Glossary
A living dictionary for the playbook.
Compact definitions for the concepts that recur across Data is Soil. Entries are alphabetised, cross-referenced, and designed to grow as new lessons and field notes arrive.

A
ATProto
protocol · Protocol
- 1The AT Protocol, used here so certificates can live as signed, portable records rather than inside one platform database.
- 2A portability layer: the platform can change without erasing the community's record.
Attribution and agency
principle · Sovereignty
- 1The principle that data should not lose its caretakers, source context, consent terms, or correction pathways as it moves through digital systems.
AudioMoth
tool · Protocol
- 1A low-cost open-source acoustic recorder used to capture forest soundscapes during field deployments.
- 2In this playbook, the sovereignty question is the protocol around the device: where it is placed, who reviews requests, who is paid, and how recordings can be withdrawn.
B
Benefit
boundary field · Boundaries
- 1The concrete return the source community recognises as valuable: money, infrastructure, access, training, governance power, repair, or another named outcome.
Bumicert
record · Protocol
- 1GainForest's ecological impact certificate: a structured record of who made an impact, what claim is being made, and what evidence supports it.
- 2A Bumicert should carry its boundary context with the claim, so attribution and agency travel with the evidence.
C
Claim
record field · Protocol
- 1The what of a Bumicert: what was done, where, when, and under what conditions.
- 2A claim becomes stronger when its evidence and consent boundaries travel with it.
Co-design
method · Sovereignty
- 1Design authority shared with the people represented by a system before decisions harden.
- 2A sovereignty mechanism: community authority is present while questions, sources, labels, tests, refusal paths, and retirement conditions are still being shaped.
Code of conduct for AI agents
governance document · Agents
- 1A legible, accountable set of rules for an AI agent, written so a community can inspect and amend it.
- 2It should state what the agent does by default and what it does when a user asks it to break a rule.
Community-defined boundaries
boundary statement · Boundaries
- 1A plain statement of what may be used, for what purpose, under whose review, with what benefit, and with what right to revise, reject, or withdraw.
- 2The practical inversion of scrape first, ask later.
Usage: Most useful before collection or modelling begins.
Conservation Data Income
mechanism · Protocol
- 1A GainForest model in which a community data council sets the price and rules for ecological data, such as a per-minute price for bioacoustic recordings.
Constitution
agent rule-set · Agents
- 1The governing prompt or rule-set that defines what an assistant may and may not do.
- 2In the Taina lesson, sovereignty comes from who writes, approves, audits, and revises the constitution.
Correction pathway
process · Agents
- 1A named way to challenge, amend, or repair an output, label, dataset, or rule.
- 2Correction keeps the system in relationship instead of freezing the first version of a community in place.
Cultivation
practice · Frame
- 1The ongoing work of collecting, naming, reviewing, correcting, resting, and sometimes refusing data.
- 2Cultivation keeps the people and places represented by the data inside the governance loop.
Cultural sovereignty
principle · Sovereignty
- 1A community's authority over its own language, knowledge, cultural memory, and public representation.
- 2It asks who gets to decide what a story, place, or word means in digital form.
D
Data council
governance body · Protocol
- 1The people entrusted to set policy, pricing, ownership rules, review pathways, and refusal conditions for community data.
- 2In the Data Council lesson, governance becomes a standing body with a mandate, representatives, and a review rhythm.
Data is oil
metaphor · Frame
- 1A frame that treats data as something to extract, refine elsewhere, aggregate at scale, and sell downstream.
- 2The pattern this playbook teaches readers to notice and interrupt.
see alsoData is soilData is soil
metaphor · Frame
- 1A cultivation frame for data: data has context, seasons, meaning, caretakers, and limits.
- 2The phrase asks who tends the data, who can correct it, what should be planted, and when a dataset should rest or be withdrawn.
E
I
Indigenous Data Sovereignty
principle · Sovereignty
- 1The right of Indigenous peoples and communities to govern data about them, their lands, languages, knowledge, and relations.
- 2In this playbook, it includes participation, inspection, correction, withdrawal, and refusal.
L
Local-first technology
infrastructure stance · Protocol
- 1A design approach where important data and core functions remain usable close to the people and places they come from, even before syncing to outside services.
- 2For AI, this can mean small models, local indexes, offline-first workflows, or self-hosted tools when sensitive data should not leave community control.
O
Orthomosaic
map output · Protocol
- 1A single, geometrically corrected aerial image stitched from many overlapping drone photos so distances and areas can be measured directly on it.
- 2In the Drone mapping lesson, the orthomosaic is the community's own base map, kept locally and compared against future flights.
P
PDS
server · Protocol
- 1Personal Data Server: the server that holds a community or person's ATProto records.
- 2The important point is portability: records can move with the community instead of staying trapped in an app database.
Purpose limitation
boundary field · Boundaries
- 1The rule that a dataset may be allowed for one use and refused for another.
- 2Naming purpose clearly keeps consent from becoming a blank cheque for future model training or resale.
R
Refusal
right · Sovereignty
- 1The right to decline a use, a question, a recording, a scraping request, or digitisation itself.
- 2A sovereign workflow does not translate refusal into negotiation by default.
Usage: No is a complete answer.
Reviewer
boundary role · Boundaries
- 1The named human, council, or backup process that checks new requests to use a corpus.
- 2Without a reviewer, boundaries are usually just prose that no one can enforce.
Right to remain unmodeled
right · Sovereignty
- 1The principle that some knowledge should not enter an AI system.
- 2Sovereignty includes the right to withhold, refuse, and stay outside the model; participation and representation are not the only good outcomes.
see alsoRefusal
S
Six pillars
agent headings · Agents
- 1The common headings for a community agent code: language use, cultural protocols, sensitive knowledge, data access, correction pathways, and withdrawal.
- 2Each pillar holds concrete rules that a community can inspect and change.
Sovereignty as process
principle · Sovereignty
- 1The idea that a system is not sovereign simply because it is national, local, or hosted nearby.
- 2The test is whether the people represented can inspect, correct, reject, move away from, or retire it.
Stablecoin
payment rail · Protocol
- 1A crypto token designed to track a reference currency, such as USDC tracking the US dollar.
- 2In conservation payments, a stablecoin is useful only if fees, cash-out access, internet, identity checks, and trust still leave more usable value with the recipient.
Stewardship
practice · Frame
- 1Responsibility for keeping data useful, truthful, bounded, and answerable to the source community.
- 2A steward may maintain a dataset, but does not get to treat it as free raw material.
T
Taina
assistant · Agents
- 1GainForest's co-designed regenerative intelligence assistant, governed by an Indigenous Data Council through a community-written constitution.
- 2The lesson treats Taina as a working example of sovereign AI in practice.
Transcultural sovereignty
principle · Sovereignty
- 1The ability for communities to decide how their knowledge travels between languages, institutions, and cultures.
- 2AI may assist translation, but should not force it or strip away agency.
W
Withdrawal pathway
process · Boundaries
- 1The practical route to revise, reject, pull back, or retire a dataset or system.
- 2A useful pathway names who can trigger it and what engineers or facilitators must do next.
Extending the dictionary
This is a living glossary: each new concept can be added once, then alphabetised and cross-referenced into the existing vocabulary.