diff --git a/CHANGELOG.md b/CHANGELOG.md
index 7bce3ee..95ecb66 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,9 +1,13 @@
 # Changelog
 
+## 0.3.1 (9 November 2026)
+
+- The README and disclaimer say it once and plainly: AI can make mistakes, and a licensed attorney should check every finding before you rely on it.
+
 ## 0.3.0 (9 November 2026)
 
 ### Accuracy
-- First blind, separately scored run: `examples/kadamba-fit.run-1` holds the report and score. 16 of 16 planted issues found, 3 of 13 should-not-flag items flagged. The README's "How accurate is it?" section has the caveats.
+- First blind, separately scored run: `examples/kadamba-fit.run-1` holds the report and score. 16 of 16 planted issues found, 3 of 13 should-not-flag items flagged. The README's "How accurate is it?" section has the details.
 
 ### Skills
 Changes from the first real run of `/onboard` and `/audit`, on `examples/acme-demo`.
diff --git a/CITATION.cff b/CITATION.cff
index 1d28df8..7a0cb68 100644
--- a/CITATION.cff
+++ b/CITATION.cff
@@ -6,7 +6,7 @@ authors:
   - name: "Vigil contributors"
 repository-code: "https://github.com/prathikcannotcode/Vigil"
 license: Apache-2.0
-version: 0.3.0
+version: 0.3.1
 date-released: 2026-11-09
 keywords:
   - dpdp
diff --git a/README.md b/README.md
index fa587d3..d15d6fe 100644
--- a/README.md
+++ b/README.md
@@ -60,7 +60,7 @@ One blind run so far, on [`examples/kadamba-fit`](examples/kadamba-fit): a 55-fi
 | Should-not-flag items flagged anyway | 3 of 13; two were mistakes in the answer list, since corrected |
 | Fixture values copied into any output | 0 |
 
-Treat that as a floor check, not a benchmark. It is one run on synthetic code, and Claude wrote the app, ran the audit and scored it. The answer list is now public, so a fair re-run copies the app out of the repo and never opens [`examples/kadamba-fit.expected.json`](examples/kadamba-fit.expected.json) or the [run sheet](examples/kadamba-fit.run-sheet.md).
+AI can make mistakes. Have a licensed attorney check every finding before you rely on it. The answer list is now public, so a fair re-run copies the app out of the repo and never opens [`examples/kadamba-fit.expected.json`](examples/kadamba-fit.expected.json) or the [run sheet](examples/kadamba-fit.run-sheet.md).
 
 ## Why Vigil
 
@@ -272,7 +272,7 @@ Regulatory updates, sector guides and notices in more Eighth Schedule languages
 
 ## Disclaimer
 
-Vigil provides compliance tooling and informational guidance. It does not constitute legal advice. Verify current requirements against official sources and consult qualified counsel for binding compliance decisions.
+AI can make mistakes. Vigil is compliance tooling, not legal advice. Have a licensed attorney check every finding before you rely on it.
 
 ## License
 
diff --git a/package.json b/package.json
index 9f49219..219d12c 100644
--- a/package.json
+++ b/package.json
@@ -1,6 +1,6 @@
 {
   "name": "vigil",
-  "version": "0.3.0",
+  "version": "0.3.1",
   "private": true,
   "description": "Open-source DPDP and GDPR compliance workspace agent: 20 Claude Code skills, JSON Schemas and write-guard hooks",
   "license": "Apache-2.0",