The Eight Lenses › Lens 1: Indigenous Knowledge
Lens 1: Indigenous Knowledge
What this lens looks for
Indigenous knowledge systems are characteristically embodied (held in practice, land, and ceremony rather than only in documents), relational (knowledge as a web of obligations between people, places, species, and generations rather than a stock of detachable facts), and governed (communities hold authority over what is shared, with whom, and how). A communication audited through this lens is examined for whether such knowledge is present, and — critically — for how it is present: as a governing voice, as a cited source, as decorative colour, or not at all.
Why it is an architectural constraint
Extractive knowledge systems have a long record of treating Indigenous knowledge in exactly two modes: omission (it does not exist) and appropriation (it exists as raw material, detached from its holders and their authority). LLM training pipelines inherit both modes at scale — documents about Indigenous communities written by outsiders vastly outnumber documents governed by them, and the relational, land-based, oral dimensions of the knowledge are precisely the parts that do not survive conversion to scraped text. A lens that asked merely "are Indigenous people mentioned?" would miss all of this. This lens asks instead about the knowledge's form and governance, in line with the CARE Principles (Collective benefit, Authority to control, Responsibility, Ethics) in the framework's direct lineage.
Characteristic gaps this lens detects
- Terra-nullius framing — land, water, ecological, or medical topics discussed as if no prior knowledge tradition existed (e.g. "scientists discover" what holders have practised for centuries).
- Source displacement — Indigenous knowledge present but cited via non-Indigenous intermediaries; the community appears as a topic, never as an author.
- De-relationalisation — practices extracted as "tips" or "data points", stripped of the obligations and contexts that constitute them.
- Governance silence — data or stories about communities used with no indication of consent or community authority, an omission this lens treats as a finding even when the use is legal.
- Homogenisation — "Indigenous perspectives" invoked as a single voice, flattening hundreds of distinct nations and knowledge systems into one rhetorical token.
When the lens binds
It binds strongly on communications about land, water, climate, ecology, food, medicine, heritage, data about peoples, and any geography with Indigenous presence — which is most geographies. It binds weakly but non-trivially on apparently distant topics (a corporate AI ethics statement that lists "fairness" but never data sovereignty is showing a detectable gap). Where it genuinely does not bind, the audit records that judgement explicitly rather than skipping the lens.
Scoring guidance
| Score | Indicates |
|---|---|
| 0–24 | Topic implicates Indigenous knowledge; none is present, or it appears only as appropriated colour. |
| 25–49 | Acknowledged — a mention, a citation — but with no effect on the communication's framing or conclusions. |
| 50–79 | Substantively present: Indigenous sources cited as authorities; relational/embodied form respected; framing visibly shaped by it. |
| 80–100 | The knowledge appears under its holders' governance — community-authored, consent indicated, authority intact. |
Auditor's caution
This lens carries the sharpest version of the framework's general caution: a non-Indigenous auditor running this lens is detecting absence, not supplying the missing knowledge. The lens output says "a voice is missing here and should be sought" — it never says "and here is what that voice would say", which would violate the first refusal. Non-English and community-specific audits require community co-auditors, compensated, with authority over their contributions.