diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 9efd1182..12a5e0ce 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -2,18 +2,23 @@
 # See https://pre-commit.com for more information
 
 repos:
-  # ── Integration Tests (MANDATORY - MUST PASS before commit) ──────
+  # ── Qlib Unit Tests (MANDATORY) ──────────────────────────────────
   - repo: local
     hooks:
-      - id: integration-tests
-        name: Run Integration Tests (60 tests)
+      - id: qlib-unit-tests
+        name: Qlib Unit Tests (~190 tests)
         entry: pytest
         language: system
         args:
-          - test/integration/test_all_features.py
+          - test/qlib/
+          - test/backtesting/
           - -v
           - --tb=short
-          - --no-cov  # Skip coverage for speed (run separately if needed)
+          - --no-cov
+          - --ignore=test/backtesting/test_ftmo_oos.py
+          - --ignore=test/backtesting/test_kronos_adapter.py
+          - --ignore=test/backtesting/test_results_db.py
+          - --ignore=test/qlib/test_fin_quant_integration.py
         pass_filenames: false
         always_run: true