Federal demonstrator Unclassified · not FedRAMP

Structural discovery for the federal mission

The LEF Ai Engine reads multi-source public federal data as structure — voids, cross-corpus gaps, and indications of change — then falsifies its own findings before a human analyst decides. Presence-based search cannot do this: a gap has no document to return.

What the engine does

Ingest live public federal sources or a multi-snapshot upload (unclassified / public data only).
Map structure — typed relationships, voids the record requires but no source fills, temporal kinetics when snapshots exist.
Self-falsify — a contradiction / defense pass suppresses weak candidates before they surface.
Brief the human — downloadable landscape artifact + methods block. The engine recommends where to look; it does not author the decision.

Seven analyst lenses (every run)

Findings are readable as:

Intelligence — linkage or directional signal
Investigation — what live evidence substantiates or refutes
Program Assessment — performance vs accountability framework
Policy / SOP — rule with no implementing record
Compliance / Audit — potential gap against governing requirements
Adjudication — contested findings against the controlling rule
CQI — process weakness with a corrective-action loop

Sample artifacts

Prior demonstration runs. Structural landscapes only — not targeting products, not operational decisions. Full set via Sample reports in the header.

Cross-corpus Census × FDIC × NIH × USGS

Where structure lives in one federal corpus but never another — multi-source weave.

Open landscape PDF → Temporal Velocity & moving gaps

Indications of change: emerging silence vs decaying silence across snapshots.

Open landscape PDF → Acquisition / finance USAspending × Census × Congress × FEC

Cross-corpus read of awards, legislation, and finance structure on public data.

Open landscape PDF →

How engagement works

Try / evaluate, then Secure Enclave field license. No retail seats. No self-serve subscription.

Path	What you get	Posture
This page	Method + sample artifacts	Open
Invite demo	Metered live runs on public federal sources	Code-gated · unclassified
Secure Enclave	Full fidelity on your data in your TEE	Field license · funded effort

Deployment posture

The invite demo is an unclassified demonstrator in a containerized Google Cloud service — isolated and access-gated, but not an accredited or FedRAMP-authorized boundary. Run unclassified / public data only. An accredited enclave deployment is available as a funded effort.

Have an invitation code

Unlocks the live showcase (public federal sources, alone or woven).

Request an invitation

For TPOCs and program evaluators. Reviewed personally. Enclave inquiries welcome on the same address.

licensing@livingedenframeworks.com

Outputs are structural arguments for a human analyst. The engine recommends; it does not author the decision.