BiNet USA / Current work
Community Technology
Useful capacity. Clear ownership. Practical access.
Technology belongs in this story because access, ownership, evidence, and the ability to earn are civil-rights concerns too.
A portfolio, not inflated company claims
XXYYZZ Society is the institutional home. AIXYZ, Community AI, Mama Lori AI, Black2Africa, BiNet, and biDTF represent related work and product directions. Naming a project does not mean it is a separate incorporated company, a finished product, or an active institutional partnership.
This site introduces the work. It does not offer an AI chat service, verified medical advice, legal representation, or a guarantee of income.
Low bandwidth is a design requirement
The Mama Lori AI platform plan considers text-first guidance through basic phones, SMS, WhatsApp, and lightweight web. Its proposed subject areas include water, agriculture, household energy, and climate resilience.
Consent, language, locally relevant information, human review, and manageable messaging frequency matter more than an attention-maximizing feed. Architecture diagrams and revenue estimates are plans until implementation and delivery are verified.
African community work with local agency
Planning materials address work in Malawi, Kenya, and Nigeria. That is a planning footprint, not a claim of completed deployment, nationwide coverage, confirmed partner endorsement, or measured health outcomes.
Any public project report must name the specific place, permission, work delivered, date, and evidence. Community members should control their participation and whether their names or images appear.
AI must not invent the record
AI may help organize or summarize public information, but a summary must remain tied to sources and human review. Generated language is not new evidence, a legal finding, or proof of what a person experienced.
Private testimony, sexual identity, family records, and sensitive evidence must not become advertising audiences or training material by default.