diff --git a/.ruff.toml b/.ruff.toml
index eecfca4..17fe1a4 100644
--- a/.ruff.toml
+++ b/.ruff.toml
@@ -18,8 +18,8 @@ exclude = [
 line-length = 100
 indent-width = 4
 
-# Assume Python 3.12
-target-version = "py312"
+# Assume Python 3.14
+target-version = "py314"
 
 [lint]
 # Enable:
diff --git a/AGENTS.md b/AGENTS.md
index 819b489..52124e6 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -71,10 +71,10 @@ tox -e migrations
 tox -e pre-commit
 
 # Run the main test suite (search, proxito, and embed_api tests are excluded by default)
-tox -e py312 -- --nomigrations
+tox -e py314 -- --nomigrations
 
 # Run tests matching a keyword (faster) — use -k because --pyargs readthedocs is hardcoded
-tox -e py312 -- -k "<keyword>" --reuse-db --nomigrations
+tox -e py314 -- -k "<keyword>" --reuse-db --nomigrations
 
 # Run only search tests (requires Elasticsearch sidecar in CI, skip locally unless available)
 tox -e search
diff --git a/pre-commit-config.yaml b/pre-commit-config.yaml
index 81d421d..3ad2e0f 100644
--- a/pre-commit-config.yaml
+++ b/pre-commit-config.yaml
@@ -59,7 +59,7 @@ repos:
 
 - repo: https://github.com/astral-sh/ruff-pre-commit
   # Ruff version.
-  rev: v0.11.5
+  rev: v0.15.20
   hooks:
     # Run the linter.
     - id: ruff