CCRNetOur public work
HIVE Technology Foundation Inc.

Open and responsible AI, built for public benefit.

Our mission is to advance open and responsible artificial-intelligence technology, research, and education for public safety, fraud prevention, cybercrime analysis, and trustworthy access to knowledge.

CHARITABLE PROGRAMS

Four programs. Concrete public outputs.

These programs define why the foundation exists. Institutional services may help fund the work, but private benefit is not the foundation’s purpose.

01

Open Knowledge Infrastructure

We maintain Knolo and related open-source tools for reproducible, local-first, privacy-conscious AI retrieval. The work is intended for investigations, education, archives, nonprofit knowledge systems, local government, and regulated, sensitive, or offline environments.

02

Cybercrime Research

Through CCRNet, we study how fraud and cybercrime reports can be structured, searched, connected, evaluated, and safely used in model development. Research directions are distinguished from released capabilities.

03

Public Education

We work to publish fraud typologies, research findings, safety guidance, anonymized trend reports, technical papers, and educational datasets that make cybercrime knowledge more useful and understandable.

04

Investigator & Researcher Support

We intend to provide free or subsidized tools, datasets, or technical assistance to qualified nonprofits, researchers, journalists, victim-support organizations, and under-resourced public agencies. Eligibility and availability will be published before applications open.

CURRENT PROJECTS

Broad infrastructure. Focused application.

OPEN-SOURCE INFRASTRUCTURE

Knolo

A local-first retrieval stack for reproducible knowledge access, with deterministic lexical retrieval, optional semantic reranking, offline-friendly packs, and no required vector database. Knolo is not exclusive to cybercrime.

View the open-source project
RESEARCH & PUBLIC SAFETY

CCRNet

A specialized program built with Knolo to research cybercrime information structure, retrieval, connection analysis, safe model development, and public education.

Explore CCRNet research
GOVERNANCE & ACCOUNTABILITY

Controls before collection or scale.

Before reopening public intake or governed data exchange, the foundation intends to publish and operationalize the policies below. Until then, public report intake remains closed.

Board & conflicts

Board oversight, director information, and a conflict-of-interest policy will be published as the governance program is formalized. No earnings may be distributed for the private benefit of insiders.

Data governance

Policies will cover permissible sources, consent and lawful basis, minimization, retention, access, allegation handling, correction, provenance, de-identification, model-training eligibility, prohibited uses, legal requests, transfers, and human review.

Open-source policy

Knolo source, documentation, release terms, and contribution practices are maintained publicly. CCRNet will identify which research outputs, datasets, and tools can be released safely.

Financial transparency

Future public reporting will distinguish grants, sponsorships, memberships, and paid support from program spending. No fundraising claim on this site should be read as a claim of tax deductibility.

FUNDING MODEL

Revenue serves the mission.

The foundation may pursue open-source and cybersecurity grants, academic collaborations, fraud-prevention partnerships, sponsored research, philanthropic support for public education, institutional memberships, and paid deployments or support.

Any future paid access is intended to sustain open infrastructure, research, education, and subsidized public-interest access—not to make a commercial platform the foundation’s ultimate purpose.

Contact: [email protected]

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Community discussion is not investigative intake.

Forum posts are community discussions, not police reports, findings of guilt, or automatic entries in an investigative dataset. Public allegations and personal information are prohibited. Urgent or active crimes should be reported to the appropriate authorities.

Visit the community forums