diff --git a/CITATION.cff b/CITATION.cff
index 8b81d37..295f3a1 100644
--- a/CITATION.cff
+++ b/CITATION.cff
@@ -6,7 +6,7 @@ authors:
   - family-names: "Fossouo"
     given-names: "Martial"
 repository-code: "https://github.com/rustnew/precog-trainability"
-url: "https://github.com/NEURAX-canvas/PRECOG"
+url: "https://github.com/rustnew/precog-trainability"
 version: 0.1.0
 date-released: "2026-09-02"
 license: MIT
diff --git a/README.md b/README.md
index 3f3819b..aefa7d7 100644
--- a/README.md
+++ b/README.md
@@ -9,11 +9,13 @@ A research prototype testing whether "zero-cost" signals computed on an
 hyperparameters will actually train well. Full spec in [docs.md](docs.md).
 **[Project page →](https://rustnew.github.io/precog-trainability/)**
 
-This is a curated subset of a larger project. It exists to show three
-things honestly, in order: **a real positive finding, a headline number
-that turned out to be wrong and how we caught it, and a mechanistic bug we
-found but could not fix.** If you work in NAS / zero-cost proxies /
-meta-learning, the last two sections are where we'd like your help.
+Maintained by a small applied-research team, hosted here under a
+personal account for now. This is a curated subset of a larger project.
+It exists to show three things honestly, in order: **a real positive
+finding, a headline number that turned out to be wrong and how we caught
+it, and a mechanistic bug we found but could not fix.** If you work in
+NAS / zero-cost proxies / meta-learning, the last two sections are where
+we'd like your help.
 
 ## TL;DR
 
@@ -183,10 +185,9 @@ rerunning any training.
 ## What this is not
 
 Not a finished system. No gate in the full spec's success criteria is met
-yet (see [docs.md §17, §26](docs.md)). This is a snapshot of an ongoing,
-openly-documented research effort — the full project (40+ dated reports,
-every negative result kept) lives at
-[github.com/NEURAX-canvas/PRECOG](https://github.com/NEURAX-canvas/PRECOG).
+yet (see [docs.md §17, §26](docs.md)). This is a curated public snapshot
+of an ongoing, openly-documented internal research effort (40+ dated
+reports, every negative result kept).
 
 ## Repository layout