diff --git a/.github/DEAD-FILE-AUDIT.md b/.github/DEAD-FILE-AUDIT.md
index 681ff20..a3a4a16 100644
--- a/.github/DEAD-FILE-AUDIT.md
+++ b/.github/DEAD-FILE-AUDIT.md
@@ -28,9 +28,12 @@ either a standard project file or directly `<link>`/`<meta>`-referenced from `in
 
 ## `assets/`
 
-- `explainers-data.js`, `explainers-data.json`, `explainers-ui.js`, `explainers.css`,
+- `explainers-data.js`, `explainers-data.json`, `explainers.css`,
   `profiler-compare.js`, `profiler-engine.js`, `profiler-ui.js`, `profiler.css` - all
   `<script>`/`<link>`-referenced from `index.html`, `profiler.html`, and/or the explainer pages.
+- `explainers-ui.js` - referenced only by `index.html` (powers the explainer-card grid and
+  its client-side detail view). None of the 60 generated explainer pages load it, so its
+  `renderDetailPage`/`renderMarkdown` path is not exercised by any real explainer page.
 - `assets/fonts/*.ttf` (+ their `OFL-*.txt` licenses) - all four font files are loaded by
   `scripts/generate_og_images.py`, not by any page's CSS - they're inputs to the OG-image
   generation pipeline, not a web font stack.
diff --git a/ROADMAP.md b/ROADMAP.md
index e792520..1359c12 100644
--- a/ROADMAP.md
+++ b/ROADMAP.md
@@ -27,7 +27,7 @@ Fair Code is an open-source responsible AI platform explaining algorithmic bias,
 
 | Stars | Contributors | Forks | Watching | Social Reach | Countries | Audits | Explainers | CI |
 |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|
-| 46 | 28 | 32 | 8 | 30K+ | 20 | 7 | 53 | ✅ every push/PR |
+| 46 | 29 | 33 | 8 | 30K+ | 20 | 7 | 60 | ✅ every push/PR |
 
 > The earlier paper freeze has lifted - the real paper, with fresh results, is now planned for next
 > year. `paper/results-frozen/` (tag `v1.0-paper`, commit `bbef2ba`) is kept as a reference snapshot.
diff --git a/llms.txt b/llms.txt
index d7537f9..65af026 100644
--- a/llms.txt
+++ b/llms.txt
@@ -77,3 +77,10 @@ Full text of every explainer in one file (for AI answer engines): https://www.th
 - [ML Bias](https://www.thefaircode.xyz/explainers/ml-bias.html)
 - [AI Objectivity Myth](https://www.thefaircode.xyz/explainers/ai-objectivity-myth.html)
 - [AI Hallucinations](https://www.thefaircode.xyz/explainers/ai-hallucinations.html)
+- [Fairness-Accuracy Trade-off](https://www.thefaircode.xyz/explainers/fairness-accuracy-tradeoff.html)
+- [Treatment Equality](https://www.thefaircode.xyz/explainers/treatment-equality.html)
+- [Multiple-Comparisons Correction](https://www.thefaircode.xyz/explainers/multiple-comparisons.html)
+- [Simpson's Paradox](https://www.thefaircode.xyz/explainers/simpsons-paradox.html)
+- [Conditional Demographic Parity](https://www.thefaircode.xyz/explainers/conditional-demographic-parity.html)
+- [Subgroup Fairness](https://www.thefaircode.xyz/explainers/subgroup-fairness.html)
+- [Differential Privacy](https://www.thefaircode.xyz/explainers/differential-privacy.html)