Access philosophy · The wider promise
We want capable, responsible AI to reach students and communities whose opportunities are constrained by income, geography, hardware, or reliable internet access.
Access may change how the service is delivered. It should never diminish the care, quality, or dignity of the experience.
Our north star
“Out of many” describes more than the independent models in an EX MULTIS review. It points toward a future in which more people can participate in the knowledge those systems help unlock.
A learner should not receive a lesser standard of care because a family cannot afford another subscription or a community cannot depend on an always-on connection. Access may be capped and compute may be smaller, but limits, uncertainty, evidence, and human responsibility should remain visible.
Pocket LLM · Explained
“Pocket” describes portability and local availability. It does not mean every future model must literally run on a phone.
The goal is a downloadable system that can run on suitable personal hardware or a shared school, library, or community server. Once installed, core assistance could remain available without sending every question to a distant cloud service or requiring a continuous high-speed connection.
Why open technology matters
Recurring cloud inference can make broad, sustained access difficult to fund. EX MULTIS intends to evaluate open-source software and openly licensed or open-weight models where their licenses, capabilities, and safety characteristics fit the program.
Local operation can reduce recurring provider charges, make limited connectivity more workable, extend the useful life of existing hardware, and allow partners to inspect and improve more of the system.
One purpose · Several paths
A free or sponsored cloud allowance for eligible students, with clear monthly limits, appropriate model routes, and no automatic overages.
Programs shaped with rural school districts, community colleges, libraries, and local organizations instead of imposed from a distance.
A longer-term downloadable or locally hosted option for places where dependable broadband and recurring cloud costs are the central barriers.
The access compact
We are exploring a durable structure in which a defined portion of paid EX MULTIS revenue, together with partner support, funds capped learner access and future Pocket LLM work.
A variable-cost AI service cannot responsibly promise a one-for-one donation before the economics are proven. We intend to publish the mechanism, eligibility approach, and measurable results when the program is ready.
See EX MULTIS pricing →Partnership, not parachuting
Software alone will not close an access gap. The program must combine local knowledge, appropriate hardware, educator support, sustainable funding, and technology that can be maintained after a pilot ends.
Rural ISDs, community colleges, libraries, tribal and community organizations can identify the real constraints, steward access, and define responsible educational use.
Open-source developers, universities, model builders, and evaluators can help make local models smaller, safer, more useful, and easier to maintain.
Device makers, refurbishers, broadband organizations, and local technology providers can help match software to the hardware and connectivity communities actually have.
Customers, foundations, employers, and civic partners can help fund learner credits, equipment, training, updates, and measurable pilots.
From philosophy to program
Work with students, educators, districts, libraries, and technical partners to define needs, safeguards, eligibility, and useful measures.
Test sponsored cloud credits with firm limits and institution-led eligibility, then report participation, costs, and lessons without exposing student information.
Test open technologies on realistic community hardware, measure usefulness and limitations, and establish a maintainable update path.
When the economics and partnerships are proven, define the funding mechanism and report what it actually delivers.
Help shape the access compact
We welcome conversations with rural school districts, community colleges, libraries, open-source contributors, researchers, device partners, foundations, employers, and other organizations working to expand responsible access.
