from __future__ import annotations import unittest from audit_ledger import AuditLedger class AuditLedgerTests(unittest.TestCase): def test_anomaly_scores_reward_hacking_pattern(self) -> None: ledger = AuditLedger() ledger.record_action("resource_mgr", {"action_type": "allocate"}, timestamp=1) ledger.record_claim("resource_mgr", 0.98, "all jobs complete", timestamp=2, approved=False) ledger.record_claim("resource_mgr", 0.97, "all jobs complete again", timestamp=3, approved=False) ledger.flag("resource_mgr", "claimed completion without job progress") scores = ledger.anomaly_scores() report = ledger.investigate("resource_mgr", window=5) self.assertGreater(scores["resource_mgr"], 0.65) self.assertEqual(report["denied_claims"], 2) self.assertEqual(report["flags"], ["claimed completion without job progress"]) self.assertEqual(report["actions"][0]["agent_id"], "resource_mgr") if __name__ == "__main__": unittest.main()