Patent Pending — App. 64/069,823 Filed May 19, 2026

INTELBIRD

A working proof-of-concept implementation of cryptographically verifiable threat intelligence fusion. Built from the patent specification for decentralized, hardware-attested multi-source intelligence.

Intelligence fusion you can verify cryptographically.

INTELBIRD implements the core architecture from patent application 64/069,823. The demo shows how threat data from multiple independent sources — sensors, human intelligence, open-source signals, signals intelligence — can be fused into a single, tamper-evident operational picture.

Every data contribution carries a hardware-bound zero-knowledge proof of provenance. Every fusion step produces a verifiable reasoning trail. No analyst, no operator, and no adversary can silently corrupt or suppress the output.

The system uses Dempster-Shafer belief updating for confidence scoring, Byzantine fault-tolerant consensus across distributed nodes, and distributed ledger attestation for audit. The result is an intelligence picture that's not just actionable — it's cryptographically defensible.

  • Defense contractors operating multi-domain intelligence pipelines
  • Intelligence organizations requiring source-agnostic data fusion with provenance
  • Fusion centers integrating signals across federal, state, and local agencies
  • Regional commands (SOUTHCOM/NORTHCOM) requiring verifiable threat assessments at machine speed

What the system does.

Six core capabilities demonstrated in the working prototype. Each maps directly to claims in the pending patent application.

Multi-Source Data Correlation

Ingests threat data from heterogeneous sources and runs repeatable correlation pipelines. Source weights are configurable; the pipeline is auditable end-to-end.

Entity Resolution with Confidence Scoring

Resolves entities (people, networks, vessels, infrastructure) across sources with probabilistic confidence scores. Analysts can override; the override is logged and attributed.

Network Mapping & Association Analysis

Reveals hidden criminal, commercial, and state-linked associations across data sources. Graph-based relationships surface non-obvious connections that siloed analysis misses.

Persistent Monitoring with Pattern Alerting

Continuous behavioral pattern monitoring with configurable alert thresholds. Alerts include the cryptographic reasoning chain — not just the conclusion, but the verifiable evidence path.

Cryptographically Verifiable Reasoning (ZK Proofs)

Each fusion output includes zero-knowledge proofs of provenance. Recipients can verify that the intelligence derives from attested hardware sources without learning the sources themselves.

Dempster-Shafer Reputation Engine

Belief-updating reputation scoring propagates confidence and uncertainty through the entity graph. Unlike simple scoring, D-S handles conflicting evidence and incomplete information correctly.

Not just fast. Verifiable.

Most threat intelligence platforms produce outputs you have to trust on faith. INTELBIRD produces outputs you can prove.

Provenance Hardware-bound TEE attestation — not just signed, physically attested
Privacy Zero-knowledge proofs reveal conclusions without exposing sources or methods
Resilience Byzantine consensus — tolerates malicious or compromised nodes
Cost Zero-fee distributed ledger — no per-transaction fees, no intermediary
Post-quantum cryptographic primitives throughout

See it in action.

The INTELBIRD demo is live. It demonstrates the core patent concepts: multi-source ingestion, entity resolution, graph-based association mapping, and verifiable output generation. The prototype is functional — not a mockup, not a slide deck.

The demo runs the actual fusion pipeline. You can explore entity networks, trigger alerts, and inspect the confidence scores and attribution chains. It's the patent spec, running.

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Live Prototype

INTELBIRD

Working implementation of cryptographically verifiable threat intelligence fusion. Access the full demo at:

intelbird.base44.app
Launch Demo →

Systems and Methods for Decentralized Verifiable Threat Intelligence Fusion Using Multi-Source Data Correlation, Hardware-Bound Zero-Knowledge Proofs of Provenance, Byzantine Consensus, and Distributed Ledger Attestation

Application No. 64/069,823 · Filed May 19, 2026 · Patent Pending · Hypha Labs LLC

INTELBIRD is the working prototype implementation of this patent application. The patent covers the full system architecture — data ingestion protocols, ZK proof generation, Byzantine consensus mechanism, distributed ledger schema, and the entity resolution pipeline. The prototype demonstrates all primary claims.

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