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      "message": "feat(ai): add CASTS for GeaFlow reasoning ability (#737)\n\n* feat: add CASTS for LLM-Graph based reasoning\n\n* feat: enhance simulation evaluation with metadata and improve configuration settings\n\n* feat: enhance LLM Oracle and Simulation Engine with Debug Logging and Improved Decision Validation\n\n* feat(reasoning): implement canonical storage with abstract matching for structural signatures\n\n* chore: update type hints to use List and improve code formatting across multiple files\n\n* feat: enhance LLM Oracle with starting node type recommendations\n\n* feat: implement simplePath() cycle prevention with LLM-driven path quality control\n\nAdd native Gremlin simplePath() support to prevent pathological cycles in graph traversals. The implementation uses LLM-guided decision-making and AIMD confidence penalties rather than hard-coded restrictions, staying true to the system\u0027s learning philosophy.\n\nKey changes:\n- Add simplePath() step to Gremlin state machine for V, E, and P states\n- Implement per-request path history tracking in TraversalExecutor\n- Add cycle detection with configurable threshold and penalty modes\n- Enhance LLM Oracle prompts to recommend simplePath() for exploration goals\n- Add recent decision history context to improve LLM decision quality\n- Update configuration with CYCLE_PENALTY and CYCLE_DETECTION_THRESHOLD settings\n- Document design rationale and rejected alternatives in architecture.md\n- Add test case for simple path traversal validation\n\n* feat(metrics): add rollback_steps method to MetricsCollector\n\n* refactor: refactor metrics handling and evaluation logic in CASTS simulations\n\n- Updated MetricsCollector to use Optional types for match_type, parent_node, parent_step_index, edge_label, sku_id, and decision parameters.\n- Enhanced EVALUATOR documentation to clarify evaluation phases and scoring mechanisms, including coverage rewards and penalties for cache misses.\n- Modified test cases in test_execution_lifecycle.py to align with new metrics structure and added tests for simple path execution.\n- Improved test coverage in test_gremlin_step_state_machine.py and test_lifecycle_integration.py to validate state transitions and integration with Gremlin state machine.\n- Refined threshold calculation tests to ensure monotonicity and boundary conditions.\n- Added dynamic execution environment constraints in documentation to clarify step legality in relation to current state and schema.\n\n* refactor: refactor code structure for improved readability and maintainability\n\n* refactor: move CASTS into geaflow-ai operator\n\n* reafactor: refactor type hints across multiple modules to use built-in generic types\n\n* refactor: update type hints for GremlinState and PathEvaluator for improved clarity\n\n* refactor: update imports to use StrategyCache from strategy_cache module\n\n* refactor: update module documentation to improve clarity and consistency\n\n* fix the comments\n\n* refactor: remove unnecessary blank lines in embedding.py and add a blank line in visualizer.py for consistency\n\n* fix: remove --frozen flag from uv sync commands in README and CI workflow"
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        "time": "Wed Jan 28 10:04:12 2026 +0800"
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        "time": "Wed Jan 28 10:04:12 2026 +0800"
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      "message": "feat(ai): support graph consolidate algorithm (#729)\n\n* init dcp code\n\n* add lucene search\n\n* add prompt formatter\n\n* add test case\n\n* handle ldbc id conflict\n\n* support llm\n\n* support embedding index store\n\n* add embedding op\n\n* refine test case\n\n* delete test data\n\n* add MockChatRobot\n\n* fix checkstyle\n\n* fix pom\n\n* fix finishReason\n\n* fix ci tests\n\n* fix ci tests\n\n* fix comments\n\n* fix codestyle\n\n* support mutable graph\n\n* Add ConsolidateFunction\n\n* Add geaflow memory server\n\n* Add GeaFlowMemoryClientCLI\n\n* fix comment\n\n* refine code\n\n* replay commit\n\n* add consolidate server"
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      "message": "feat: add ISO-GQL PROPERTY_EXISTS predicate (#359) (#702)\n\n* feat: add ISO-GQL PROPERTY_EXISTS predicate (#359)\n\nImplement PROPERTY_EXISTS function according to ISO-GQL Section 19.13.\n\nFeatures:\n- ISO-GQL compliant PROPERTY_EXISTS predicate\n- Three-valued logic support (True/False/NULL)\n- Support for vertices, edges, and rows\n- Comprehensive unit tests and SQL test cases\n\nImplementation:\n- Add PropertyExists UDF class\n- Register function in BuildInSqlFunctionTable\n- Add PropertyExistsTest with 5 test cases (100% pass)\n- Add 3 SQL integration test cases\n\nTesting:\n- Unit tests: 5/5 passed\n- Checkstyle: 0 violations\n- Build: SUCCESS\n\nCloses #359\n\n* refactor: enhance PROPERTY_EXISTS with utility layer and validation (#359)\n\nRefactor PROPERTY_EXISTS to follow GeaFlow\u0027s established ISO-GQL predicate\npattern by introducing PropertyExistsFunctions utility class.\n\nThis aligns PropertyExists with IsSourceOf/IsDestinationOf implementation\nand addresses technical debt from the initial implementation.\n\n**Architecture Improvements:**\n- Add PropertyExistsFunctions utility class (three-layer pattern)\n  * UDF → Utility → Business Logic\n- Delegate all eval() methods to utility class\n- Implement type validation with IllegalArgumentException\n- Add property name validation (null/empty checks)\n- Maintain ISO-GQL three-valued logic (NULL → null)\n\n**Error Handling:**\n- Invalid element type → clear error messages with type info\n- NULL/empty property name → descriptive error messages\n- Consistent with SourceDestinationFunctions error handling\n\n**Testing:**\n- Expand from 4 to 13 tests (+225% coverage)\n- Add 9 error handling tests:\n  * Invalid element types (String, Integer)\n  * NULL/empty/whitespace property names\n  * Error message validation\n  * Type-specific overload testing\n- All 13/13 tests pass\n\n**Code Quality:**\n- Checkstyle: 0 violations\n- Comprehensive Javadoc with ISO-GQL Section 19.13 reference\n- Design decision documentation\n- Implementation notes for Row interface limitations\n\n**Implementation Strategy:**\n- Runtime validation follows compile-time checking approach\n- Row interface indexed access documented\n- Future runtime schema validation options identified\n\n**Files:**\n- NEW: PropertyExistsFunctions.java (137 lines)\n- MOD: PropertyExists.java (refactored to delegation)\n- MOD: PropertyExistsTest.java (comprehensive tests)\n\n**Build Status:**\n- Tests: 13 run, 0 failures, 0 errors\n- Checkstyle: PASS\n- Build: SUCCESS"
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        "time": "Wed Dec 31 15:31:29 2025 +0800"
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      "message": "feat: support vector store. (#637)\n\nCo-authored-by: haodong.thd \u003chaodong.thd@antgroup.com\u003e"
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    {
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        "time": "Fri Dec 26 09:40:34 2025 +0800"
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        "time": "Fri Dec 26 09:40:34 2025 +0800"
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      "message": "[ISSUE701]Use classifier (#720)\n\nCo-authored-by: liliya \u003clly_testfox@foxmail.com\u003e"
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        "time": "Tue Dec 23 14:33:07 2025 +0800"
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