What we will not build
Off-grid AI is not automatically liberatory
Off-grid AI is not automatically liberatory. In many current deployments it is a new form of dependency wearing the language of independence — because hardware, model weights, funding and data pipelines are still overwhelmingly owned, financed and governed by outside universities, foundations and corporations.
That is from our own survey of the global field. It applies to us as readily as to anyone else, which is why the four questions below are worth asking of any system — including one we installed.
What decides whether a system liberates or extracts
Who owns the hardware?
Title, not custody. A donated server on your desk that a funder can reclaim is not yours.
Who governs the data?
Not who stores it — who decides what is collected, who may see it, and what may never be recorded at all.
Who can repair the system?
If one person can fix it, the system's real dependency is that person, whatever the architecture diagram says.
Does it survive when the outside funding ends?
The grant cycle is the most reliable predictor of failure in this whole field.
31 things our research says not to do
- 01
Knowledge systems
Most community knowledge problems do not need AI at all.
They need file naming conventions, metadata and full-text search. Retrieval-augmented generation is for large, well-sourced collections where people genuinely need to ask questions across many documents — and even then it must cite its sources.
Offline Community Knowledge Bases and Local RAG Systems for Afro-Indigenous Liberation
- 02
Sacred and sensitive material
Some knowledge should never be digitised at all.
Sacred, initiatory, location-sensitive material, and material belonging to minors or survivors. The default is a right not to digitise, not a duty to preserve.
Offline Community Knowledge Bases and Local RAG Systems for Afro-Indigenous Liberation
- 03
Controlled-environment agriculture
Humidity, temperature, CO₂, lighting and irrigation timing are thermostat problems, not machine-learning problems.
The CEA market is saturated with automation dressed up as artificial intelligence, most of which adds cost and fragility without adding yield, food safety or resilience.
Off-Grid AI for Microgreens, Mushrooms, Aquaponics, Hydroponics, and Controlled-Environment Agriculture
- 04
Aquaponics
Demonstration scale only, with redundant battery-backed aeration.
Fish die from oxygen loss within two to six hours of a power failure. It carries the highest failure risk of any system examined.
Off-Grid AI for Microgreens, Mushrooms, Aquaponics, Hydroponics, and Controlled-Environment Agriculture
- 05
Health and wellness
Never diagnose, triage, prescribe, adjust medication, interpret laboratory results, or assess suicide risk.
Local AI can raise health literacy, translate public-health material and help someone prepare for an appointment. The boundary between health education and medical advice is codified as non-negotiable, in communities already carrying documented harm from medical experimentation and algorithmic bias.
Off-Grid AI for Black and Afro-Indigenous Health, Healing, Wellness Literacy, and Community Care
- 06
Spiritual and cosmological material
AI is barred from claiming spiritual authority, lineage or supernatural knowledge.
Traditions are named specifically rather than flattened into one generic Afro-Indigenous spirituality, every claim is labelled by evidence type, and belief is never presented as settled physics.
Afro-Indigenous Spirituality, Cosmology, Sacred Design, Energy Language, and Scientific Integrity in Off-Grid AI
- 07
Equipment control
A local assistant advises. It does not actuate.
Grounded in the organisation's own procedures, citing sources, flagging uncertainty — and never wired directly to equipment.
Off-Grid AI for Microgreens, Mushrooms, Aquaponics, Hydroponics, and Controlled-Environment Agriculture
- 08
Communications
Resilience comes from layering, not from one perfect technology.
Start with the cheapest, most repairable, most locally controlled layer — local Wi-Fi, LoRa, GMRS radios, paper backups — and add higher-dependency layers like satellite only where the mission genuinely requires them.
Community Mesh Networks, LoRa, Radio, and Resilient Off-Grid Communication: A Root Life Systems Design Manual
- 09
Security
Reject both 'we are offline so we are safe' and camera-heavy fortress security.
The leading causes of breaches at small organisations are weak passwords, missing multi-factor authentication, unpatched software and untested backups — not nation-state attackers. Militarised security also reproduces policing dynamics inside liberation spaces.
Cybersecurity, Physical Security, and Threat Modeling for Community-Controlled Off-Grid AI
- 10
Storage
RAID is not a backup.
It protects against a drive failing. It does not protect against ransomware, fire, deletion or theft. Every site needs an independent 3-2-1 strategy.
Off-Grid AI Hardware: Computers, Servers, Accelerators, Storage, and Repairability
- 11
Capital
Philanthropy is for pilots and equipment, never for operating foundation.
Grants are restricted, episodic, reimbursement-based and vulnerable to shifting donor priorities. Venture equity, predatory equipment leases and data-monetisation deals are rejected outright because they transfer control or extract data.
Cooperative Economics, Capital Formation, and Shared Ownership for Off-Grid AI
- 12
International work
Permanently installed hardware becomes locally owned under a documented transfer plan.
Heirloom Praxis is a coordinating and training partner, not an owner. No single kit exports across the diaspora — New Haven's winter grid, Zanzibar's salt air and Cuba's sanctioned, blackout-prone network demand different engineering, law and governance.
Comparative Diaspora Off-Grid AI Strategy: New Haven, Zanzibar, Cuba, Africa, and the Caribbean
- 13
Drinking water
Nothing local certifies water as safe to drink.
Sensing, AI interpretation, filtration and community judgement can all inform how water is managed. Potability is a determination requiring certified laboratory testing and, in most jurisdictions, professional or regulatory sign-off. The manual is explicit that this is not a limit on sovereignty but what makes sovereignty durable rather than dangerous.
Water Sovereignty, Off-Grid Water Systems, Irrigation Intelligence, Quality Monitoring, and Community Governance
- 14
Environmental measurement
A community sensor can justify an investigation. It cannot close one.
Low-cost monitors detect patterns, trends and anomalies, which is genuinely valuable where regulatory monitors are absent. They do not support enforcement, medical diagnosis, litigation or publication without calibration, quality assurance and independent verification — uncorrected PM2.5 units have been shown to overstate by roughly 40 to 60 percent.
Community-Owned Environmental Sensing, Pollution Monitoring, Ecological Intelligence, and Data Justice
- 15
Weather and forecasting
No community network replaces the national forecast.
Official meteorological agencies remain the authority for forecasts and warnings. What a local system adds is different in kind: it preserves official information for use offline, records hyper-local observations too fine for a professional grid to capture, and keeps that information reaching people when power or connectivity fails.
Local Weather Intelligence, Climate Adaptation, Farm Forecasting, and Offline AI for Black Land Resilience
- 16
Aerial imaging
A vegetation index is not a diagnosis, and policy comes before purchase.
Indices indicate general canopy stress and cannot identify disease, nutrient deficiency or pest pressure without ground truth. Drones are also routinely oversold against cheaper, lower-risk alternatives — walking the land, a handheld camera, a fixed sensor, free public satellite imagery — and they carry a surveillance risk that has to be governed before anything is flown.
Drones, Ethical Remote Sensing, Aerial Mapping, and Community-Controlled Field Intelligence
- 17
Automation and labour
Automate burdens, not people. A timer is not artificial intelligence.
Rule-based timers, thermostats and controllers contain no learning or perception and should not be sold as AI. The mechanical cotton picker removed brutal work and displaced Black sharecroppers with no transition plan or ownership stake; whether automation frees or dispossesses depends on who owns, controls and can repair the machine.
Low-Power Robotics, Appropriate Automation, and Human-Controlled Machines for Off-Grid Farms and Community Infrastructure
- 18
Backup power
Most systems sold as microgrids are critical-load backup.
A microgrid needs a controller capable of intentional islanding, protection coordination and black start. Calling a solar-plus-battery installation something it is not is a promise that gets tested during an outage. Cuba’s 1,300-plus megawatts of installed solar do not prevent blackouts, because generation without storage and firm dispatchable backup is not resilience.
Black-Owned Microgrids, Community Energy Cooperatives, and Energy Sovereignty for Off-Grid AI
- 19
Local networks
The internet and a useful network are not the same thing.
A local intranet with no outside connection still runs farm records, offline libraries, local AI, curricula and archives indefinitely. Internet access is one layer on top of that, not its precondition — and becoming an internet service provider carries continuous operational, legal and emergency-calling obligations that make it a distant conditional option rather than a goal.
Community-Owned Internet, Local Intranets, Digital Commons, and Sovereign Community Network Infrastructure
- 20
Offline libraries
Running without the internet does not by itself make a library sovereign.
A collection can be fully offline and still culturally extractive, medically unsafe, ideologically captured, or unusable by disabled and non-English-speaking learners. Sovereignty is a governance layer above the technical stack: curriculum selection, server ownership, update authority, accuracy review and cultural-restriction protocol.
Offline Educational Libraries, Community Knowledge Commons, Local AI Tutors, and Sovereign Learning Infrastructure for Afro-Indigenous Communities
- 21
Language and speech
Benchmark accuracy is not cultural competence, and a synthetic accent is not community speech.
Leading commercial speech recognition misrecognises African American English at roughly 35 percent against 19 percent for white speakers, close to double. Machine translation does not replace human interpreters where the stakes are legal, medical or spiritual, and no endangered or sacred language belongs in a public training set by default.
African, Afro-Diasporic, Indigenous, Creole, and Community Language Technology for Offline AI Sovereignty
- 22
Elder support
Fund human contact before sensors, and never reverse that order.
Support builds in a fixed sequence: relationships and agency, then practical supports, then continuity infrastructure, then optional tools, then licensed services. A programme fails when it buys devices before funding contact, adds dashboards before verifying rides, or collects data before establishing authority. No local system assesses capacity, infers abuse, scores loneliness or simulates a deceased relative.
Elders, Care Networks, Intergenerational Knowledge, Aging in Community, and Off-Grid AI
- 23
Accessibility
Accessible before purchase, not repaired afterwards.
Disabled people belong in the first design decision rather than a later fix, and the law is a floor rather than a ceiling. Equipment is tested with the people who will use it — with tremor, low vision, a walker, limited literacy, no smartphone — before it is bought, because procurement is where accessibility is usually lost.
Disability Access, Universal Design, and Accessible Off-Grid AI for Community Sovereignty
- 24
Disaster response
Every digital function has a manual fallback, and no AI output reaches the public unreviewed.
Technology organises information, translates messages and extends a small volunteer base. It does not substitute for rescue workers, medical professionals, shelter managers, or neighbours who already know each other. The documented inequities in disaster response are institutional, and no amount of local software addresses them on its own.
Off-Grid AI for Disaster Preparedness, Climate Emergencies, Mutual Aid, and Community Continuity
- 25
Food distribution
Calibrated instruments, paper fallback and trained people carry food safety. Software does not.
Cold chain is physics: leafy greens want 32 to 36°F, tomatoes and peppers 50 to 55°F, and one uncontrolled cooler holding both causes chilling injury. Offline authorisation of a SNAP transaction is also not legally possible, because it is a real-time federal benefit system — which is exactly why a manual voucher fallback exists for outage days.
Off-Grid AI for Food Distribution, Farmers Markets, CSA, Food Pantries, Cold Chains, and Community Logistics
- 26
Mapping and land data
Geospatial capability without geospatial sovereignty recreates the extraction it was meant to escape.
Maps have never been neutral: the HOLC security maps that colour-coded Black neighbourhoods as hazardous went to more than 3,640 lenders. A community that maps its farm, watershed, sacred sites and acquisition targets without governing who sees that data hands speculators and surveillance a finished product.
Offline GIS, Land Mapping, Farm Planning, Watershed Intelligence, and Afro-Indigenous Geospatial Sovereignty
- 27
Value-added products
A traditional ingredient becomes an unapproved drug the moment it is marketed as a cure.
Words like cures, treats or heals move a product into drug regulation regardless of how long the preparation has been in use. Every product category carries its own regulator and licence — cottage food, acidified food, dietary supplement, cosmetic — and no single farm business licence covers them.
Root Life Value-Added Manufacturing Roadmap: Commercial Kitchens, Freeze Drying, Herbal Products and Off-Grid Food Systems
- 28
Home education
Rigour is the point, because the alternative closes the doors it claims to open.
Culturally grounded, land-connected education has to be academically rigorous or it narrows a young person’s future while using the language of liberation. Connecticut’s Public Act 26-37 adds an intent-to-educate form and a registry check on withdrawal, which leaves a narrow window to build governance and documentation before the requirements arrive.
Afro-Indigenous Homeschooling, Freedom Schools, Mobile Education, Land-Based Learning, and Off-Grid AI
- 29
Seed keeping
A frozen seed with no farmer attached to it is a specimen, not a resource.
Sovereignty needs living cultivation, local adaptation and compensated knowledge-holders — cold storage preserves genetics and loses the relationship that made them useful. The record robustly documents African origins for staples such as okra, cowpea, sorghum and benne, while some technique-transfer and seed-carrying narratives remain oral tradition or plausible interpretation rather than settled fact, and a crop-memory assistant is built with explicit guardrails against inventing ancestry. Informal seed smuggling is discouraged rather than romanticised: phytosanitary rules exist and crossing them puts the whole collection at risk.
Afro-Indigenous Seed Sovereignty, Genetic Preservation, Community Seed Banks, and Offline AI for Crop Memory
- 30
Intimate and reproductive data
An educator and a navigator, never a diagnostician. A librarian, never a data warehouse.
A local system may explain approved material, define a term, help somebody write questions for a clinician and find a verified service. It must structurally refuse to predict pregnancy, diagnose infertility, state ovulation with certainty, or infer anybody’s sexual orientation, gender identity or pregnancy status for any purpose at all. HIPAA does not cover most community organisations or consumer health apps, so the protection is the design rather than the law — a 2025 settlement over a period-tracking app sharing menstrual data for advertising is what the alternative looks like.
Reproductive Justice, Body Sovereignty, Sexual Health Literacy, Intimate Data, and Off-Grid AI
- 31
Community safety
Safety and surveillance are not the same thing, and the evidence favours the first.
Violence interruption, restorative and transformative justice, environmental design and trained community stewardship outperform camera-and-algorithm approaches on the documented record. Facial recognition is not a neutral instrument here: the 2019 NIST vendor test found false positives ten to a hundred times higher for Black and Asian faces, highest of all for West African women and American Indians, with at least nine documented wrongful arrests by 2026 — almost every one of a Black person. Risk scoring inherits the same pattern: Chicago’s Strategic Subject List produced scores that independently predicted an arrested person’s race.
Community Safety Without Police Surveillance: A Non-Carceral Framework for Root Life, 333 Valley, Native Praxis, and Partner Institutions
“We can build it” is not “we may build it”
These are seven separate tests, and a project can fail on any one of them while succeeding on the others. A battery installation can be technically sound and culturally appropriate yet legally noncompliant because it lacks a permit.
- 01Legal permission
- 02Technical capability
- 03Ethical legitimacy
- 04Cultural authority
- 05Professional competence
- 06Insurance coverage
- 07Contractual responsibility
Smallest first, governance first
The governing rule
Build the smallest system that creates real value, document it, maintain it, evaluate it, and expand only when people, money, governance, repair capacity, and operating discipline exist to support the next level.
Governance precedes technology
Governance must precede technology. Data is inseparable from land, ancestry and relationship, and the simplest reliable structure suited to local capacity should always be preferred over complex systems that create new dependencies.
Why this page exists
A list of things we decline to sell is only meaningful if it is specific enough to be checked. Every item names a domain, states the rule, gives the reason and cites the document it came from. If we propose something to you that contradicts a line on this page, the page is the thing to hold up.