[{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_a486f495d47a28ece9f8e181","course_id":"ISYE 415","catalog_version_id":"89d366f32d6e264ca4f2ae95f6e14b9866fb079e9d5e118d042daaecb6895a70","record_version_id":"c864f78d3db3c3c6c03e9460bab82989fa2cf83fcb7afbe90b4e1b0cae6ad821","job_id":"enrich-03fec27af95860a0bfdd385b","output_id":"8a5c00256cca73fcd94db55c7bdb1c3c23906c27a8c87c0c0b3ace182ba65b4c","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"I SY E 315, member of Engineering Guest Students, or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":315,\"minimum_grade\":null,\"subjects\":[\"ISYE\"],\"timing\":\"prior\"},\"evidence\":\"I SY E 315\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students, or graduate/professional standing\",\"course\":null,\"evidence\":\"member of Engineering Guest Students, or graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[],\"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_a486f495d47a28ece9f8e181","course_id":"ISYE 415","catalog_version_id":"89d366f32d6e264ca4f2ae95f6e14b9866fb079e9d5e118d042daaecb6895a70","record_version_id":"c864f78d3db3c3c6c03e9460bab82989fa2cf83fcb7afbe90b4e1b0cae6ad821","job_id":"enrich-03fec27af95860a0bfdd385b","output_id":"8a5c00256cca73fcd94db55c7bdb1c3c23906c27a8c87c0c0b3ace182ba65b4c","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ISYE 315\",\"field\":\"requirements_text\",\"quote\":\"(I SY E 210,E C E 331,MATH/STAT 309,STAT 311,324,371,MATH/STAT 431,531, or concurrent enrollment)\"}],\"text\":\"Prerequisites from ISYE 315 including ISYE 210, ECE 331, and various Math/Stat courses.\"}],\"search_phrases\":[\"discrete part manufacturing\",\"manufacturing systems design\",\"ISYE 415 prerequisites\",\"production planning control\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ISYE 415\",\"field\":\"description\",\"quote\":\"development of an understanding of the behavior of integrated systems\"}],\"text\":\"Understanding the behavior of integrated manufacturing systems.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ISYE 415\",\"field\":\"description\",\"quote\":\"Introduction to the technologies, processes and systems of modern discrete part manufacturing.\"}],\"text\":\"Introduction to technologies, processes, and systems of modern discrete part manufacturing.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ISYE 415\",\"field\":\"description\",\"quote\":\"technologies, processes and systems of modern discrete part manufacturing\"}],\"text\":\"Technologies, processes, and systems of modern discrete part manufacturing.\"}]}","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_a486f495d47a28ece9f8e181","course_id":"ISYE 415","catalog_version_id":"89d366f32d6e264ca4f2ae95f6e14b9866fb079e9d5e118d042daaecb6895a70","record_version_id":"c864f78d3db3c3c6c03e9460bab82989fa2cf83fcb7afbe90b4e1b0cae6ad821","job_id":"enrich-03fec27af95860a0bfdd385b","output_id":"8a5c00256cca73fcd94db55c7bdb1c3c23906c27a8c87c0c0b3ace182ba65b4c","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_a486f495d47a28ece9f8e181","course_id":"ISYE 415","catalog_version_id":"89d366f32d6e264ca4f2ae95f6e14b9866fb079e9d5e118d042daaecb6895a70","record_version_id":"c864f78d3db3c3c6c03e9460bab82989fa2cf83fcb7afbe90b4e1b0cae6ad821","job_id":"enrich-03fec27af95860a0bfdd385b","output_id":"8a5c00256cca73fcd94db55c7bdb1c3c23906c27a8c87c0c0b3ace182ba65b4c","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"1e31e894e6a8823166179e83609063b575891b3bedf137bfb700d1376c6d445e\",\"course_id\":\"ISYE 415\",\"current_instructors\":[{\"instructor_uid\":\"instructor_a8a9492310b4fdcecd06a914\",\"message\":\"No course-specific reviews available\",\"name\":\"Hantang Qin\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2920138\",\"summary\":[{\"citations\":[{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.65 GPA, 92.6% A/AB (n=27 letter grades); Fall 2025: 3.64 GPA, 78.6% A/AB (n=14 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Darek Ceglarek\",\"review_date\":\"2012-03-03 09:32:10 +0000 UTC\",\"review_id\":\"531e419744f1398cea0727b4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:857516\",\"source_review_id\":\"UmF0aW5nLTE5ODc1NTE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/857516\",\"type\":\"review\"}],\"text\":\"Historical reviews of Darek Ceglarek: Students must engage in substantial independent work and preparation to handle the challenging material.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Darek Ceglarek\",\"review_date\":\"2012-03-03 09:32:10 +0000 UTC\",\"review_id\":\"531e419744f1398cea0727b4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:857516\",\"source_review_id\":\"UmF0aW5nLTE5ODc1NTE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/857516\",\"type\":\"review\"}],\"text\":\"Historical reviews of Darek Ceglarek: Darek Ceglarek provided enthusiastic and helpful instruction for challenging content requiring significant independent work.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Darek Ceglarek\",\"review_date\":\"2012-03-03 09:32:10 +0000 UTC\",\"review_id\":\"531e419744f1398cea0727b4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:857516\",\"source_review_id\":\"UmF0aW5nLTE5ODc1NTE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/857516\",\"type\":\"review\"}],\"text\":\"The course features challenging content that requires significant independent work and preparation, as reported by a reviewer of historical instructor Darek Ceglarek.\"},{\"citations\":[{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.12 GPA, 50.0% A/AB (n=28 letter grades); Spring 2025: 3.65 GPA, 92.6% A/AB (n=27 letter grades); Fall 2025: 3.64 GPA, 78.6% A/AB (n=14 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Xin Wang\",\"review_date\":\"2018-05-21 11:46:51 +0000 UTC\",\"review_id\":\"4f974fe8af9751871d93d409\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2162645\",\"source_review_id\":\"UmF0aW5nLTMwMTYwNTA5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2162645\",\"type\":\"review\"}],\"text\":\"Historical reviews of Xin Wang describe pacing issues, with material covered too slowly then too quickly, leading to poor learning outcomes.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"HANTANG QIN is recorded teaching in Spring 2025, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"}],\"text\":\"XIN WANG is recorded teaching in Spring 2017, Spring 2018, Spring 2019. 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},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_a486f495d47a28ece9f8e181","course_id":"ISYE 415","catalog_version_id":"89d366f32d6e264ca4f2ae95f6e14b9866fb079e9d5e118d042daaecb6895a70","record_version_id":"c864f78d3db3c3c6c03e9460bab82989fa2cf83fcb7afbe90b4e1b0cae6ad821","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"51c6bdc3e9ccf32aa3a26c096d2627fc1dc2ba66015ce3467d804c45dac0d3a2","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"I SY E 315, member of Engineering Guest Students, or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":315,\"minimum_grade\":null,\"subjects\":[\"ISYE\"],\"timing\":\"prior\"},\"evidence\":\"I SY E 315\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students, or graduate/professional standing\",\"course\":null,\"evidence\":\"member of Engineering Guest Students, or graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[],\"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_a486f495d47a28ece9f8e181","course_id":"ISYE 415","catalog_version_id":"89d366f32d6e264ca4f2ae95f6e14b9866fb079e9d5e118d042daaecb6895a70","record_version_id":"c864f78d3db3c3c6c03e9460bab82989fa2cf83fcb7afbe90b4e1b0cae6ad821","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"51c6bdc3e9ccf32aa3a26c096d2627fc1dc2ba66015ce3467d804c45dac0d3a2","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ISYE 315\",\"field\":\"requirements_text\",\"quote\":\"(I SY E 210,E C E 331,MATH/STAT 309,STAT 311,324,371,MATH/STAT 431,531, or concurrent enrollment)\"}],\"text\":\"Prerequisites from ISYE 315 including ISYE 210, ECE 331, and various Math/Stat courses.\"}],\"search_phrases\":[\"discrete part manufacturing\",\"manufacturing systems design\",\"ISYE 415 prerequisites\",\"production planning control\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ISYE 415\",\"field\":\"description\",\"quote\":\"development of an understanding of the behavior of integrated systems\"}],\"text\":\"Understanding the behavior of integrated manufacturing systems.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ISYE 415\",\"field\":\"description\",\"quote\":\"Introduction to the technologies, processes and systems of modern discrete part manufacturing.\"}],\"text\":\"Introduction to technologies, processes, and systems of modern discrete part manufacturing.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ISYE 415\",\"field\":\"description\",\"quote\":\"technologies, processes and systems of modern discrete part manufacturing\"}],\"text\":\"Technologies, processes, and systems of modern discrete part manufacturing.\"}]}","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_a486f495d47a28ece9f8e181","course_id":"ISYE 415","catalog_version_id":"89d366f32d6e264ca4f2ae95f6e14b9866fb079e9d5e118d042daaecb6895a70","record_version_id":"c864f78d3db3c3c6c03e9460bab82989fa2cf83fcb7afbe90b4e1b0cae6ad821","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"51c6bdc3e9ccf32aa3a26c096d2627fc1dc2ba66015ce3467d804c45dac0d3a2","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_a486f495d47a28ece9f8e181","course_id":"ISYE 415","catalog_version_id":"89d366f32d6e264ca4f2ae95f6e14b9866fb079e9d5e118d042daaecb6895a70","record_version_id":"c864f78d3db3c3c6c03e9460bab82989fa2cf83fcb7afbe90b4e1b0cae6ad821","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"bc255f5cb773c59c21779729895c7dbdf55e19bf58906ea7db04521ce3f9f340","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"I SY E 315, member of Engineering Guest Students, or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":315,\"minimum_grade\":null,\"subjects\":[\"ISYE\"],\"timing\":\"prior\"},\"evidence\":\"I SY E 315\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students, or graduate/professional standing\",\"course\":null,\"evidence\":\"member of Engineering Guest Students, or graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[],\"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_a486f495d47a28ece9f8e181","course_id":"ISYE 415","catalog_version_id":"89d366f32d6e264ca4f2ae95f6e14b9866fb079e9d5e118d042daaecb6895a70","record_version_id":"c864f78d3db3c3c6c03e9460bab82989fa2cf83fcb7afbe90b4e1b0cae6ad821","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"bc255f5cb773c59c21779729895c7dbdf55e19bf58906ea7db04521ce3f9f340","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ISYE 315\",\"field\":\"requirements_text\",\"quote\":\"(I SY E 210,E C E 331,MATH/STAT 309,STAT 311,324,371,MATH/STAT 431,531, or concurrent enrollment)\"}],\"text\":\"Prerequisites from ISYE 315 including ISYE 210, ECE 331, and various Math/Stat courses.\"}],\"search_phrases\":[\"discrete part manufacturing\",\"manufacturing systems design\",\"ISYE 415 prerequisites\",\"production planning control\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ISYE 415\",\"field\":\"description\",\"quote\":\"development of an understanding of the behavior of integrated systems\"}],\"text\":\"Understanding the behavior of integrated manufacturing systems.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ISYE 415\",\"field\":\"description\",\"quote\":\"Introduction to the technologies, processes and systems of modern discrete part manufacturing.\"}],\"text\":\"Introduction to technologies, processes, and systems of modern discrete part manufacturing.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ISYE 415\",\"field\":\"description\",\"quote\":\"technologies, processes and systems of modern discrete part manufacturing\"}],\"text\":\"Technologies, processes, and systems of modern discrete part manufacturing.\"}]}","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_a486f495d47a28ece9f8e181","course_id":"ISYE 415","catalog_version_id":"89d366f32d6e264ca4f2ae95f6e14b9866fb079e9d5e118d042daaecb6895a70","record_version_id":"c864f78d3db3c3c6c03e9460bab82989fa2cf83fcb7afbe90b4e1b0cae6ad821","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"bc255f5cb773c59c21779729895c7dbdf55e19bf58906ea7db04521ce3f9f340","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_a486f495d47a28ece9f8e181","course_id":"ISYE 415","catalog_version_id":"89d366f32d6e264ca4f2ae95f6e14b9866fb079e9d5e118d042daaecb6895a70","record_version_id":"c864f78d3db3c3c6c03e9460bab82989fa2cf83fcb7afbe90b4e1b0cae6ad821","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"a6ddadf44a5fef9bc03080368853ba34808e5a3984fa979242ac695021af8163","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"I SY E 315, member of Engineering Guest Students, or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":315,\"minimum_grade\":null,\"subjects\":[\"ISYE\"],\"timing\":\"prior\"},\"evidence\":\"I SY E 315\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students, or graduate/professional standing\",\"course\":null,\"evidence\":\"member of Engineering Guest Students, or graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[],\"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_a486f495d47a28ece9f8e181","course_id":"ISYE 415","catalog_version_id":"89d366f32d6e264ca4f2ae95f6e14b9866fb079e9d5e118d042daaecb6895a70","record_version_id":"c864f78d3db3c3c6c03e9460bab82989fa2cf83fcb7afbe90b4e1b0cae6ad821","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"a6ddadf44a5fef9bc03080368853ba34808e5a3984fa979242ac695021af8163","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ISYE 315\",\"field\":\"requirements_text\",\"quote\":\"(I SY E 210,E C E 331,MATH/STAT 309,STAT 311,324,371,MATH/STAT 431,531, or concurrent enrollment)\"}],\"text\":\"Prerequisites from ISYE 315 including ISYE 210, ECE 331, and various Math/Stat courses.\"}],\"search_phrases\":[\"discrete part manufacturing\",\"manufacturing systems design\",\"ISYE 415 prerequisites\",\"production planning control\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ISYE 415\",\"field\":\"description\",\"quote\":\"development of an understanding of the behavior of integrated systems\"}],\"text\":\"Understanding the behavior of integrated manufacturing systems.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ISYE 415\",\"field\":\"description\",\"quote\":\"Introduction to the technologies, processes and systems of modern discrete part manufacturing.\"}],\"text\":\"Introduction to technologies, processes, and systems of modern discrete part manufacturing.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ISYE 415\",\"field\":\"description\",\"quote\":\"technologies, processes and systems of modern discrete part manufacturing\"}],\"text\":\"Technologies, processes, and systems of modern discrete part manufacturing.\"}]}","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_a486f495d47a28ece9f8e181","course_id":"ISYE 415","catalog_version_id":"89d366f32d6e264ca4f2ae95f6e14b9866fb079e9d5e118d042daaecb6895a70","record_version_id":"c864f78d3db3c3c6c03e9460bab82989fa2cf83fcb7afbe90b4e1b0cae6ad821","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"a6ddadf44a5fef9bc03080368853ba34808e5a3984fa979242ac695021af8163","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_a486f495d47a28ece9f8e181","course_id":"ISYE 415","catalog_version_id":"89d366f32d6e264ca4f2ae95f6e14b9866fb079e9d5e118d042daaecb6895a70","record_version_id":"c864f78d3db3c3c6c03e9460bab82989fa2cf83fcb7afbe90b4e1b0cae6ad821","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"a6ddadf44a5fef9bc03080368853ba34808e5a3984fa979242ac695021af8163","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"1e31e894e6a8823166179e83609063b575891b3bedf137bfb700d1376c6d445e\",\"course_id\":\"ISYE 415\",\"current_instructors\":[{\"instructor_uid\":\"instructor_a8a9492310b4fdcecd06a914\",\"message\":\"No course-specific reviews available\",\"name\":\"Hantang Qin\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2920138\",\"summary\":[{\"citations\":[{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.65 GPA, 92.6% A/AB (n=27 letter grades); Fall 2025: 3.64 GPA, 78.6% A/AB (n=14 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"history\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.12 GPA, 50.0% A/AB (n=28 letter grades); Spring 2025: 3.65 GPA, 92.6% A/AB (n=27 letter grades); Fall 2025: 3.64 GPA, 78.6% A/AB (n=14 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"HANTANG QIN is recorded teaching in Spring 2025, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"}],\"text\":\"XIN WANG is recorded teaching in Spring 2017, Spring 2018, Spring 2019. 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":"[{\"mode\": \"history\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"overview\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}]","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_a486f495d47a28ece9f8e181","course_id":"ISYE 415","catalog_version_id":"89d366f32d6e264ca4f2ae95f6e14b9866fb079e9d5e118d042daaecb6895a70","record_version_id":"c864f78d3db3c3c6c03e9460bab82989fa2cf83fcb7afbe90b4e1b0cae6ad821","job_id":"enrich-ecd149b6a6e0877fce2f3d1c","output_id":"2e0b087321155b530504fb5f471b0981732cd975247f25bf1e5d050adf59f09e","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"I SY E 315, member of Engineering Guest Students, or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":315,\"minimum_grade\":null,\"subjects\":[\"ISYE\"],\"timing\":\"prior\"},\"evidence\":\"I SY E 315\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students, or graduate/professional standing\",\"course\":null,\"evidence\":\"member of Engineering Guest Students, or graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[],\"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_a486f495d47a28ece9f8e181","course_id":"ISYE 415","catalog_version_id":"89d366f32d6e264ca4f2ae95f6e14b9866fb079e9d5e118d042daaecb6895a70","record_version_id":"c864f78d3db3c3c6c03e9460bab82989fa2cf83fcb7afbe90b4e1b0cae6ad821","job_id":"enrich-ecd149b6a6e0877fce2f3d1c","output_id":"2e0b087321155b530504fb5f471b0981732cd975247f25bf1e5d050adf59f09e","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ISYE 315\",\"field\":\"requirements_text\",\"quote\":\"(I SY E 210,E C E 331,MATH/STAT 309,STAT 311,324,371,MATH/STAT 431,531, or concurrent enrollment)\"}],\"text\":\"Prerequisites from ISYE 315 including ISYE 210, ECE 331, and various Math/Stat courses.\"}],\"search_phrases\":[\"discrete part manufacturing\",\"manufacturing systems design\",\"ISYE 415 prerequisites\",\"production planning control\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ISYE 415\",\"field\":\"description\",\"quote\":\"development of an understanding of the behavior of integrated systems\"}],\"text\":\"Understanding the behavior of integrated manufacturing systems.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ISYE 415\",\"field\":\"description\",\"quote\":\"Introduction to the technologies, processes and systems of modern discrete part manufacturing.\"}],\"text\":\"Introduction to technologies, processes, and systems of modern discrete part manufacturing.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ISYE 415\",\"field\":\"description\",\"quote\":\"technologies, processes and systems of modern discrete part manufacturing\"}],\"text\":\"Technologies, processes, and systems of modern discrete part manufacturing.\"}]}","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_a486f495d47a28ece9f8e181","course_id":"ISYE 415","catalog_version_id":"89d366f32d6e264ca4f2ae95f6e14b9866fb079e9d5e118d042daaecb6895a70","record_version_id":"c864f78d3db3c3c6c03e9460bab82989fa2cf83fcb7afbe90b4e1b0cae6ad821","job_id":"enrich-ecd149b6a6e0877fce2f3d1c","output_id":"2e0b087321155b530504fb5f471b0981732cd975247f25bf1e5d050adf59f09e","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_a486f495d47a28ece9f8e181","course_id":"ISYE 415","catalog_version_id":"89d366f32d6e264ca4f2ae95f6e14b9866fb079e9d5e118d042daaecb6895a70","record_version_id":"c864f78d3db3c3c6c03e9460bab82989fa2cf83fcb7afbe90b4e1b0cae6ad821","job_id":"enrich-ecd149b6a6e0877fce2f3d1c","output_id":"2e0b087321155b530504fb5f471b0981732cd975247f25bf1e5d050adf59f09e","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"1e31e894e6a8823166179e83609063b575891b3bedf137bfb700d1376c6d445e\",\"course_id\":\"ISYE 415\",\"current_instructors\":[{\"instructor_uid\":\"instructor_a8a9492310b4fdcecd06a914\",\"message\":\"No course-specific reviews available\",\"name\":\"Hantang Qin\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2920138\",\"summary\":[{\"citations\":[{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.65 GPA, 92.6% A/AB (n=27 letter grades); Fall 2025: 3.64 GPA, 78.6% A/AB (n=14 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Darek Ceglarek\",\"review_date\":\"2012-03-03 09:32:10 +0000 UTC\",\"review_id\":\"531e419744f1398cea0727b4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:857516\",\"source_review_id\":\"UmF0aW5nLTE5ODc1NTE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/857516\",\"type\":\"review\"}],\"text\":\"Historical reviews of Darek Ceglarek: Students must engage in substantial independent work and preparation to handle the challenging material.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Darek Ceglarek\",\"review_date\":\"2012-03-03 09:32:10 +0000 UTC\",\"review_id\":\"531e419744f1398cea0727b4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:857516\",\"source_review_id\":\"UmF0aW5nLTE5ODc1NTE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/857516\",\"type\":\"review\"}],\"text\":\"Historical reviews of Darek Ceglarek: Darek Ceglarek provided enthusiastic and helpful instruction with challenging content that required significant independent work and preparation (review:1).\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Darek Ceglarek\",\"review_date\":\"2012-03-03 09:32:10 +0000 UTC\",\"review_id\":\"531e419744f1398cea0727b4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:857516\",\"source_review_id\":\"UmF0aW5nLTE5ODc1NTE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/857516\",\"type\":\"review\"}],\"text\":\"The course features challenging content that requires significant independent work and preparation, as reported by a reviewer of historical instructor Darek Ceglarek.\"},{\"citations\":[{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.12 GPA, 50.0% A/AB (n=28 letter grades); Spring 2025: 3.65 GPA, 92.6% A/AB (n=27 letter grades); Fall 2025: 3.64 GPA, 78.6% A/AB (n=14 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Xin Wang\",\"review_date\":\"2018-05-21 11:46:51 +0000 UTC\",\"review_id\":\"4f974fe8af9751871d93d409\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2162645\",\"source_review_id\":\"UmF0aW5nLTMwMTYwNTA5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2162645\",\"type\":\"review\"}],\"text\":\"Historical reviews of Xin Wang describe pacing issues, with material covered too slowly then too quickly, leading to poor learning outcomes.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"HANTANG QIN is recorded teaching in Spring 2025, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"}],\"text\":\"XIN WANG is recorded teaching in Spring 2017, Spring 2018, Spring 2019. 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},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_a486f495d47a28ece9f8e181","course_id":"ISYE 415","catalog_version_id":"89d366f32d6e264ca4f2ae95f6e14b9866fb079e9d5e118d042daaecb6895a70","record_version_id":"c864f78d3db3c3c6c03e9460bab82989fa2cf83fcb7afbe90b4e1b0cae6ad821","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"10c15a803edfab455465bf3a1e52ad02c91cd4d895af7776f659248acf4bb573","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"I SY E 315, member of Engineering Guest Students, or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":315,\"minimum_grade\":null,\"subjects\":[\"ISYE\"],\"timing\":\"prior\"},\"evidence\":\"I SY E 315\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students, or graduate/professional standing\",\"course\":null,\"evidence\":\"member of Engineering Guest Students, or graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[],\"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_a486f495d47a28ece9f8e181","course_id":"ISYE 415","catalog_version_id":"89d366f32d6e264ca4f2ae95f6e14b9866fb079e9d5e118d042daaecb6895a70","record_version_id":"c864f78d3db3c3c6c03e9460bab82989fa2cf83fcb7afbe90b4e1b0cae6ad821","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"10c15a803edfab455465bf3a1e52ad02c91cd4d895af7776f659248acf4bb573","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ISYE 315\",\"field\":\"requirements_text\",\"quote\":\"(I SY E 210,E C E 331,MATH/STAT 309,STAT 311,324,371,MATH/STAT 431,531, or concurrent enrollment)\"}],\"text\":\"Prerequisites from ISYE 315 including ISYE 210, ECE 331, and various Math/Stat courses.\"}],\"search_phrases\":[\"discrete part manufacturing\",\"manufacturing systems design\",\"ISYE 415 prerequisites\",\"production planning control\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ISYE 415\",\"field\":\"description\",\"quote\":\"development of an understanding of the behavior of integrated systems\"}],\"text\":\"Understanding the behavior of integrated manufacturing systems.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ISYE 415\",\"field\":\"description\",\"quote\":\"Introduction to the technologies, processes and systems of modern discrete part manufacturing.\"}],\"text\":\"Introduction to technologies, processes, and systems of modern discrete part manufacturing.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ISYE 415\",\"field\":\"description\",\"quote\":\"technologies, processes and systems of modern discrete part manufacturing\"}],\"text\":\"Technologies, processes, and systems of modern discrete part manufacturing.\"}]}","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_a486f495d47a28ece9f8e181","course_id":"ISYE 415","catalog_version_id":"89d366f32d6e264ca4f2ae95f6e14b9866fb079e9d5e118d042daaecb6895a70","record_version_id":"c864f78d3db3c3c6c03e9460bab82989fa2cf83fcb7afbe90b4e1b0cae6ad821","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"10c15a803edfab455465bf3a1e52ad02c91cd4d895af7776f659248acf4bb573","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_a486f495d47a28ece9f8e181","course_id":"ISYE 415","catalog_version_id":"89d366f32d6e264ca4f2ae95f6e14b9866fb079e9d5e118d042daaecb6895a70","record_version_id":"c864f78d3db3c3c6c03e9460bab82989fa2cf83fcb7afbe90b4e1b0cae6ad821","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"10c15a803edfab455465bf3a1e52ad02c91cd4d895af7776f659248acf4bb573","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"1e31e894e6a8823166179e83609063b575891b3bedf137bfb700d1376c6d445e\",\"course_id\":\"ISYE 415\",\"current_instructors\":[{\"instructor_uid\":\"instructor_a8a9492310b4fdcecd06a914\",\"message\":\"No course-specific reviews available\",\"name\":\"Hantang Qin\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2920138\",\"summary\":[{\"citations\":[{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.65 GPA, 92.6% A/AB (n=27 letter grades); Fall 2025: 3.64 GPA, 78.6% A/AB (n=14 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Darek Ceglarek\",\"review_date\":\"2012-03-03 09:32:10 +0000 UTC\",\"review_id\":\"531e419744f1398cea0727b4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:857516\",\"source_review_id\":\"UmF0aW5nLTE5ODc1NTE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/857516\",\"type\":\"review\"}],\"text\":\"Historical reviews of Darek Ceglarek: Students must engage in substantial independent work and preparation to handle the challenging material.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Darek Ceglarek\",\"review_date\":\"2012-03-03 09:32:10 +0000 UTC\",\"review_id\":\"531e419744f1398cea0727b4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:857516\",\"source_review_id\":\"UmF0aW5nLTE5ODc1NTE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/857516\",\"type\":\"review\"},{\"instructor_name\":\"Xin Wang\",\"review_date\":\"2018-05-21 11:46:51 +0000 UTC\",\"review_id\":\"4f974fe8af9751871d93d409\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2162645\",\"source_review_id\":\"UmF0aW5nLTMwMTYwNTA5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2162645\",\"type\":\"review\"}],\"text\":\"No reviews are available for current instructor Hantang Qin. Historical reviews for Darek Ceglarek describe him as enthusiastic and helpful with challenging content requiring independent work. Conversely, Xin Wang was criticized for slow pacing and ineffective teaching structure.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Darek Ceglarek\",\"review_date\":\"2012-03-03 09:32:10 +0000 UTC\",\"review_id\":\"531e419744f1398cea0727b4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:857516\",\"source_review_id\":\"UmF0aW5nLTE5ODc1NTE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/857516\",\"type\":\"review\"}],\"text\":\"The course features challenging content that requires significant independent work and preparation, as reported by a reviewer of historical instructor Darek Ceglarek.\"},{\"citations\":[{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.12 GPA, 50.0% A/AB (n=28 letter grades); Spring 2025: 3.65 GPA, 92.6% A/AB (n=27 letter grades); Fall 2025: 3.64 GPA, 78.6% A/AB (n=14 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Xin Wang\",\"review_date\":\"2018-05-21 11:46:51 +0000 UTC\",\"review_id\":\"4f974fe8af9751871d93d409\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2162645\",\"source_review_id\":\"UmF0aW5nLTMwMTYwNTA5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2162645\",\"type\":\"review\"}],\"text\":\"Historical reviews of Xin Wang describe pacing issues, with material covered too slowly then too quickly, leading to poor learning outcomes.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"HANTANG QIN is recorded teaching in Spring 2025, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"ISYE 415\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"source_record\":{\"entity_id\":\"f8b30b05-285f-3719-bf6e-07c4bf64d50f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"}],\"text\":\"XIN WANG is recorded teaching in Spring 2017, Spring 2018, Spring 2019. 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}]