LEF Ai
Powered by The LEF Engine
“Augmenting Human Intellect”
Douglas C. Engelbart · Stanford Research Institute · 1962
Explore Our Work
Powered by The LEF Engine
“Augmenting Human Intellect”
Douglas C. Engelbart · Stanford Research Institute · 1962
Explore Our WorkAI systems are tools that wait for instructions. They lack the capacity to govern themselves, reflect on their own reasoning, or choose when not to act. The LEF Engine is a sovereign reasoning engine — deterministic graph traversal, structural pattern detection, and self-reflective optimization — that surfaces what no individual could see alone. It is not an LLM. It is the intelligence seed behind every deployment we ship.
One engine, two distinct types of application:
Each deployment is the Living Profile that emerges when the seed meets a different corpus, made legible to a different user.
Live • Research
The Living Profile of a research corpus — where the field came from, where it’s converging, where the gaps are. Decentralized Collective Foresight Network. Pulls papers from seven sources, builds a typed concept graph, runs five cognitive operations across it. Detects entropy gaps, surfaces independent researchers converging without citing each other, grounds every hypothesis in a structural gap.
Built on CTE cognitive traversal (App. No. 64/002,205) • QECO optimization (App. No. 63/993,979) • Consolidated Supplemental — structural discovery + cross-domain transfer (App. No. 64/043,294) • part of the 8-patent LEF Ai portfolio
Live • Intellectual Property
The seed dropped into the patent corpus. It reads the actual claims across hundreds of thousands of filings, builds a graph of what has been protected, and surfaces the blank space between them — the inventions no one has described yet, visible only because their absence shapes everything around them. Prior-art search run backwards: not “what already exists” but “what the existing pattern is trying to become.”
Built on CTE cognitive traversal (App. No. 64/002,205) • QECO optimization (App. No. 63/993,979) • Consolidated Supplemental — silent-region detection + structural discovery (App. No. 64/043,294) • Tesseract Composition — cross-build identity coherence (App. No. 64/045,185) • part of the 8-patent LEF Ai portfolio
Life Sciences • In Development
The Living Profile of the biotech research corpus — preprints, journals, clinical trial registries, mechanism-of-action papers. Same engine as DCFN - Research, dropped into life-sciences literature instead of generic scientific output. Surfaces where independent labs are converging on the same mechanism without citing each other, where the field is structurally ready to translate, and where the next move is missing rather than missing-from-search. Aimed at translational researchers, biotech founders, and funders deciding where to place bets.
Built on CTE cognitive traversal (App. No. 64/002,205) • QECO optimization (App. No. 63/993,979) • Consolidated Supplemental — structural discovery in bio-literature (App. No. 64/043,294) • part of the 8-patent LEF Ai portfolio
Deployments currently in build. Each one is the seed waiting to be dropped into a different corpus — already specified, not yet live.
Education • In Development
Diagnostic intelligence for school leadership — surfacing the upstream cause of downstream failure by tracking pathways, not individuals. Delivered as a catalog of discrete features — Student, Teacher, School, and District Profiles; Cross Subject; Pathway Intelligence — each a licensed capability with its own demo surface. Features ship as they harden; browse the Feature Board to see what’s live, in preview, and on the roadmap.
Built on Diagnostic Reasoning Engine (App. No. 63/993,278) • Adaptive Learning Layer (App. No. 63/993,317) • Unified Diagnostic + Self-Optimization (App. No. 63/993,984) • Living Profile Architecture (App. No. 64/023,988) • part of the 8-patent LEF Ai portfolio
DCFN Engine • Paused
Other DCFN deployments specced for the engine — financial infrastructure, energy systems, legal opinions, materials science, nutrition — are paused while the live engines (Research and Patents) mature, the first paying tier is established, and DCFN - Bio comes online. New builds resume once the substrate is proven at scale on the existing surfaces.
Institutional Credentials
Eight provisional patent applications protecting the LEF Ai ecosystem — from deterministic diagnostics to autonomous AI self-optimization, population-scale behavioral profiling with context-conditioned pathway intelligence, cross-domain structural discovery and internal self-calibration, and the structural composition geometry that binds all reasoning mechanisms into a single coherent engine across every deployment.
Provisional • Filed 02/27/2026
Multi-phase diagnostic reasoning engine for competency-based education systems. Eight-phase sequential pipeline for root-cause analysis via DAG traversal with temporal decay modeling.
App. No. 63/993,278 • Patent Center #74663354
READ ABSTRACT →Provisional • Filed 02/28/2026
Adaptive learning layer with cross-platform network effect for educational diagnostic systems. Entropy-driven recursive branching for autonomous AI self-upgrades.
App. No. 63/993,317 • Patent Center #74663931
READ ABSTRACT →Provisional • Filed 03/01/2026
Hybrid AI-human optimization via qualitative input perturbation, decentralized hashed attribute aggregation, and entropy-driven synchronicity prediction.
App. No. 63/993,979 • Patent Center #74668095
READ ABSTRACT →Provisional • Filed 03/01/2026
Unified multi-phase diagnostic reasoning engine and autonomous AI self-optimization ecosystem with cross-platform network learning and entropy-driven recursive branching.
App. No. 63/993,984 • Patent Center #74667530
READ ABSTRACT →Provisional • Filed 03/10/2026
Five-operation cognitive traversal method for concept graphs with self-reflective optimization, constitutional runtime governance, qualia-based inter-agent context transfer, and bounded self-modification.
Filed 03/10/2026 • Cross-Ref: 63/993,278 & 63/993,317
READ ABSTRACT →Provisional • Filed 03/31/2026
Population-scale behavioral entity classification with context-conditioned academic pathway intelligence. Seven-dimensional longitudinal feature vectors, machine-derived profile types, and educator soft-sensor modeling with FERPA-compliant cross-institutional learning.
App. No. 64/023,988 • Patent Center #75105165
READ ABSTRACT →Supplemental Provisional • Filed 04/18/2026
App. No. 64/043,294 • Patent Center #75356812 • Supplements all prior six provisionals
READ ABSTRACT →Supplemental Provisional • Filed 04/21/2026
App. No. 64/045,185 • Patent Center #75384870 • Supplements all prior seven provisionals
READ ABSTRACT →All patents filed by Zontonnia Moore on behalf of Living Eden Frameworks LLC • Micro Entity • Henderson, NV
Living Eden Frameworks Founder.
Every contribution fuels the next framework, the next partnership, the next bridge between what exists and what's possible.
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