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The course structure included two exams and a final project with presentations.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Allison Mahvi\",\"review_date\":\"2024-01-10 20:58:13 +0000 UTC\",\"review_id\":\"3da89d12ae565c86d111d952\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2895666\",\"source_review_id\":\"UmF0aW5nLTM4ODYzODkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2895666\",\"type\":\"review\"}],\"text\":\"Historical reviews for Allison Mahvi describe her as excellent, with well-organized notes and strong subject coverage. She actively solicited class feedback. The provided evidence does not contain reviews for current instructors Lianyi Chen or Mike Wagner.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Allison Mahvi\",\"review_date\":\"2024-01-10 20:58:13 +0000 UTC\",\"review_id\":\"3da89d12ae565c86d111d952\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2895666\",\"source_review_id\":\"UmF0aW5nLTM4ODYzODkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2895666\",\"type\":\"review\"}],\"text\":\"Historical reviews for Allison Mahvi describe an excellent course with well-organized notes and strong subject coverage. The experience included two exams and a final project with presentations.\"},{\"citations\":[{\"course_id\":\"ME 964\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d3b95912-2369-3737-8369-03afad7fce92\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ME 964\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d3b95912-2369-3737-8369-03afad7fce92\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ME 964\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d3b95912-2369-3737-8369-03afad7fce92\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.57 GPA, 70.4% A/AB (n=27 letter grades); Spring 2025: 3.92 GPA, 96.7% A/AB (n=30 letter grades); Fall 2025: 3.76 GPA, 84.2% A/AB (n=19 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Allison Mahvi\",\"review_date\":\"2024-01-10 20:58:13 +0000 UTC\",\"review_id\":\"3da89d12ae565c86d111d952\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2895666\",\"source_review_id\":\"UmF0aW5nLTM4ODYzODkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2895666\",\"type\":\"review\"}],\"text\":\"Historical reviews of Allison Mahvi: The instructor solicited feedback multiple times and covered the subject well. Notes were very well organized.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ME 964\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":35,\"source_course_id\":\"d3b95912-2369-3737-8369-03afad7fce92\",\"source_record\":{\"entity_id\":\"d3b95912-2369-3737-8369-03afad7fce92\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ME 964\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"d3b95912-2369-3737-8369-03afad7fce92\",\"source_record\":{\"entity_id\":\"d3b95912-2369-3737-8369-03afad7fce92\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"ALLISON MAHVI is recorded teaching in Fall 2023, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ME 964\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d3b95912-2369-3737-8369-03afad7fce92\",\"source_record\":{\"entity_id\":\"d3b95912-2369-3737-8369-03afad7fce92\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"ME 964\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d3b95912-2369-3737-8369-03afad7fce92\",\"source_record\":{\"entity_id\":\"d3b95912-2369-3737-8369-03afad7fce92\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"ME 964\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d3b95912-2369-3737-8369-03afad7fce92\",\"source_record\":{\"entity_id\":\"d3b95912-2369-3737-8369-03afad7fce92\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"ME 964\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d3b95912-2369-3737-8369-03afad7fce92\",\"source_record\":{\"entity_id\":\"d3b95912-2369-3737-8369-03afad7fce92\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"ME 964\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d3b95912-2369-3737-8369-03afad7fce92\",\"source_record\":{\"entity_id\":\"d3b95912-2369-3737-8369-03afad7fce92\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ME 964\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d3b95912-2369-3737-8369-03afad7fce92\",\"source_record\":{\"entity_id\":\"d3b95912-2369-3737-8369-03afad7fce92\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"LIANYI CHEN is recorded teaching in Spring 2020, Spring 2022, Spring 2023, Spring 2024, Spring 2025, 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":false}]