[{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_c1cc1e8fda455f9539167f25","course_id":"ME 468","catalog_version_id":"85a70fe5c67f25cf12f3f110a86347b6e81dd31eb2d871e6c20ca6d7b1a83996","record_version_id":"cb2e1980538c1745c2d85c7b9f61d95dfe62df6eaff2df6ffdd6f03274788c72","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"befdfb9ad7b7a8fa69164ca8e1cd92e4cc9b18cd9d379e79bc7c6e32be6a4761","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"n0\",\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"M E 459and (COMP SCI 200,220,300, 301, 302,320, or placement intoCOMP SCI 300), graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"M E 459and (COMP SCI 200,220,300, 301, 302,320, or placement intoCOMP SCI 300)\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":459,\"minimum_grade\":null,\"subjects\":[\"ME\"],\"timing\":\"prior\"},\"evidence\":\"M E 459\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"(COMP SCI 200,220,300, 301, 302,320, or placement intoCOMP SCI 300)\",\"id\":\"n4\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"placement intoCOMP SCI 300\",\"course\":null,\"evidence\":\"placement intoCOMP SCI 300\",\"id\":\"n6\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n5\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":200,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"COMP SCI 200\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":220,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"COMP SCI 220\",\"id\":\"n8\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":300,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"COMP SCI 300\",\"id\":\"n9\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":320,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"COMP SCI 320\",\"id\":\"n10\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":301,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"COMP SCI 301\",\"id\":\"n11\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":302,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"COMP SCI 302\",\"id\":\"n12\",\"kind\":\"course\"}],\"notes\":[\"COMP SCI 301 and COMP SCI 302 are mentioned in requirements_text but not found in linked_courses or lookup results; marked as course nodes with needs_review status implied by missing reference.\",\"Placement into COMP SCI 300 is treated as a condition leaf as it is not a course credit exclusion but an alternative entry path.\",\"The phrase 'M E 459and' contains a typo but is parsed as ME 459 AND the following group based on standard catalog formatting.\",\"All COMPSCI courses listed are treated as prior prerequisites as no concurrency is specified.\"],\"root\":\"n0\",\"status\":\"needs_review\"}","error":"Node n0 references itself; remove the self-reference.\nNode n8: evidence 'COMP SCI 220' must quote an exact source substring.\nNode n10: evidence 'COMP SCI 320' must quote an exact source substring.\nNode n11: evidence 'COMP SCI 301' must quote an exact source substring.\nNode n12: evidence 'COMP SCI 302' must quote an exact source substring.\nCycle reaches node n0; requirement graphs must be trees.\nUnreachable nodes: n10, n11, n12, n7, n8, n9; connect all conditions and exclusions to the root.","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_c1cc1e8fda455f9539167f25","course_id":"ME 468","catalog_version_id":"85a70fe5c67f25cf12f3f110a86347b6e81dd31eb2d871e6c20ca6d7b1a83996","record_version_id":"cb2e1980538c1745c2d85c7b9f61d95dfe62df6eaff2df6ffdd6f03274788c72","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"befdfb9ad7b7a8fa69164ca8e1cd92e4cc9b18cd9d379e79bc7c6e32be6a4761","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ME 459\",\"field\":\"description\",\"quote\":\"An overview of computing concepts that support modeling and simulation in engineering applications. Learn the basics of computer architecture, software development and the interplay between software and hardware components.\"}],\"text\":\"Computing concepts for engineering modeling and simulation\"},{\"evidence\":[{\"course_id\":\"COMPSCI 300\",\"field\":\"description\",\"quote\":\"Introduction to Object-Oriented Programming using classes and objects to solve more complex problems. Introduces array-based and linked data structures: including lists, stacks, and queues.\"}],\"text\":\"Object-oriented programming and data structures\"},{\"evidence\":[{\"course_id\":\"COMPSCI 200\",\"field\":\"description\",\"quote\":\"Learn the process of incrementally developing small (200-500 lines) programs along with the fundamental Computer Science topics. These topics include: problem abstraction and decomposition, the edit-compile-run cycle, using variables of primitive and more complex data types, conditional and loop-based flow control, basic testing and debugging techniques\"}],\"text\":\"Basic programming and software development practices\"}],\"search_phrases\":[\"ROS autonomous vehicle simulation\",\"robotics vehicle dynamics modeling\",\"autonomy stack sensing perception planning control\",\"terramechanics deformable terrain\",\"sensor simulation lidar radar GPS\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Introduction to the Robot Operating System (ROS)\"}],\"text\":\"Robot Operating System (ROS) implementation\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Concepts of vehicle dynamics modeling and simulation, with focus on tire, suspension, steering system, and powertrain modeling\"}],\"text\":\"Vehicle dynamics modeling and simulation\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Simulation of sensors (camera, lidar, radar, GPS, IMU)\"}],\"text\":\"Sensor simulation\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Terramechanics modeling for mobility on deformable terrains\"}],\"text\":\"Terramechanics modeling\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Introduction to the autonomy stack (sensing, perception, planning, and control)\"}],\"text\":\"Autonomy stack integration\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Elements of artificial intelligence in autonomy\"}],\"text\":\"AI in autonomy\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Elements of verification and validation\"}],\"text\":\"Verification and validation\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"title\",\"quote\":\"COMPUTER MODELING AND SIMULATION OF AUTONOMOUS VEHICLES AND ROBOTS\"},{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Introduction to the Robot Operating System (ROS). Concepts of vehicle dynamics modeling and simulation, with focus on tire, suspension, steering system, and powertrain modeling. Simulation of sensors (camera, lidar, radar, GPS, IMU). Terramechanics modeling for mobility on deformable terrains. Introduction to the autonomy stack\"}],\"text\":\"ME 468 introduces ROS and computer modeling for autonomous vehicles, covering dynamics, sensor simulation, and autonomy stack elements.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Concepts of vehicle dynamics modeling and simulation, with focus on tire, suspension, steering system, and powertrain modeling\"}],\"text\":\"Vehicle dynamics and powertrain modeling\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Simulation of sensors (camera, lidar, radar, GPS, IMU)\"}],\"text\":\"Sensor simulation\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Terramechanics modeling for mobility on deformable terrains\"}],\"text\":\"Terramechanics and terrain mobility\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Introduction to the autonomy stack (sensing, perception, planning, and control)\"}],\"text\":\"Autonomy stack components\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Elements of artificial intelligence in autonomy\"}],\"text\":\"AI in autonomous systems\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Elements of verification and validation\"}],\"text\":\"Verification and validation\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_c1cc1e8fda455f9539167f25","course_id":"ME 468","catalog_version_id":"85a70fe5c67f25cf12f3f110a86347b6e81dd31eb2d871e6c20ca6d7b1a83996","record_version_id":"cb2e1980538c1745c2d85c7b9f61d95dfe62df6eaff2df6ffdd6f03274788c72","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"befdfb9ad7b7a8fa69164ca8e1cd92e4cc9b18cd9d379e79bc7c6e32be6a4761","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_c1cc1e8fda455f9539167f25","course_id":"ME 468","catalog_version_id":"85a70fe5c67f25cf12f3f110a86347b6e81dd31eb2d871e6c20ca6d7b1a83996","record_version_id":"cb2e1980538c1745c2d85c7b9f61d95dfe62df6eaff2df6ffdd6f03274788c72","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"51b58a7563a7716c5f5742fbc088bb64b26029652a3a11b82be777ada1653bab","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"M E 459and (COMP SCI 200,220,300, 301, 302,320, or placement intoCOMP SCI 300), graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n4\",\"n5\"],\"condition\":null,\"course\":null,\"evidence\":\"M E 459and (COMP SCI 200,220,300, 301, 302,320, or placement intoCOMP SCI 300)\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n3\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":459,\"minimum_grade\":null,\"subjects\":[\"ME\"],\"timing\":\"prior\"},\"evidence\":\"M E 459\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[\"n6\",\"n7\",\"n8\",\"n9\",\"n10\",\"n11\",\"n12\"],\"condition\":null,\"course\":null,\"evidence\":\"(COMP SCI 200,220,300, 301, 302,320, or placement intoCOMP SCI 300)\",\"id\":\"n5\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":200,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"COMP SCI 200\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":220,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"220\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":300,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"300\",\"id\":\"n8\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"301\",\"course\":null,\"evidence\":\"301\",\"id\":\"n9\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"302\",\"course\":null,\"evidence\":\"302\",\"id\":\"n10\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":320,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"320\",\"id\":\"n11\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"placement intoCOMP SCI 300\",\"course\":null,\"evidence\":\"placement intoCOMP SCI 300\",\"id\":\"n12\",\"kind\":\"condition\"}],\"notes\":[\"Courses 301 and 302 are referenced in requirements but absent from linked_courses/lookup_evidence. They are preserved as verbatim condition nodes. Status set to needs_review due to unresolvable references.\"],\"root\":\"n0\",\"status\":\"needs_review\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_c1cc1e8fda455f9539167f25","course_id":"ME 468","catalog_version_id":"85a70fe5c67f25cf12f3f110a86347b6e81dd31eb2d871e6c20ca6d7b1a83996","record_version_id":"cb2e1980538c1745c2d85c7b9f61d95dfe62df6eaff2df6ffdd6f03274788c72","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"51b58a7563a7716c5f5742fbc088bb64b26029652a3a11b82be777ada1653bab","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ME 459\",\"field\":\"description\",\"quote\":\"An overview of computing concepts that support modeling and simulation in engineering applications. Learn the basics of computer architecture, software development and the interplay between software and hardware components.\"}],\"text\":\"Computing concepts for engineering modeling and simulation\"},{\"evidence\":[{\"course_id\":\"COMPSCI 300\",\"field\":\"description\",\"quote\":\"Introduction to Object-Oriented Programming using classes and objects to solve more complex problems. Introduces array-based and linked data structures: including lists, stacks, and queues.\"}],\"text\":\"Object-oriented programming and data structures\"},{\"evidence\":[{\"course_id\":\"COMPSCI 200\",\"field\":\"description\",\"quote\":\"Learn the process of incrementally developing small (200-500 lines) programs along with the fundamental Computer Science topics. These topics include: problem abstraction and decomposition, the edit-compile-run cycle, using variables of primitive and more complex data types, conditional and loop-based flow control, basic testing and debugging techniques\"}],\"text\":\"Basic programming and software development practices\"}],\"search_phrases\":[\"ROS autonomous vehicle simulation\",\"robotics vehicle dynamics modeling\",\"autonomy stack sensing perception planning control\",\"terramechanics deformable terrain\",\"sensor simulation lidar radar GPS\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Introduction to the Robot Operating System (ROS)\"}],\"text\":\"Robot Operating System (ROS) implementation\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Concepts of vehicle dynamics modeling and simulation, with focus on tire, suspension, steering system, and powertrain modeling\"}],\"text\":\"Vehicle dynamics modeling and simulation\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Simulation of sensors (camera, lidar, radar, GPS, IMU)\"}],\"text\":\"Sensor simulation\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Terramechanics modeling for mobility on deformable terrains\"}],\"text\":\"Terramechanics modeling\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Introduction to the autonomy stack (sensing, perception, planning, and control)\"}],\"text\":\"Autonomy stack integration\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Elements of artificial intelligence in autonomy\"}],\"text\":\"AI in autonomy\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Elements of verification and validation\"}],\"text\":\"Verification and validation\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"title\",\"quote\":\"COMPUTER MODELING AND SIMULATION OF AUTONOMOUS VEHICLES AND ROBOTS\"},{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Introduction to the Robot Operating System (ROS). Concepts of vehicle dynamics modeling and simulation, with focus on tire, suspension, steering system, and powertrain modeling. Simulation of sensors (camera, lidar, radar, GPS, IMU). Terramechanics modeling for mobility on deformable terrains. Introduction to the autonomy stack\"}],\"text\":\"ME 468 introduces ROS and computer modeling for autonomous vehicles, covering dynamics, sensor simulation, and autonomy stack elements.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Concepts of vehicle dynamics modeling and simulation, with focus on tire, suspension, steering system, and powertrain modeling\"}],\"text\":\"Vehicle dynamics and powertrain modeling\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Simulation of sensors (camera, lidar, radar, GPS, IMU)\"}],\"text\":\"Sensor simulation\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Terramechanics modeling for mobility on deformable terrains\"}],\"text\":\"Terramechanics and terrain mobility\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Introduction to the autonomy stack (sensing, perception, planning, and control)\"}],\"text\":\"Autonomy stack components\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Elements of artificial intelligence in autonomy\"}],\"text\":\"AI in autonomous systems\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Elements of verification and validation\"}],\"text\":\"Verification and validation\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_c1cc1e8fda455f9539167f25","course_id":"ME 468","catalog_version_id":"85a70fe5c67f25cf12f3f110a86347b6e81dd31eb2d871e6c20ca6d7b1a83996","record_version_id":"cb2e1980538c1745c2d85c7b9f61d95dfe62df6eaff2df6ffdd6f03274788c72","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"51b58a7563a7716c5f5742fbc088bb64b26029652a3a11b82be777ada1653bab","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_c1cc1e8fda455f9539167f25","course_id":"ME 468","catalog_version_id":"85a70fe5c67f25cf12f3f110a86347b6e81dd31eb2d871e6c20ca6d7b1a83996","record_version_id":"cb2e1980538c1745c2d85c7b9f61d95dfe62df6eaff2df6ffdd6f03274788c72","job_id":"enrich-789789da373eecc1ff75f626","output_id":"cdda92d7f93035c180df104485f41a49b2ce4458dbfa2213c8ada448d49b8fb6","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"M E 459and (COMP SCI 200,220,300, 301, 302,320, or placement intoCOMP SCI 300), graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n4\",\"n5\"],\"condition\":null,\"course\":null,\"evidence\":\"M E 459and (COMP SCI 200,220,300, 301, 302,320, or placement intoCOMP SCI 300)\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n3\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":459,\"minimum_grade\":null,\"subjects\":[\"ME\"],\"timing\":\"prior\"},\"evidence\":\"M E 459\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[\"n6\",\"n7\",\"n8\",\"n9\",\"n10\",\"n11\",\"n12\"],\"condition\":null,\"course\":null,\"evidence\":\"(COMP SCI 200,220,300, 301, 302,320, or placement intoCOMP SCI 300)\",\"id\":\"n5\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":200,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"COMP SCI 200\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":220,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"220\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":300,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"300\",\"id\":\"n8\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"301\",\"course\":null,\"evidence\":\"301\",\"id\":\"n9\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"302\",\"course\":null,\"evidence\":\"302\",\"id\":\"n10\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":320,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"320\",\"id\":\"n11\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"placement intoCOMP SCI 300\",\"course\":null,\"evidence\":\"placement intoCOMP SCI 300\",\"id\":\"n12\",\"kind\":\"condition\"}],\"notes\":[\"Courses 301 and 302 are referenced in requirements but absent from linked_courses/lookup_evidence. They are preserved as verbatim condition nodes. Status set to needs_review due to unresolvable references.\"],\"root\":\"n0\",\"status\":\"needs_review\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_c1cc1e8fda455f9539167f25","course_id":"ME 468","catalog_version_id":"85a70fe5c67f25cf12f3f110a86347b6e81dd31eb2d871e6c20ca6d7b1a83996","record_version_id":"cb2e1980538c1745c2d85c7b9f61d95dfe62df6eaff2df6ffdd6f03274788c72","job_id":"enrich-789789da373eecc1ff75f626","output_id":"cdda92d7f93035c180df104485f41a49b2ce4458dbfa2213c8ada448d49b8fb6","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ME 459\",\"field\":\"description\",\"quote\":\"An overview of computing concepts that support modeling and simulation in engineering applications. Learn the basics of computer architecture, software development and the interplay between software and hardware components.\"}],\"text\":\"Computing concepts for engineering modeling and simulation\"},{\"evidence\":[{\"course_id\":\"COMPSCI 300\",\"field\":\"description\",\"quote\":\"Introduction to Object-Oriented Programming using classes and objects to solve more complex problems. Introduces array-based and linked data structures: including lists, stacks, and queues.\"}],\"text\":\"Object-oriented programming and data structures\"},{\"evidence\":[{\"course_id\":\"COMPSCI 200\",\"field\":\"description\",\"quote\":\"Learn the process of incrementally developing small (200-500 lines) programs along with the fundamental Computer Science topics. These topics include: problem abstraction and decomposition, the edit-compile-run cycle, using variables of primitive and more complex data types, conditional and loop-based flow control, basic testing and debugging techniques\"}],\"text\":\"Basic programming and software development practices\"}],\"search_phrases\":[\"ROS autonomous vehicle simulation\",\"robotics vehicle dynamics modeling\",\"autonomy stack sensing perception planning control\",\"terramechanics deformable terrain\",\"sensor simulation lidar radar GPS\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Introduction to the Robot Operating System (ROS)\"}],\"text\":\"Robot Operating System (ROS) implementation\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Concepts of vehicle dynamics modeling and simulation, with focus on tire, suspension, steering system, and powertrain modeling\"}],\"text\":\"Vehicle dynamics modeling and simulation\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Simulation of sensors (camera, lidar, radar, GPS, IMU)\"}],\"text\":\"Sensor simulation\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Terramechanics modeling for mobility on deformable terrains\"}],\"text\":\"Terramechanics modeling\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Introduction to the autonomy stack (sensing, perception, planning, and control)\"}],\"text\":\"Autonomy stack integration\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Elements of artificial intelligence in autonomy\"}],\"text\":\"AI in autonomy\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Elements of verification and validation\"}],\"text\":\"Verification and validation\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"title\",\"quote\":\"COMPUTER MODELING AND SIMULATION OF AUTONOMOUS VEHICLES AND ROBOTS\"},{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Introduction to the Robot Operating System (ROS). Concepts of vehicle dynamics modeling and simulation, with focus on tire, suspension, steering system, and powertrain modeling. Simulation of sensors (camera, lidar, radar, GPS, IMU). Terramechanics modeling for mobility on deformable terrains. Introduction to the autonomy stack\"}],\"text\":\"ME 468 introduces ROS and computer modeling for autonomous vehicles, covering dynamics, sensor simulation, and autonomy stack elements.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Concepts of vehicle dynamics modeling and simulation, with focus on tire, suspension, steering system, and powertrain modeling\"}],\"text\":\"Vehicle dynamics and powertrain modeling\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Simulation of sensors (camera, lidar, radar, GPS, IMU)\"}],\"text\":\"Sensor simulation\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Terramechanics modeling for mobility on deformable terrains\"}],\"text\":\"Terramechanics and terrain mobility\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Introduction to the autonomy stack (sensing, perception, planning, and control)\"}],\"text\":\"Autonomy stack components\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Elements of artificial intelligence in autonomy\"}],\"text\":\"AI in autonomous systems\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Elements of verification and validation\"}],\"text\":\"Verification and validation\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_c1cc1e8fda455f9539167f25","course_id":"ME 468","catalog_version_id":"85a70fe5c67f25cf12f3f110a86347b6e81dd31eb2d871e6c20ca6d7b1a83996","record_version_id":"cb2e1980538c1745c2d85c7b9f61d95dfe62df6eaff2df6ffdd6f03274788c72","job_id":"enrich-789789da373eecc1ff75f626","output_id":"cdda92d7f93035c180df104485f41a49b2ce4458dbfa2213c8ada448d49b8fb6","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_c1cc1e8fda455f9539167f25","course_id":"ME 468","catalog_version_id":"85a70fe5c67f25cf12f3f110a86347b6e81dd31eb2d871e6c20ca6d7b1a83996","record_version_id":"cb2e1980538c1745c2d85c7b9f61d95dfe62df6eaff2df6ffdd6f03274788c72","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"a65abb47b277fbc5ad5a1845eeb5cc41441878ea3cbb917f98c9801b1c76e854","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"M E 459and (COMP SCI 200,220,300, 301, 302,320, or placement intoCOMP SCI 300), graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n4\",\"n5\"],\"condition\":null,\"course\":null,\"evidence\":\"M E 459and (COMP SCI 200,220,300, 301, 302,320, or placement intoCOMP SCI 300)\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n3\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":459,\"minimum_grade\":null,\"subjects\":[\"ME\"],\"timing\":\"prior\"},\"evidence\":\"M E 459\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[\"n6\",\"n7\",\"n8\",\"n9\",\"n10\",\"n11\",\"n12\"],\"condition\":null,\"course\":null,\"evidence\":\"(COMP SCI 200,220,300, 301, 302,320, or placement intoCOMP SCI 300)\",\"id\":\"n5\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":200,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"COMP SCI 200\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":220,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"220\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":300,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"300\",\"id\":\"n8\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"301\",\"course\":null,\"evidence\":\"301\",\"id\":\"n9\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"302\",\"course\":null,\"evidence\":\"302\",\"id\":\"n10\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":320,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"320\",\"id\":\"n11\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"placement intoCOMP SCI 300\",\"course\":null,\"evidence\":\"placement intoCOMP SCI 300\",\"id\":\"n12\",\"kind\":\"condition\"}],\"notes\":[\"Courses 301 and 302 are referenced in requirements but absent from linked_courses/lookup_evidence. They are preserved as verbatim condition nodes. Status set to needs_review due to unresolvable references.\"],\"root\":\"n0\",\"status\":\"needs_review\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_c1cc1e8fda455f9539167f25","course_id":"ME 468","catalog_version_id":"85a70fe5c67f25cf12f3f110a86347b6e81dd31eb2d871e6c20ca6d7b1a83996","record_version_id":"cb2e1980538c1745c2d85c7b9f61d95dfe62df6eaff2df6ffdd6f03274788c72","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"a65abb47b277fbc5ad5a1845eeb5cc41441878ea3cbb917f98c9801b1c76e854","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ME 459\",\"field\":\"description\",\"quote\":\"An overview of computing concepts that support modeling and simulation in engineering applications. Learn the basics of computer architecture, software development and the interplay between software and hardware components.\"}],\"text\":\"Computing concepts for engineering modeling and simulation\"},{\"evidence\":[{\"course_id\":\"COMPSCI 300\",\"field\":\"description\",\"quote\":\"Introduction to Object-Oriented Programming using classes and objects to solve more complex problems. Introduces array-based and linked data structures: including lists, stacks, and queues.\"}],\"text\":\"Object-oriented programming and data structures\"},{\"evidence\":[{\"course_id\":\"COMPSCI 200\",\"field\":\"description\",\"quote\":\"Learn the process of incrementally developing small (200-500 lines) programs along with the fundamental Computer Science topics. These topics include: problem abstraction and decomposition, the edit-compile-run cycle, using variables of primitive and more complex data types, conditional and loop-based flow control, basic testing and debugging techniques\"}],\"text\":\"Basic programming and software development practices\"}],\"search_phrases\":[\"ROS autonomous vehicle simulation\",\"robotics vehicle dynamics modeling\",\"autonomy stack sensing perception planning control\",\"terramechanics deformable terrain\",\"sensor simulation lidar radar GPS\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Introduction to the Robot Operating System (ROS)\"}],\"text\":\"Robot Operating System (ROS) implementation\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Concepts of vehicle dynamics modeling and simulation, with focus on tire, suspension, steering system, and powertrain modeling\"}],\"text\":\"Vehicle dynamics modeling and simulation\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Simulation of sensors (camera, lidar, radar, GPS, IMU)\"}],\"text\":\"Sensor simulation\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Terramechanics modeling for mobility on deformable terrains\"}],\"text\":\"Terramechanics modeling\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Introduction to the autonomy stack (sensing, perception, planning, and control)\"}],\"text\":\"Autonomy stack integration\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Elements of artificial intelligence in autonomy\"}],\"text\":\"AI in autonomy\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Elements of verification and validation\"}],\"text\":\"Verification and validation\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"title\",\"quote\":\"COMPUTER MODELING AND SIMULATION OF AUTONOMOUS VEHICLES AND ROBOTS\"},{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Introduction to the Robot Operating System (ROS). Concepts of vehicle dynamics modeling and simulation, with focus on tire, suspension, steering system, and powertrain modeling. Simulation of sensors (camera, lidar, radar, GPS, IMU). Terramechanics modeling for mobility on deformable terrains. Introduction to the autonomy stack\"}],\"text\":\"ME 468 introduces ROS and computer modeling for autonomous vehicles, covering dynamics, sensor simulation, and autonomy stack elements.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Concepts of vehicle dynamics modeling and simulation, with focus on tire, suspension, steering system, and powertrain modeling\"}],\"text\":\"Vehicle dynamics and powertrain modeling\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Simulation of sensors (camera, lidar, radar, GPS, IMU)\"}],\"text\":\"Sensor simulation\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Terramechanics modeling for mobility on deformable terrains\"}],\"text\":\"Terramechanics and terrain mobility\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Introduction to the autonomy stack (sensing, perception, planning, and control)\"}],\"text\":\"Autonomy stack components\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Elements of artificial intelligence in autonomy\"}],\"text\":\"AI in autonomous systems\"},{\"evidence\":[{\"course_id\":\"ME 468\",\"field\":\"description\",\"quote\":\"Elements of verification and validation\"}],\"text\":\"Verification and validation\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_c1cc1e8fda455f9539167f25","course_id":"ME 468","catalog_version_id":"85a70fe5c67f25cf12f3f110a86347b6e81dd31eb2d871e6c20ca6d7b1a83996","record_version_id":"cb2e1980538c1745c2d85c7b9f61d95dfe62df6eaff2df6ffdd6f03274788c72","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"a65abb47b277fbc5ad5a1845eeb5cc41441878ea3cbb917f98c9801b1c76e854","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_c1cc1e8fda455f9539167f25","course_id":"ME 468","catalog_version_id":"85a70fe5c67f25cf12f3f110a86347b6e81dd31eb2d871e6c20ca6d7b1a83996","record_version_id":"cb2e1980538c1745c2d85c7b9f61d95dfe62df6eaff2df6ffdd6f03274788c72","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"a65abb47b277fbc5ad5a1845eeb5cc41441878ea3cbb917f98c9801b1c76e854","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"8e5b28da84fb6e8f71c9d0b4f10cbedc0e58f553e92d4fd43c8ac14c7d60067a\",\"course_id\":\"ME 468\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":false,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"ME 468\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"13d65f13-dd73-31c7-bdc3-7a8eb32badac\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2022: 3.79 GPA, 88.5% A/AB (n=26 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true}]