Responsible AI: Community-Owned, Privacy-First


WHY RENT AI WHEN YOU CAN OWN IT? more …

In September we will launch CivicBoxAI and you can get involved. Our 501(c)(3) is spinning off this for profit enterprise.

CivicBoxAI℠

A plug-in appliance that runs AI locally inside your building. Answers patron and member questions without any query leaving the premises. For libraries, schools, and trade associations.

ApI Switchboard℠

Software that routes routine AI work to your own hardware and sends only the hard jobs to the paid cloud. Cuts API bills and warns you before spend runs away. For any team with a cloud AI budget.

Commons Compute℠

Mini data center coops: the data center the whole town owns. Shared community infrastructure vs rented cloud, optionally solar-powered. For municipalities & civic-ownership advocates.


CivicBoxAI℠ for Libraries, Schools, Trade Associations…

Research copilot for hard questions. A patron asks something obscure (“what’s the legal status of grazing rights on Michigan state trust land?”). The librarian queries a local Llama 3.3 70B or gpt-oss-120b, gets a structured starting point with terms to verify, then validates against authoritative sources. Faster than starting cold, no patron query sent anywhere.

Multilingual reference. Real-time translation for ESL patrons — immigration paperwork, government forms, medical instructions. Cloud translation services log everything; running a model locally means an undocumented patron can ask about an ICE notice without that query landing in a vendor’s audit trail. Materially different threat model in 2026.

Reader’s advisory. A local RAG system indexed on the library’s catalog plus the patron’s (opted-in) circulation history can generate genuinely personalized recommendations. Same task that Goodreads/Amazon do — but without surrendering the patron’s reading taste to a surveillance ad network.

Plain-language rewrites of government documents. Medicare letters, IRS notices, court summonses, benefits eligibility paperwork. Librarians do this work informally every day at the desk. A local LLM with a “explain this at a sixth-grade reading level” prompt accelerates it without the privacy compromise of cloud tools.


ApI Switchboard℠ saves thousands

This is our disruptor with graphics showing a type of switchboard for our Operator Agent performing the sorting of work that can be performed locally vs through an API engaging costly cloud based services. This is the modern version of days when you had to speak to an Operator to make a long distance call and you thought carefully before saying: “Hello Operator, long distance please.”

Vertical Use Cases

Public library reference desk. A librarian asks the AI to summarize a government report or draft a plain-language explainer of a local ordinance. ApI Switchboard recognizes this as routine work and runs it on the branch’s GX10 — patron questions never leave the building, and the library’s API bill doesn’t move. Only a genuinely novel research question gets escalated to the cloud.

Trade association member services. Members query a chatbot over the association’s standards, bylaws, and back catalog. ApI Switchboard serves those answers from a local RAG index on the GX10 instead of paying per-token to send proprietary member data to a cloud provider on every question.

Labor union organizing and grievances. Drafting communications, searching grievance history, summarizing contract language — all data that must not sit on a third party’s servers. ApI Switchboard keeps it on union-owned hardware by default and flags any request that would route sensitive data off-premise.

Greenfield housing / community broadband node. A neighborhood’s shared GX10 handles residents’ everyday AI tasks locally. ApI Switchboard meters the small slice of work that needs frontier models, so the co-op sees exactly what it’s spending and never gets a surprise invoice.

Functional Use Cases

Runaway-bill prevention. The anchor case. When a workflow starts firing expensive API calls, ApI Switchboard shows the running spend and a local alternative before the call goes out — the “are you sure?” that turns a $1,134 month into a $90 one.

Cost triage for developers. Routes cheap, high-volume work (classification, extraction, embeddings, first-draft generation) to the local stack and reserves the paid API for the few calls that truly need a frontier model.

Privacy gate. Any request carrying PII, member records, or confidential documents is held local by policy; the wrapper warns and requires confirmation before anything sensitive crosses to a cloud provider.

Offline / degraded-connectivity resilience. When the internet drops, ApI Switchboard keeps serving from the GX10 instead of failing — useful for rural branches, field sites, and during outages.

Budget governance for teams. Per-user and per-project token budgets with alerts, so a small organization can let staff use AI freely without one runaway script blowing the monthly cap.


Commons Compute℠

  • A cooperatively governed mini data center that turns cloud infrastructure into shared community property rather than a rented service
  • For cooperatives, municipalities, and civic-ownership advocates; Building Local Power-aligned audiences
  • Eco Alternative
    Decentralized mini data centers can be powered by solar and wind energy.