Independent research & engineering · since 2020
We build the reference systems that make the public record legible.
A censorship observatory across 200 countries (Voidly), a unified index of the entire US federal regulatory record (Federal Data Hub), and a primary-source body of 511 technical publications. One query returns every regulatory event tied to a company — filings, enforcement, contracts, penalties, ownership — assembled across 89 agencies onto a single timeline. Source-cited, openly licensed, built to be read by people and machines alike. The operators work anonymously.
The record is public. We index all of it.
The same method documents what institutions would rather keep buried: an organ-procurement accountability record (OrganWatch — 513 source-linked findings, 57 OPO dossiers, 20 graded into the decertification-eligible tier), surveillance-vendor and beneficial-ownership registries, and a 50-state map of who can be used without consent. Alongside: post-quantum drone encryption (Swarm) and local news infrastructure (Nexcom).
- 2.2B+
- Censorship measurements
- 50.9M+
- Federal records · 89 agencies
- 511
- Technical publications
- 57
- OPO accountability dossiers
Censorship figures from the live measurement network; federal-data figures refreshed at build time from api.ai-analytics.org/coverage; accountability-dataset counts are computed from the source records. Every figure links to its data.
Projects
- Voidly — Global Censorship IndexOpen data · CC BY 4.0
- Real-time, evidence-backed measurement of internet censorship across 200 countries. ML-based detection of throttling, DPI filtering, and routed BGP blocks; 7-day shutdown forecasting; 2.2 billion network measurements and 1,574 verified incidents to date, across 37+ autonomous-system vantage points. Around it sits a family of accountability records that turn the same lens on power: Verboten (19,283 banned books across 119 countries), SpyLedger (the surveillance industry), DarkRegister (ownership registers going dark), Sanctions Programs, and the Right to Information / Data Protection maps.
- OrganWatch — US Organ-Procurement AccountabilityOpen data · CC BY 4.0
- The US organ-procurement, transplant, and tissue system, assembled from the government's own records. 513 source-linked findings, a dossier for each of the 57 Organ Procurement Organizations (20 graded by CMS into the decertification-eligible tier), a 51-jurisdiction map of unclaimed-body consent law, the prosecutions, and the sworn congressional testimony — with a nine-part written investigation alongside. Institution-level only; no patient, donor, or family is ever named.
- US Federal Regulatory Data HubOpen data · CC0 1.0
- Unified reference for US federal regulatory records — SEC, FDA, OFAC, DOJ, EPA, CFPB, IRS, USAspending, NHTSA, FAA, CFTC, FEMA, NOAA, CDC, NIST, and dozens more. 208 datasets, 50.9M+ canonical record URLs, daily refresh, REST + JSON-LD + Model Context Protocol surfaces. One query returns every regulatory event for a company across all datasets — example: ExxonMobil cross-agency timeline.
- Swarm SDK — Post-Quantum Drone EncryptionProprietary
- Python SDK for encrypted communications between drones and counter-UAS systems. ML-KEM-768 + X25519 hybrid key exchange, MAVLink v2 transport, gossip-mesh routing, forward secrecy and key rotation under contested-RF conditions. CNSA 2.0 compliant. 465 tests across seven encryption modes; Python 3.9 through 3.13.
- Nexcom — Local News Infrastructure
- Nexcom Inc. builds and operates 59 local and specialty news publications across 45 cities — briefings, not feeds — delivered on Cloudflare Workers and Webflow, with specialty verticals including Veterans News, Latinas Media, and Voz Hispano. No tracking, no algorithmic manipulation, no infinite scroll. Also at nexcom.media.
Adjacent work
Infrastructure behind the public projects.
- Footprint Vault
- Internal OSINT reconnaissance tooling. It builds persistent, cross-platform entity profiles from passive collection across 40+ sources, resolves identity with a graph model and calibrated edge weights, watches Certificate-Transparency logs and BGP/ASN changes for new infrastructure, and applies stylometric fingerprinting — with compartmented, codename-based storage and an operational-security posture for researchers in hostile environments. It runs in an offline privacy-audit mode (audit your own exposure) and an enterprise threat-intel mode, and feeds entity attribution back into Voidly. Built and operated in-house; not publicly available — no hosted app, account, or API. Methods write-up →
entity/attribute graph · calibrated edge weights · CertStream CT logs · BGP RIB diffs · stylometry · codename-compartmented storage
- OSINT pipeline
- Real-time social-media ingestion and NLP scoring at scale. Architecture write-up →
2.4M posts/hour · Kafka · TimescaleDB · NLP scoring across 80 GPU workers
- Election monitoring
- Statistical anomaly detection across voter, turnout, and campaign-finance data. Methods write-up →
Benford's Law · ARIMA · ML turnout models