MIA Ensemble
Multi-teacher statistical aggregation with Fisher's, Stouffer's, Simes', HMP, and Cauchy combination tests.
Request licensing termsPatent portfolio
Patent portfolio licensing for the AI attribution era.
12 patentable innovations independently appraised at $975K–$1.475M. Available for license to AI labs, attribution platforms, and forensic service providers.
Status. Provisional applications in preparation. Filing on accelerated timeline. Patent inquiries to founder.
Top three
Highest novelty rating (5 / 5).
Textual Inversion Forensics
Diffusion-model attribution via inverted-embedding probes. Patentable IPLYR innovation.
Request licensing termsDaubert Automated Scoring
Automated evidentiary-tier classification mapped to Daubert factors.
Request licensing termsNine more
Supporting innovations.
Cross-modal MIA bridge
Audio↔text and image↔text membership-inference bridging.
Provenance commitment ladder
Cryptographic provenance from raw artifact to fingerprint to attribution.
BCa bias-corrected TQ CI
Bias-corrected accelerated bootstrap CIs over 11-dim TQ.
Adversarial-robust attribution
TQ scoring under adversarial perturbation budget.
Concept ablation auditor
What concepts a model has actually learned, vs claims.
Settlement floor estimator
Litigation floor from evidence tier × jurisdiction × judge disposition.
Multi-jurisdiction routing
Per-jurisdiction threshold and notice routing layer.
RAG two-stage attribution
Separating retrieval-induced from training-induced memorization.
Unlearning verifier (MUSE 6-axis)
Verifiable certificates that unlearning claims are real.
Tiers