[{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_2bf45d0bab2b1a577ef14a23","course_id":"CIVENGR 574","catalog_version_id":"4aff139dfebf6d8b89a8ce898f8f3698068513cae2d9ca777b00bb14784352e8","record_version_id":"2d419ea5b5be9930517a753f7a7f5af3b1cf580a1278124015f5afca48e7d2c5","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"b7f43045bf622fc4f34621966bb0be0768a88af742ec13d72ee3684cb6cda0d9","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"CIV ENGR 370, graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":370,\"minimum_grade\":null,\"subjects\":[\"CIVENGR\"],\"timing\":\"prior\"},\"evidence\":\"CIV ENGR 370\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n3\",\"kind\":\"condition\"}],\"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_2bf45d0bab2b1a577ef14a23","course_id":"CIVENGR 574","catalog_version_id":"4aff139dfebf6d8b89a8ce898f8f3698068513cae2d9ca777b00bb14784352e8","record_version_id":"2d419ea5b5be9930517a753f7a7f5af3b1cf580a1278124015f5afca48e7d2c5","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"b7f43045bf622fc4f34621966bb0be0768a88af742ec13d72ee3684cb6cda0d9","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CIVENGR 370\",\"field\":\"description\",\"quote\":\"Characteristics of transportation supply and demand; measuring and estimating demand; social and environmental impacts; planning of transportation systems; characteristics of transportation modes; interaction between modes; mode interfaces; transportation technology; economics; public policy, implementation and management.\"}],\"text\":\"Foundations in transportation engineering, including demand estimation, system planning, mode characteristics, and policy implementation.\"}],\"search_phrases\":[\"CIVENGR 574 traffic control design\",\"traffic signal systems engineering\",\"transportation management strategies\",\"CIVENGR 370 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CIVENGR 574\",\"field\":\"description\",\"quote\":\"Traffic data collection studies; measures of effectiveness and evaluation of traffic system performance; design and application of traffic control devices; design of traffic signal systems; operational controls and traffic management strategies.\"}],\"text\":\"Traffic data collection and performance evaluation.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 574\",\"field\":\"description\",\"quote\":\"design and application of traffic control devices\"}],\"text\":\"Design and application of traffic control devices.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 574\",\"field\":\"description\",\"quote\":\"design of traffic signal systems\"}],\"text\":\"Design of traffic signal systems.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 574\",\"field\":\"description\",\"quote\":\"operational controls and traffic management strategies\"}],\"text\":\"Operational controls and traffic management strategies.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CIVENGR 574\",\"field\":\"title\",\"quote\":\"TRAFFIC CONTROL\"},{\"course_id\":\"CIVENGR 574\",\"field\":\"description\",\"quote\":\"Traffic data collection studies; measures of effectiveness and evaluation of traffic system performance; design and application of traffic control devices; design of traffic signal systems; operational controls and traffic management strategies.\"}],\"text\":\"CIVENGR 574 covers traffic data collection, system performance evaluation, and the design of traffic control devices and signal systems.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CIVENGR 574\",\"field\":\"description\",\"quote\":\"Traffic data collection studies\"}],\"text\":\"Traffic data collection studies.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 574\",\"field\":\"description\",\"quote\":\"measures of effectiveness and evaluation of traffic system performance\"}],\"text\":\"Measures of effectiveness and traffic system performance evaluation.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 574\",\"field\":\"description\",\"quote\":\"design and application of traffic control devices\"}],\"text\":\"Traffic control devices.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 574\",\"field\":\"description\",\"quote\":\"design of traffic signal systems\"}],\"text\":\"Traffic signal systems.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 574\",\"field\":\"description\",\"quote\":\"operational controls and traffic management strategies\"}],\"text\":\"Operational controls and traffic management strategies.\"}]}","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_2bf45d0bab2b1a577ef14a23","course_id":"CIVENGR 574","catalog_version_id":"4aff139dfebf6d8b89a8ce898f8f3698068513cae2d9ca777b00bb14784352e8","record_version_id":"2d419ea5b5be9930517a753f7a7f5af3b1cf580a1278124015f5afca48e7d2c5","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"b7f43045bf622fc4f34621966bb0be0768a88af742ec13d72ee3684cb6cda0d9","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_2bf45d0bab2b1a577ef14a23","course_id":"CIVENGR 574","catalog_version_id":"4aff139dfebf6d8b89a8ce898f8f3698068513cae2d9ca777b00bb14784352e8","record_version_id":"2d419ea5b5be9930517a753f7a7f5af3b1cf580a1278124015f5afca48e7d2c5","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"e809388afea870d7ca37ae97eff91e666a10e62741f1e007192d4c682cc6db23","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"CIV ENGR 370, graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":370,\"minimum_grade\":null,\"subjects\":[\"CIVENGR\"],\"timing\":\"prior\"},\"evidence\":\"CIV ENGR 370\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n3\",\"kind\":\"condition\"}],\"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_2bf45d0bab2b1a577ef14a23","course_id":"CIVENGR 574","catalog_version_id":"4aff139dfebf6d8b89a8ce898f8f3698068513cae2d9ca777b00bb14784352e8","record_version_id":"2d419ea5b5be9930517a753f7a7f5af3b1cf580a1278124015f5afca48e7d2c5","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"e809388afea870d7ca37ae97eff91e666a10e62741f1e007192d4c682cc6db23","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CIVENGR 370\",\"field\":\"description\",\"quote\":\"Characteristics of transportation supply and demand; measuring and estimating demand; social and environmental impacts; planning of transportation systems; characteristics of transportation modes; interaction between modes; mode interfaces; transportation technology; economics; public policy, implementation and management.\"}],\"text\":\"Foundations in transportation engineering, including demand estimation, system planning, mode characteristics, and policy implementation.\"}],\"search_phrases\":[\"CIVENGR 574 traffic control design\",\"traffic signal systems engineering\",\"transportation management strategies\",\"CIVENGR 370 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CIVENGR 574\",\"field\":\"description\",\"quote\":\"Traffic data collection studies; measures of effectiveness and evaluation of traffic system performance; design and application of traffic control devices; design of traffic signal systems; operational controls and traffic management strategies.\"}],\"text\":\"Traffic data collection and performance evaluation.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 574\",\"field\":\"description\",\"quote\":\"design and application of traffic control devices\"}],\"text\":\"Design and application of traffic control devices.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 574\",\"field\":\"description\",\"quote\":\"design of traffic signal systems\"}],\"text\":\"Design of traffic signal systems.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 574\",\"field\":\"description\",\"quote\":\"operational controls and traffic management strategies\"}],\"text\":\"Operational controls and traffic management strategies.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CIVENGR 574\",\"field\":\"title\",\"quote\":\"TRAFFIC CONTROL\"},{\"course_id\":\"CIVENGR 574\",\"field\":\"description\",\"quote\":\"Traffic data collection studies; measures of effectiveness and evaluation of traffic system performance; design and application of traffic control devices; design of traffic signal systems; operational controls and traffic management strategies.\"}],\"text\":\"CIVENGR 574 covers traffic data collection, system performance evaluation, and the design of traffic control devices and signal systems.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CIVENGR 574\",\"field\":\"description\",\"quote\":\"Traffic data collection studies\"}],\"text\":\"Traffic data collection studies.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 574\",\"field\":\"description\",\"quote\":\"measures of effectiveness and evaluation of traffic system performance\"}],\"text\":\"Measures of effectiveness and traffic system performance evaluation.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 574\",\"field\":\"description\",\"quote\":\"design and application of traffic control devices\"}],\"text\":\"Traffic control devices.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 574\",\"field\":\"description\",\"quote\":\"design of traffic signal systems\"}],\"text\":\"Traffic signal systems.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 574\",\"field\":\"description\",\"quote\":\"operational controls and traffic management strategies\"}],\"text\":\"Operational controls and traffic management strategies.\"}]}","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_2bf45d0bab2b1a577ef14a23","course_id":"CIVENGR 574","catalog_version_id":"4aff139dfebf6d8b89a8ce898f8f3698068513cae2d9ca777b00bb14784352e8","record_version_id":"2d419ea5b5be9930517a753f7a7f5af3b1cf580a1278124015f5afca48e7d2c5","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"e809388afea870d7ca37ae97eff91e666a10e62741f1e007192d4c682cc6db23","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_2bf45d0bab2b1a577ef14a23","course_id":"CIVENGR 574","catalog_version_id":"4aff139dfebf6d8b89a8ce898f8f3698068513cae2d9ca777b00bb14784352e8","record_version_id":"2d419ea5b5be9930517a753f7a7f5af3b1cf580a1278124015f5afca48e7d2c5","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"b4a8c398e95b04390132e40a7c703cfb295e274d01d693fd82397826eeca2a78","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"CIV ENGR 370, graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":370,\"minimum_grade\":null,\"subjects\":[\"CIVENGR\"],\"timing\":\"prior\"},\"evidence\":\"CIV ENGR 370\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n3\",\"kind\":\"condition\"}],\"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_2bf45d0bab2b1a577ef14a23","course_id":"CIVENGR 574","catalog_version_id":"4aff139dfebf6d8b89a8ce898f8f3698068513cae2d9ca777b00bb14784352e8","record_version_id":"2d419ea5b5be9930517a753f7a7f5af3b1cf580a1278124015f5afca48e7d2c5","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"b4a8c398e95b04390132e40a7c703cfb295e274d01d693fd82397826eeca2a78","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CIVENGR 370\",\"field\":\"description\",\"quote\":\"Characteristics of transportation supply and demand; measuring and estimating demand; social and environmental impacts; planning of transportation systems; characteristics of transportation modes; interaction between modes; mode interfaces; transportation technology; economics; public policy, implementation and management.\"}],\"text\":\"Foundations in transportation engineering, including demand estimation, system planning, mode characteristics, and policy implementation.\"}],\"search_phrases\":[\"CIVENGR 574 traffic control design\",\"traffic signal systems engineering\",\"transportation management strategies\",\"CIVENGR 370 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CIVENGR 574\",\"field\":\"description\",\"quote\":\"Traffic data collection studies; measures of effectiveness and evaluation of traffic system performance; design and application of traffic control devices; design of traffic signal systems; operational controls and traffic management strategies.\"}],\"text\":\"Traffic data collection and performance evaluation.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 574\",\"field\":\"description\",\"quote\":\"design and application of traffic control devices\"}],\"text\":\"Design and application of traffic control devices.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 574\",\"field\":\"description\",\"quote\":\"design of traffic signal systems\"}],\"text\":\"Design of traffic signal systems.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 574\",\"field\":\"description\",\"quote\":\"operational controls and traffic management strategies\"}],\"text\":\"Operational controls and traffic management strategies.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CIVENGR 574\",\"field\":\"title\",\"quote\":\"TRAFFIC CONTROL\"},{\"course_id\":\"CIVENGR 574\",\"field\":\"description\",\"quote\":\"Traffic data collection studies; measures of effectiveness and evaluation of traffic system performance; design and application of traffic control devices; design of traffic signal systems; operational controls and traffic management strategies.\"}],\"text\":\"CIVENGR 574 covers traffic data collection, system performance evaluation, and the design of traffic control devices and signal systems.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CIVENGR 574\",\"field\":\"description\",\"quote\":\"Traffic data collection studies\"}],\"text\":\"Traffic data collection studies.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 574\",\"field\":\"description\",\"quote\":\"measures of effectiveness and evaluation of traffic system performance\"}],\"text\":\"Measures of effectiveness and traffic system performance evaluation.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 574\",\"field\":\"description\",\"quote\":\"design and application of traffic control devices\"}],\"text\":\"Traffic control devices.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 574\",\"field\":\"description\",\"quote\":\"design of traffic signal systems\"}],\"text\":\"Traffic signal systems.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 574\",\"field\":\"description\",\"quote\":\"operational controls and traffic management strategies\"}],\"text\":\"Operational controls and traffic management strategies.\"}]}","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_2bf45d0bab2b1a577ef14a23","course_id":"CIVENGR 574","catalog_version_id":"4aff139dfebf6d8b89a8ce898f8f3698068513cae2d9ca777b00bb14784352e8","record_version_id":"2d419ea5b5be9930517a753f7a7f5af3b1cf580a1278124015f5afca48e7d2c5","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"b4a8c398e95b04390132e40a7c703cfb295e274d01d693fd82397826eeca2a78","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_2bf45d0bab2b1a577ef14a23","course_id":"CIVENGR 574","catalog_version_id":"4aff139dfebf6d8b89a8ce898f8f3698068513cae2d9ca777b00bb14784352e8","record_version_id":"2d419ea5b5be9930517a753f7a7f5af3b1cf580a1278124015f5afca48e7d2c5","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"b4a8c398e95b04390132e40a7c703cfb295e274d01d693fd82397826eeca2a78","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"b2cebfdc58abbe1d22110c2aa4f7eac5a965deffd328c2299747f7bbcf70609b\",\"course_id\":\"CIVENGR 574\",\"current_instructors\":[{\"instructor_uid\":\"instructor_b0c1e3584221f7a6d06a0ecd\",\"message\":\"No course-specific reviews available\",\"name\":\"Xiaopeng Li\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2929394\",\"summary\":[{\"citations\":[{\"course_id\":\"CIVENGR 574\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dd2bfef4-f2af-3756-ab89-ac36a1f54b76\",\"source_record\":{\"entity_id\":\"dd2bfef4-f2af-3756-ab89-ac36a1f54b76\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR 574\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dd2bfef4-f2af-3756-ab89-ac36a1f54b76\",\"source_record\":{\"entity_id\":\"dd2bfef4-f2af-3756-ab89-ac36a1f54b76\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR 574\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dd2bfef4-f2af-3756-ab89-ac36a1f54b76\",\"source_record\":{\"entity_id\":\"dd2bfef4-f2af-3756-ab89-ac36a1f54b76\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.97 GPA, 100.0% A/AB (n=15 letter grades); Fall 2024: 3.80 GPA, 90.0% A/AB (n=10 letter grades); Fall 2025: 3.87 GPA, 100.0% A/AB (n=15 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"CIVENGR 574\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"dd2bfef4-f2af-3756-ab89-ac36a1f54b76\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR 574\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"dd2bfef4-f2af-3756-ab89-ac36a1f54b76\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR 574\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"dd2bfef4-f2af-3756-ab89-ac36a1f54b76\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.97 GPA, 100.0% A/AB (n=15 letter grades); Fall 2024: 3.80 GPA, 90.0% A/AB (n=10 letter grades); Fall 2025: 3.87 GPA, 100.0% A/AB (n=15 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"CIVENGR 574\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dd2bfef4-f2af-3756-ab89-ac36a1f54b76\",\"source_record\":{\"entity_id\":\"dd2bfef4-f2af-3756-ab89-ac36a1f54b76\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR 574\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dd2bfef4-f2af-3756-ab89-ac36a1f54b76\",\"source_record\":{\"entity_id\":\"dd2bfef4-f2af-3756-ab89-ac36a1f54b76\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR 574\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dd2bfef4-f2af-3756-ab89-ac36a1f54b76\",\"source_record\":{\"entity_id\":\"dd2bfef4-f2af-3756-ab89-ac36a1f54b76\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"XIAOPENG LI is recorded teaching in Fall 2023, 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}]