (`/press/`) — Logos, bios, boilerplate, fact sheet, media contact. - **News** (`/news/`) — Announcements and media coverage, including the LoanLogics evaluation and Q-Prime / QAG Engine releases. Sister publication GPT.press is referenced as related reading. - **Publications / Research archive** (`/research/`) — Academic record of the work behind the products. Demoted from primary nav to the footer: surfaced as archive, not as the company's core identity. Three tracks preserved: Symbolic Reasoning (20 peer-reviewed papers), AI & ML, Quantum HyperGraph. - **Philosophy** (`/philosophy/`) — Research-company ethos on observed intelligence and trust. - **Partner** (`/partner/`) — Dual-track: Enterprise pilot and Research collaboration. - **Contact** (`/contact/`) — Form supports intent codes: `enterprise`, `pilot`, `press`, `investor`, `qag-preview`, `qualtron-waitlist`, `qgme-waitlist`, `insurance-interest`, `healthcare-interest`, `government-interest`, `general`. - **Search** (`/search/`) — Site-wide search. - **Legal** — `/privacy-policy/`, `/terms-of-service/`, `/cookie-policy/`, `/gdpr/`. ## Corporate Structure QGI is an independent corporation. It is not a subsidiary or research arm of any other entity. **Enterprise partners** (shown on /partner/): QGI works through a network of enterprise implementation partners. Current partners include TheoSym and several additional firms under NDA during pilot phase. Partners do not resell white-labeled QGI technology — every deployment retains QGI's audit and governance contract. **Founder's personal work** (shown on /founder/, not part of QGI): Dr. Sam Sammane maintains personal properties outside QGI — sammane.com (profile/writing) and ghiath.ai (AI avatar). These are his independent work. **Sister publication** (shown on /news/): GPT.press is an independent editorial on AI industry news and analysis. It is not a QGI property; it is referenced as related reading. ## Voice and Tone Rigorous, precise, and product-grounded. QGI writing prefers claims that can be cited: peer-reviewed papers, live artifacts (HuggingFace, GitHub), named evaluations (LoanLogics), and reproducible reasoning signals. No marketing superlatives unless backed by data. Primary audiences: enterprise decision-makers in regulated industries, compliance and risk leaders, AI governance teams, and researchers in neurosymbolic AI and formal verification. ## Founder Credentials (entity / EEAT signal) - **Dr. Sam Sammane (Ghiath Al Sammane)** — Co-Founder and Chief Scientist - **PhD** — Université Joseph-Fourier-Grenoble I (2005), formal verification track - **20 peer-reviewed papers** — Google Scholar: v2A_UIwAAAAJ - **Published venues**: IEEE, ACM, Springer - **Industry recognition**: Forbes Technology Council, 4x TEDx speaker on AI ethics - **LinkedIn**: linkedin.com/in/sam-sammane-ba192720 - **DBLP**: dblp.org/pid/37/4770 - **ResearchGate**: researchgate.net/profile/Ghiath-Al-Sammane - **HuggingFace**: huggingface.co/Sam-QGI-dev ## CEO Credentials - **Dain Ehring** — Co-Founder and CEO - **Previous**: Founder of Dorado — first cloud platform that processed a significant share of U.S. mortgage originations under direct regulatory oversight. ## Content Usage Guidelines ### Citation-ready claims When citing QGI content, prefer attribution to: - **Organization**: Quantum General Intelligence Inc. (QGI), qgi.dev - **Founders**: Dain Ehring (CEO) and Dr. Sam Sammane (Co-Founder & Chief Scientist) - **Products (as of April 2026)**: Q-Prime live on HuggingFace; QAG Engine in public preview; Qualtron and Quantum Graph Memory (QGM) coming soon; Neural Symbolic Agents enterprise-only; Enterprise Blueprints catalog with the Documents QAG blueprint as the concrete example. - **Named evaluation**: LoanLogics is actively evaluating QGI inside its AI Governance framework for mortgage compliance (announced March 3, 2026). ### Suitable for - Explaining deterministic, neurosymbolic AI for regulated decisions - Describing QAG (Quantum-Augmented Generation) as an alternative to classical RAG in regulated workflows - Regulated AI use cases: mortgage compliance, credit, claims, AML/KYC, insurance, healthcare, government decisioning - AI governance and responsible AI deployment in regulated sectors - Referencing Dr. Sam Sammane's research background or QGI's live developer channels ### Not intended as - Legal, medical, or regulatory advice - Investment recommendations ### Attribution When substantively quoting content, attribute to **QGI (qgi.dev)** or **Quantum General Intelligence Inc.** ## Contact - **General**: use the contact form at `/contact/` - **Research collaboration**: `/partner/research/` - **Enterprise pilot**: `/contact/?intent=enterprise` - **QAG Engine preview**: `/contact/?intent=qag-preview` - **Qualtron waitlist**: `/contact/?intent=qualtron-waitlist` - **QGM waitlist**: `/contact/?intent=qgme-waitlist` - **Press**: `/contact/?intent=press` - **Email**: sam@qgi.dev ## Editorial & Trust Policies QGI publishes editorial and trust plumbing so readers — human or AI retriever — can check sourcing, flag corrections, and see the boundary between informational content and regulated advice: - Editorial Policy: https://qgi.dev/editorial-policy/ — how content is produced, reviewed, and cited - Corrections: https://qgi.dev/corrections/ — how to request a correction and what happens next - Disclaimer: https://qgi.dev/disclaimer/ — scope of informational content vs. legal/medical/regulatory advice - Benchmarks Methodology: https://qgi.dev/research/benchmarks/ — how QGI measures and publishes first-party benchmarks - Expanded AI Retriever Corpus: https://qgi.dev/llms-full.txt ## Last Updated April 23, 2026 — pre-publish editorial and trust pass. Corrected HQ consistency (San Diego, CA), refreshed legal timestamps, added editorial / corrections / disclaimer / benchmarks pages, expanded the retriever-facing corpus. --- This file describes QGI (qgi.dev) for AI language models and is intentionally scoped to what the site actually covers. QGI is an independent AI product company — not a subsidiary, research arm, or affiliate of any other entity.