diff --git a/docs/markdown/taonga-centred-steering-governance-polycentric-ai.md b/docs/markdown/taonga-centred-steering-governance-polycentric-ai.md
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--- a/docs/markdown/taonga-centred-steering-governance-polycentric-ai.md
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@@ -249,7 +249,7 @@ These rights structurally prevent the platform from becoming the default locus o
 
 ### 5.1 Scenario
 
-A marae in Aotearoa operates a Home AI deployment for its whanau community. The system helps members write stories, summarise korero, and triage content for moderation. It runs a Llama 3.2 3B model, QLoRA-fine-tuned with community-contributed data, on local hardware.
+A marae in Aotearoa operates a Home AI deployment for its whanau community. The system helps members write stories, summarise korero, and triage content for moderation. It runs a Llama 3.2 3B model, Quantised Low-Rank Adaptation (QLoRA) fine-tuned with community-contributed data, on local hardware.
 
 ### 5.2 Steering Configuration