[{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_5c22dd351dd878a65de829aa","course_id":"ME 311","catalog_version_id":"9196a279ec4cda7379614738025d30f7b89b0560bd751380f51f336cae4578c8","record_version_id":"3118b541e3b2553f132c270d25482abe1c22141aa01e72ac2f51e39f680205af","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"df796fdb0ee54d7d6ef6e07b421e8904e3eef86a41f37530a9ae012137d29e8f","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"n0\",\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"(M S & E 350,351, or352or declared in Biological Systems Engineering: Machinery Systems BS),M E 231, and (M E 306 orE M A 303)\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"M E 231, and (M E 306 orE M A 303)\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"(M E 306 orE M A 303)\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[\"n7\",\"n8\",\"n9\"],\"condition\":null,\"course\":null,\"evidence\":\"(M S & E 350,351, or352or declared in Biological Systems Engineering: Machinery Systems BS)\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":231,\"minimum_grade\":null,\"subjects\":[\"ME\"],\"timing\":\"prior\"},\"evidence\":\"M E 231\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"declared in Biological Systems Engineering: Machinery Systems BS\",\"course\":null,\"evidence\":\"declared in Biological Systems Engineering: Machinery Systems BS\",\"id\":\"n5\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":306,\"minimum_grade\":null,\"subjects\":[\"ME\"],\"timing\":\"prior\"},\"evidence\":\"M E 306\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":303,\"minimum_grade\":null,\"subjects\":[\"EMA\"],\"timing\":\"prior\"},\"evidence\":\"E M A 303\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":350,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"M S & E 350\",\"id\":\"n8\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":351,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"351\",\"id\":\"n9\",\"kind\":\"course\"}],\"notes\":[\"ME 306 is mentioned in requirements_text but absent from linked_courses; marked as condition leaf requiring review.\"],\"root\":\"n0\",\"status\":\"needs_review\"}","error":"Node n0 references itself; remove the self-reference.\nCycle reaches node n0; requirement graphs must be trees.","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_5c22dd351dd878a65de829aa","course_id":"ME 311","catalog_version_id":"9196a279ec4cda7379614738025d30f7b89b0560bd751380f51f336cae4578c8","record_version_id":"3118b541e3b2553f132c270d25482abe1c22141aa01e72ac2f51e39f680205af","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"df796fdb0ee54d7d6ef6e07b421e8904e3eef86a41f37530a9ae012137d29e8f","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ME 231\",\"field\":\"description\",\"quote\":\"Introduction to basic methods and fundamental concepts in geometric description and modeling of mechanical form, components, and assemblies. Topics include elements of descriptive geometry, engineering drawing standards, introduction to computer modeling, and geometric dimensioning and tolerancing (GDT).\"}],\"text\":\"Geometric modeling and computer-aided design fundamentals\"},{\"evidence\":[{\"course_id\":\"EMA 303\",\"field\":\"description\",\"quote\":\"Stress and strain, torsion, bending of beams, shearing stresses in beams, compound stresses, principal stresses, deflections of beams, statically indeterminate members, columns.\"}],\"text\":\"Mechanics of materials and structural stress analysis\"},{\"evidence\":[{\"course_id\":\"MS&E 350\",\"field\":\"description\",\"quote\":\"The basic structures and resulting properties of solid materials, including phase equilibria, meta-stability, mechanical properties, failure, corrosion, and materials selection.\"}],\"text\":\"Materials science fundamentals and properties\"}],\"search_phrases\":[\"metal manufacturing processes\",\"manufacturing automation control\",\"manufacturing metrology safety\",\"manufacturing engineering economics cost\",\"design for manufacturability metals\",\"productivity manufacturing methods\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"designing parts to make them easier to manufacture with these methods\"}],\"text\":\"Designing parts for manufacturability\"},{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"Manufacturing automation, control, and metrology for increased safety, productivity, and part quality\"}],\"text\":\"Manufacturing automation, control, and metrology\"},{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"Engineering economics for determining the cost of manufacturing a part\"}],\"text\":\"Engineering economics for manufacturing cost determination\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"title\",\"quote\":\"MANUFACTURING: METALS AND AUTOMATION\"},{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"An introduction to processes for manufacturing metal parts, designing parts to make them easier to manufacture with these methods, and approaches for increasing productivity. Manufacturing automation, control, and metrology for increased safety, productivity, and part quality. Engineering economics for determining the cost of manufacturing a part.\"}],\"text\":\"ME 311 introduces metal manufacturing processes, design for manufacturability, automation, metrology, and engineering economics.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"processes for manufacturing metal parts\"}],\"text\":\"Metal manufacturing processes\"},{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"designing parts to make them easier to manufacture with these methods\"}],\"text\":\"Design for manufacturability\"},{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"approaches for increasing productivity\"}],\"text\":\"Productivity improvement approaches\"},{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"Manufacturing automation, control, and metrology\"}],\"text\":\"Manufacturing automation, control, and metrology\"},{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"Engineering economics for determining the cost of manufacturing a part\"}],\"text\":\"Manufacturing cost engineering economics\"}]}","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_5c22dd351dd878a65de829aa","course_id":"ME 311","catalog_version_id":"9196a279ec4cda7379614738025d30f7b89b0560bd751380f51f336cae4578c8","record_version_id":"3118b541e3b2553f132c270d25482abe1c22141aa01e72ac2f51e39f680205af","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"df796fdb0ee54d7d6ef6e07b421e8904e3eef86a41f37530a9ae012137d29e8f","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_5c22dd351dd878a65de829aa","course_id":"ME 311","catalog_version_id":"9196a279ec4cda7379614738025d30f7b89b0560bd751380f51f336cae4578c8","record_version_id":"3118b541e3b2553f132c270d25482abe1c22141aa01e72ac2f51e39f680205af","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"11d1f9fe7fb2aa46d41873b4743534ef377dc602d242612d81e6ebf5447d3c25","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"(M S & E 350,351, or352or declared in Biological Systems Engineering: Machinery Systems BS),M E 231, and (M E 306 orE M A 303)\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[\"n4\",\"n5\",\"n6\",\"n7\"],\"condition\":null,\"course\":null,\"evidence\":\"(M S & E 350,351, or352or declared in Biological Systems Engineering: Machinery Systems BS)\",\"id\":\"n1\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":231,\"minimum_grade\":null,\"subjects\":[\"ME\"],\"timing\":\"prior\"},\"evidence\":\"M E 231\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[\"n8\",\"n9\"],\"condition\":null,\"course\":null,\"evidence\":\"(M E 306 orE M A 303)\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":350,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"M S & E 350\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":351,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"351\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":352,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"352\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"declared in Biological Systems Engineering: Machinery Systems BS\",\"course\":null,\"evidence\":\"declared in Biological Systems Engineering: Machinery Systems BS\",\"id\":\"n7\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"M E 306\",\"course\":null,\"evidence\":\"M E 306\",\"id\":\"n8\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":303,\"minimum_grade\":null,\"subjects\":[\"EMA\"],\"timing\":\"prior\"},\"evidence\":\"E M A 303\",\"id\":\"n9\",\"kind\":\"course\"}],\"notes\":[\"ME 306 is mentioned in requirements_text but absent from linked_courses; marked as condition leaf.\"],\"root\":\"n0\",\"status\":\"parsed\"}","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_5c22dd351dd878a65de829aa","course_id":"ME 311","catalog_version_id":"9196a279ec4cda7379614738025d30f7b89b0560bd751380f51f336cae4578c8","record_version_id":"3118b541e3b2553f132c270d25482abe1c22141aa01e72ac2f51e39f680205af","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"11d1f9fe7fb2aa46d41873b4743534ef377dc602d242612d81e6ebf5447d3c25","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ME 231\",\"field\":\"description\",\"quote\":\"Introduction to basic methods and fundamental concepts in geometric description and modeling of mechanical form, components, and assemblies. Topics include elements of descriptive geometry, engineering drawing standards, introduction to computer modeling, and geometric dimensioning and tolerancing (GDT).\"}],\"text\":\"Geometric modeling and computer-aided design fundamentals\"},{\"evidence\":[{\"course_id\":\"EMA 303\",\"field\":\"description\",\"quote\":\"Stress and strain, torsion, bending of beams, shearing stresses in beams, compound stresses, principal stresses, deflections of beams, statically indeterminate members, columns.\"}],\"text\":\"Mechanics of materials and structural stress analysis\"},{\"evidence\":[{\"course_id\":\"MS&E 350\",\"field\":\"description\",\"quote\":\"The basic structures and resulting properties of solid materials, including phase equilibria, meta-stability, mechanical properties, failure, corrosion, and materials selection.\"}],\"text\":\"Materials science fundamentals and properties\"}],\"search_phrases\":[\"metal manufacturing processes\",\"manufacturing automation control\",\"manufacturing metrology safety\",\"manufacturing engineering economics cost\",\"design for manufacturability metals\",\"productivity manufacturing methods\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"designing parts to make them easier to manufacture with these methods\"}],\"text\":\"Designing parts for manufacturability\"},{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"Manufacturing automation, control, and metrology for increased safety, productivity, and part quality\"}],\"text\":\"Manufacturing automation, control, and metrology\"},{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"Engineering economics for determining the cost of manufacturing a part\"}],\"text\":\"Engineering economics for manufacturing cost determination\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"title\",\"quote\":\"MANUFACTURING: METALS AND AUTOMATION\"},{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"An introduction to processes for manufacturing metal parts, designing parts to make them easier to manufacture with these methods, and approaches for increasing productivity. Manufacturing automation, control, and metrology for increased safety, productivity, and part quality. Engineering economics for determining the cost of manufacturing a part.\"}],\"text\":\"ME 311 introduces metal manufacturing processes, design for manufacturability, automation, metrology, and engineering economics.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"processes for manufacturing metal parts\"}],\"text\":\"Metal manufacturing processes\"},{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"designing parts to make them easier to manufacture with these methods\"}],\"text\":\"Design for manufacturability\"},{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"approaches for increasing productivity\"}],\"text\":\"Productivity improvement approaches\"},{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"Manufacturing automation, control, and metrology\"}],\"text\":\"Manufacturing automation, control, and metrology\"},{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"Engineering economics for determining the cost of manufacturing a part\"}],\"text\":\"Manufacturing cost engineering economics\"}]}","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_5c22dd351dd878a65de829aa","course_id":"ME 311","catalog_version_id":"9196a279ec4cda7379614738025d30f7b89b0560bd751380f51f336cae4578c8","record_version_id":"3118b541e3b2553f132c270d25482abe1c22141aa01e72ac2f51e39f680205af","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"11d1f9fe7fb2aa46d41873b4743534ef377dc602d242612d81e6ebf5447d3c25","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_5c22dd351dd878a65de829aa","course_id":"ME 311","catalog_version_id":"9196a279ec4cda7379614738025d30f7b89b0560bd751380f51f336cae4578c8","record_version_id":"3118b541e3b2553f132c270d25482abe1c22141aa01e72ac2f51e39f680205af","job_id":"enrich-789789da373eecc1ff75f626","output_id":"d4cc38ebcf5731e074b15f42beed4216865f6024b3350360b2a35fec776cce6d","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"(M S & E 350,351, or352or declared in Biological Systems Engineering: Machinery Systems BS),M E 231, and (M E 306 orE M A 303)\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[\"n4\",\"n5\",\"n6\",\"n7\"],\"condition\":null,\"course\":null,\"evidence\":\"(M S & E 350,351, or352or declared in Biological Systems Engineering: Machinery Systems BS)\",\"id\":\"n1\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":231,\"minimum_grade\":null,\"subjects\":[\"ME\"],\"timing\":\"prior\"},\"evidence\":\"M E 231\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[\"n8\",\"n9\"],\"condition\":null,\"course\":null,\"evidence\":\"(M E 306 orE M A 303)\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":350,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"M S & E 350\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":351,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"351\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":352,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"352\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"declared in Biological Systems Engineering: Machinery Systems BS\",\"course\":null,\"evidence\":\"declared in Biological Systems Engineering: Machinery Systems BS\",\"id\":\"n7\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"M E 306\",\"course\":null,\"evidence\":\"M E 306\",\"id\":\"n8\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":303,\"minimum_grade\":null,\"subjects\":[\"EMA\"],\"timing\":\"prior\"},\"evidence\":\"E M A 303\",\"id\":\"n9\",\"kind\":\"course\"}],\"notes\":[\"ME 306 is mentioned in requirements_text but absent from linked_courses; marked as condition leaf.\"],\"root\":\"n0\",\"status\":\"parsed\"}","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_5c22dd351dd878a65de829aa","course_id":"ME 311","catalog_version_id":"9196a279ec4cda7379614738025d30f7b89b0560bd751380f51f336cae4578c8","record_version_id":"3118b541e3b2553f132c270d25482abe1c22141aa01e72ac2f51e39f680205af","job_id":"enrich-789789da373eecc1ff75f626","output_id":"d4cc38ebcf5731e074b15f42beed4216865f6024b3350360b2a35fec776cce6d","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ME 231\",\"field\":\"description\",\"quote\":\"Introduction to basic methods and fundamental concepts in geometric description and modeling of mechanical form, components, and assemblies. Topics include elements of descriptive geometry, engineering drawing standards, introduction to computer modeling, and geometric dimensioning and tolerancing (GDT).\"}],\"text\":\"Geometric modeling and computer-aided design fundamentals\"},{\"evidence\":[{\"course_id\":\"EMA 303\",\"field\":\"description\",\"quote\":\"Stress and strain, torsion, bending of beams, shearing stresses in beams, compound stresses, principal stresses, deflections of beams, statically indeterminate members, columns.\"}],\"text\":\"Mechanics of materials and structural stress analysis\"},{\"evidence\":[{\"course_id\":\"MS&E 350\",\"field\":\"description\",\"quote\":\"The basic structures and resulting properties of solid materials, including phase equilibria, meta-stability, mechanical properties, failure, corrosion, and materials selection.\"}],\"text\":\"Materials science fundamentals and properties\"}],\"search_phrases\":[\"metal manufacturing processes\",\"manufacturing automation control\",\"manufacturing metrology safety\",\"manufacturing engineering economics cost\",\"design for manufacturability metals\",\"productivity manufacturing methods\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"designing parts to make them easier to manufacture with these methods\"}],\"text\":\"Designing parts for manufacturability\"},{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"Manufacturing automation, control, and metrology for increased safety, productivity, and part quality\"}],\"text\":\"Manufacturing automation, control, and metrology\"},{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"Engineering economics for determining the cost of manufacturing a part\"}],\"text\":\"Engineering economics for manufacturing cost determination\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"title\",\"quote\":\"MANUFACTURING: METALS AND AUTOMATION\"},{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"An introduction to processes for manufacturing metal parts, designing parts to make them easier to manufacture with these methods, and approaches for increasing productivity. Manufacturing automation, control, and metrology for increased safety, productivity, and part quality. Engineering economics for determining the cost of manufacturing a part.\"}],\"text\":\"ME 311 introduces metal manufacturing processes, design for manufacturability, automation, metrology, and engineering economics.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"processes for manufacturing metal parts\"}],\"text\":\"Metal manufacturing processes\"},{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"designing parts to make them easier to manufacture with these methods\"}],\"text\":\"Design for manufacturability\"},{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"approaches for increasing productivity\"}],\"text\":\"Productivity improvement approaches\"},{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"Manufacturing automation, control, and metrology\"}],\"text\":\"Manufacturing automation, control, and metrology\"},{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"Engineering economics for determining the cost of manufacturing a part\"}],\"text\":\"Manufacturing cost engineering economics\"}]}","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_5c22dd351dd878a65de829aa","course_id":"ME 311","catalog_version_id":"9196a279ec4cda7379614738025d30f7b89b0560bd751380f51f336cae4578c8","record_version_id":"3118b541e3b2553f132c270d25482abe1c22141aa01e72ac2f51e39f680205af","job_id":"enrich-789789da373eecc1ff75f626","output_id":"d4cc38ebcf5731e074b15f42beed4216865f6024b3350360b2a35fec776cce6d","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_5c22dd351dd878a65de829aa","course_id":"ME 311","catalog_version_id":"9196a279ec4cda7379614738025d30f7b89b0560bd751380f51f336cae4578c8","record_version_id":"3118b541e3b2553f132c270d25482abe1c22141aa01e72ac2f51e39f680205af","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"a13242901bafd00868bc1abf3f589742ab07000d7726fa9c29a0a4f842db4b73","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"(M S & E 350,351, or352or declared in Biological Systems Engineering: Machinery Systems BS),M E 231, and (M E 306 orE M A 303)\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[\"n4\",\"n5\",\"n6\",\"n7\"],\"condition\":null,\"course\":null,\"evidence\":\"(M S & E 350,351, or352or declared in Biological Systems Engineering: Machinery Systems BS)\",\"id\":\"n1\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":231,\"minimum_grade\":null,\"subjects\":[\"ME\"],\"timing\":\"prior\"},\"evidence\":\"M E 231\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[\"n8\",\"n9\"],\"condition\":null,\"course\":null,\"evidence\":\"(M E 306 orE M A 303)\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":350,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"M S & E 350\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":351,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"351\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":352,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"352\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"declared in Biological Systems Engineering: Machinery Systems BS\",\"course\":null,\"evidence\":\"declared in Biological Systems Engineering: Machinery Systems BS\",\"id\":\"n7\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"M E 306\",\"course\":null,\"evidence\":\"M E 306\",\"id\":\"n8\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":303,\"minimum_grade\":null,\"subjects\":[\"EMA\"],\"timing\":\"prior\"},\"evidence\":\"E M A 303\",\"id\":\"n9\",\"kind\":\"course\"}],\"notes\":[\"ME 306 is mentioned in requirements_text but absent from linked_courses; marked as condition leaf.\"],\"root\":\"n0\",\"status\":\"parsed\"}","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_5c22dd351dd878a65de829aa","course_id":"ME 311","catalog_version_id":"9196a279ec4cda7379614738025d30f7b89b0560bd751380f51f336cae4578c8","record_version_id":"3118b541e3b2553f132c270d25482abe1c22141aa01e72ac2f51e39f680205af","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"a13242901bafd00868bc1abf3f589742ab07000d7726fa9c29a0a4f842db4b73","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ME 231\",\"field\":\"description\",\"quote\":\"Introduction to basic methods and fundamental concepts in geometric description and modeling of mechanical form, components, and assemblies. Topics include elements of descriptive geometry, engineering drawing standards, introduction to computer modeling, and geometric dimensioning and tolerancing (GDT).\"}],\"text\":\"Geometric modeling and computer-aided design fundamentals\"},{\"evidence\":[{\"course_id\":\"EMA 303\",\"field\":\"description\",\"quote\":\"Stress and strain, torsion, bending of beams, shearing stresses in beams, compound stresses, principal stresses, deflections of beams, statically indeterminate members, columns.\"}],\"text\":\"Mechanics of materials and structural stress analysis\"},{\"evidence\":[{\"course_id\":\"MS&E 350\",\"field\":\"description\",\"quote\":\"The basic structures and resulting properties of solid materials, including phase equilibria, meta-stability, mechanical properties, failure, corrosion, and materials selection.\"}],\"text\":\"Materials science fundamentals and properties\"}],\"search_phrases\":[\"metal manufacturing processes\",\"manufacturing automation control\",\"manufacturing metrology safety\",\"manufacturing engineering economics cost\",\"design for manufacturability metals\",\"productivity manufacturing methods\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"designing parts to make them easier to manufacture with these methods\"}],\"text\":\"Designing parts for manufacturability\"},{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"Manufacturing automation, control, and metrology for increased safety, productivity, and part quality\"}],\"text\":\"Manufacturing automation, control, and metrology\"},{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"Engineering economics for determining the cost of manufacturing a part\"}],\"text\":\"Engineering economics for manufacturing cost determination\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"title\",\"quote\":\"MANUFACTURING: METALS AND AUTOMATION\"},{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"An introduction to processes for manufacturing metal parts, designing parts to make them easier to manufacture with these methods, and approaches for increasing productivity. Manufacturing automation, control, and metrology for increased safety, productivity, and part quality. Engineering economics for determining the cost of manufacturing a part.\"}],\"text\":\"ME 311 introduces metal manufacturing processes, design for manufacturability, automation, metrology, and engineering economics.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"processes for manufacturing metal parts\"}],\"text\":\"Metal manufacturing processes\"},{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"designing parts to make them easier to manufacture with these methods\"}],\"text\":\"Design for manufacturability\"},{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"approaches for increasing productivity\"}],\"text\":\"Productivity improvement approaches\"},{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"Manufacturing automation, control, and metrology\"}],\"text\":\"Manufacturing automation, control, and metrology\"},{\"evidence\":[{\"course_id\":\"ME 311\",\"field\":\"description\",\"quote\":\"Engineering economics for determining the cost of manufacturing a part\"}],\"text\":\"Manufacturing cost engineering economics\"}]}","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_5c22dd351dd878a65de829aa","course_id":"ME 311","catalog_version_id":"9196a279ec4cda7379614738025d30f7b89b0560bd751380f51f336cae4578c8","record_version_id":"3118b541e3b2553f132c270d25482abe1c22141aa01e72ac2f51e39f680205af","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"a13242901bafd00868bc1abf3f589742ab07000d7726fa9c29a0a4f842db4b73","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_5c22dd351dd878a65de829aa","course_id":"ME 311","catalog_version_id":"9196a279ec4cda7379614738025d30f7b89b0560bd751380f51f336cae4578c8","record_version_id":"3118b541e3b2553f132c270d25482abe1c22141aa01e72ac2f51e39f680205af","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"a13242901bafd00868bc1abf3f589742ab07000d7726fa9c29a0a4f842db4b73","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"a25ebbae116d9b7429b611b8c121a64b75019e1db0629114d5aa91796923448a\",\"course_id\":\"ME 311\",\"current_instructors\":[{\"instructor_uid\":\"instructor_696fcb1de71e2207047f4885\",\"message\":\"No course-specific reviews available\",\"name\":\"Lianyi Chen\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"ME 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"3dd9af30-8d9d-3fb0-8bb8-1d83e4d9ca6a\",\"source_record\":{\"entity_id\":\"3dd9af30-8d9d-3fb0-8bb8-1d83e4d9ca6a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"ME 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"3dd9af30-8d9d-3fb0-8bb8-1d83e4d9ca6a\",\"source_record\":{\"entity_id\":\"3dd9af30-8d9d-3fb0-8bb8-1d83e4d9ca6a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ME 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"3dd9af30-8d9d-3fb0-8bb8-1d83e4d9ca6a\",\"source_record\":{\"entity_id\":\"3dd9af30-8d9d-3fb0-8bb8-1d83e4d9ca6a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.87 GPA, 94.1% A/AB (n=118 letter grades); Spring 2025: 3.91 GPA, 94.4% A/AB (n=160 letter grades); Fall 2025: 3.92 GPA, 100.0% A/AB (n=133 letter grades). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_2d7c733ece1266bcdc75ddc4\",\"message\":\"No course-specific reviews available\",\"name\":\"Michael DeCicco\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"ME 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"3dd9af30-8d9d-3fb0-8bb8-1d83e4d9ca6a\",\"source_record\":{\"entity_id\":\"3dd9af30-8d9d-3fb0-8bb8-1d83e4d9ca6a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ME 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"3dd9af30-8d9d-3fb0-8bb8-1d83e4d9ca6a\",\"source_record\":{\"entity_id\":\"3dd9af30-8d9d-3fb0-8bb8-1d83e4d9ca6a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.61 GPA, 77.4% A/AB (n=133 letter grades); Fall 2025: 3.92 GPA, 100.0% A/AB (n=133 letter grades). Includes jointly taught sections.\"}]}],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"ME 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"3dd9af30-8d9d-3fb0-8bb8-1d83e4d9ca6a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ME 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"3dd9af30-8d9d-3fb0-8bb8-1d83e4d9ca6a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ME 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"3dd9af30-8d9d-3fb0-8bb8-1d83e4d9ca6a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.91 GPA, 94.4% A/AB (n=160 letter grades); Fall 2025: 3.92 GPA, 100.0% A/AB (n=133 letter grades); Spring 2026: 3.85 GPA, 94.2% A/AB (n=173 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ME 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"3dd9af30-8d9d-3fb0-8bb8-1d83e4d9ca6a\",\"source_record\":{\"entity_id\":\"3dd9af30-8d9d-3fb0-8bb8-1d83e4d9ca6a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"ME 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"3dd9af30-8d9d-3fb0-8bb8-1d83e4d9ca6a\",\"source_record\":{\"entity_id\":\"3dd9af30-8d9d-3fb0-8bb8-1d83e4d9ca6a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"ME 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"3dd9af30-8d9d-3fb0-8bb8-1d83e4d9ca6a\",\"source_record\":{\"entity_id\":\"3dd9af30-8d9d-3fb0-8bb8-1d83e4d9ca6a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ME 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"3dd9af30-8d9d-3fb0-8bb8-1d83e4d9ca6a\",\"source_record\":{\"entity_id\":\"3dd9af30-8d9d-3fb0-8bb8-1d83e4d9ca6a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"ME 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"3dd9af30-8d9d-3fb0-8bb8-1d83e4d9ca6a\",\"source_record\":{\"entity_id\":\"3dd9af30-8d9d-3fb0-8bb8-1d83e4d9ca6a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ME 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"3dd9af30-8d9d-3fb0-8bb8-1d83e4d9ca6a\",\"source_record\":{\"entity_id\":\"3dd9af30-8d9d-3fb0-8bb8-1d83e4d9ca6a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"LIANYI CHEN is recorded teaching in Fall 2022, Spring 2023, Fall 2023, Spring 2024, Spring 2025, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ME 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"3dd9af30-8d9d-3fb0-8bb8-1d83e4d9ca6a\",\"source_record\":{\"entity_id\":\"3dd9af30-8d9d-3fb0-8bb8-1d83e4d9ca6a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ME 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"3dd9af30-8d9d-3fb0-8bb8-1d83e4d9ca6a\",\"source_record\":{\"entity_id\":\"3dd9af30-8d9d-3fb0-8bb8-1d83e4d9ca6a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"MICHAEL DECICCO is recorded teaching in Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"}],\"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}]