diff --git a/public/home-ai.html b/public/home-ai.html
index fb59541e..fd772e0b 100644
--- a/public/home-ai.html
+++ b/public/home-ai.html
@@ -297,7 +297,7 @@
 
       <div class="bg-white rounded-lg shadow-sm p-5 border border-gray-200 mt-4">
         <p class="text-gray-700 text-sm">
-          <strong>Related research:</strong> The <a href="/docs-viewer.html?slug=taonga-centred-steering-governance-polycentric-authority-for-sovereign-small-language-models" class="text-blue-600 hover:underline">Taonga-Centred Steering Governance</a> paper (Feb 2026) extends this dual-layer architecture with polycentric authority &mdash; replacing platform hierarchy with co-equal steering authorities drawn from te ao M&#257;ori concepts of rangatiratanga and kaitiakitanga.
+          <strong>Related research:</strong> The <a href="/docs.html?doc=taonga-centred-steering-governance-polycentric-authority-for-sovereign-small-language-models" class="text-blue-600 hover:underline">Taonga-Centred Steering Governance</a> paper (Feb 2026) extends this dual-layer architecture with polycentric authority &mdash; replacing platform hierarchy with co-equal steering authorities drawn from te ao M&#257;ori concepts of rangatiratanga and kaitiakitanga.
         </p>
       </div>
     </section>
@@ -577,7 +577,7 @@
 
       <div class="bg-white rounded-lg shadow-sm p-5 border border-gray-200 mt-4">
         <p class="text-gray-700 text-sm">
-          <strong>Related research:</strong> The <a href="/docs-viewer.html?slug=steering-vectors-mechanical-bias-sovereign-ai" class="text-blue-600 hover:underline">Steering Vectors and Mechanical Bias</a> paper (Feb 2026) investigates whether LLM biases operate at a sub-reasoning level and how sovereign SLL deployments can apply inference-time debiasing via steering vectors &mdash; a technique that modifies model activations without retraining.
+          <strong>Related research:</strong> The <a href="/docs.html?doc=steering-vectors-and-mechanical-bias-inference-time-debiasing-for-sovereign-small-language-models" class="text-blue-600 hover:underline">Steering Vectors and Mechanical Bias</a> paper (Feb 2026) investigates whether LLM biases operate at a sub-reasoning level and how sovereign SLL deployments can apply inference-time debiasing via steering vectors &mdash; a technique that modifies model activations without retraining.
         </p>
       </div>
     </section>
diff --git a/public/js/components/research-papers-modal.js b/public/js/components/research-papers-modal.js
index bf59d3e2..e3f12ce7 100644
--- a/public/js/components/research-papers-modal.js
+++ b/public/js/components/research-papers-modal.js
@@ -27,7 +27,7 @@ class ResearchPapersModal {
             description: 'Investigates whether LLM biases operate at a sub-reasoning level and how sovereign SLM deployments enable inference-time debiasing.',
             date: 'February 2026',
             status: 'v1.1',
-            href: '/docs.html?doc=steering-vectors-mechanical-bias-sovereign-ai'
+            href: '/docs.html?doc=steering-vectors-and-mechanical-bias-inference-time-debiasing-for-sovereign-small-language-models'
           }
         ]
       },