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He not only enjoys teaching his class a lot but also enjoys helping the students actually understand the material.\",\"course_id\":\"COMPSCI 839\",\"date\":\"2025-10-26 20:14:26 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4aa1fb5e02dbe5c3da9a1b01\",\"instructor_id\":\"rmp:3063651\",\"instructor_name\":\"Manolis Vlatakis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNzU4MjIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3063651\"},{\"comment\":\"Must take professor. 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His lecture slides are detailed and easy to follow, and the pace of the class is well-balanced and manageable.\",\"course_id\":\"COMPSCI 839\",\"date\":\"2026-02-20 05:30:28 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"08856f901c3b6a36eeab4e1e\",\"instructor_id\":\"rmp:3063651\",\"instructor_name\":\"Manolis Vlatakis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNjI5MjQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3063651\"},{\"comment\":\"The professor has a very engaging teaching style and conveys the course material in an interesting and accessible way. The homework assignments are moderately challenging, and some of the problems are particularly intriguing and thought-provoking. 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Takes time to interact with the class and learns the names of everyone who regularly attends. Homework is long but interesting questions. \",\"course_id\":\"COMPSCI 839\",\"date\":\"2025-12-16 23:30:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"80605b266cfa81c921412a51\",\"instructor_id\":\"rmp:3063651\",\"instructor_name\":\"Manolis Vlatakis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMjk1NDcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3063651\"},{\"comment\":\"The professor has a very engaging teaching style and conveys the course material in an interesting and accessible way. The homework assignments are moderately challenging, and some of the problems are particularly intriguing and thought-provoking. 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He not only enjoys teaching his class a lot but also enjoys helping the students actually understand the material.\",\"course_id\":\"COMPSCI 839\",\"date\":\"2025-10-26 20:14:26 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4aa1fb5e02dbe5c3da9a1b01\",\"instructor_id\":\"rmp:3063651\",\"instructor_name\":\"Manolis Vlatakis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNzU4MjIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3063651\"},{\"comment\":\"Great and caring professor. Takes time to interact with the class and learns the names of everyone who regularly attends. 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His lecture slides are detailed and easy to follow, and the pace of the class is well-balanced and manageable.\",\"course_id\":\"COMPSCI 839\",\"date\":\"2026-02-20 05:30:28 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"08856f901c3b6a36eeab4e1e\",\"instructor_id\":\"rmp:3063651\",\"instructor_name\":\"Manolis Vlatakis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNjI5MjQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3063651\"},{\"comment\":\"The professor has a very engaging teaching style and conveys the course material in an interesting and accessible way. The homework assignments are moderately challenging, and some of the problems are particularly intriguing and thought-provoking. 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He barely takes lectures and the exams are uninspiring, to say the least (basically if you can cram definitions, you do well). Take him if you need a chill course and don't plan to learn a lot from it.\",\"course_id\":\"COMPSCI 839\",\"date\":\"2019-05-09 01:07:46 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"289afdfda7623aa64ba638e3\",\"instructor_id\":\"rmp:1072360\",\"instructor_name\":\"Anhai Doan\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTMxODE4NTMw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1072360\"},{\"comment\":\"I personally did not enjoy the course much since the presentations and the paper reading felt async. I did not gain much out of the course.\",\"course_id\":\"COMPSCI 839\",\"date\":\"2020-03-30 20:59:23 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"5ac58de318b9bbb8f4b21c91\",\"instructor_id\":\"rmp:2580912\",\"instructor_name\":\"Earlence Fernandes\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTMzMDA0NzQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2580912\"}],\"evidence_count\":2,\"review_ids\":[\"289afdfda7623aa64ba638e3\",\"5ac58de318b9bbb8f4b21c91\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1072360\",\"name\":\"Anhai Doan\"},{\"id\":\"rmp:2580912\",\"name\":\"Earlence Fernandes\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2019\"},\"sentiment\":\"negative\",\"summary\":\"Earlier reviews criticized the course for being lazy, uninspiring, and lacking in learning outcomes due to asynchronous elements.\"}]}","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_cbc85add50a620f7e0abe663","course_id":"COMPSCI 839","catalog_version_id":"1c0f692e85235c013c3a6f1a22699212ca9ce53c8a4b3de893825d28aa9a223f","record_version_id":"53cdd49825fcf93098b3e8478dc883c5ad7a3cec2ef20ea5dcacb231c4c8d0a7","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"3e48159418eb4702c9335b1614154748626117c2b6084d2b03ec00e273799027","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"552f8d1e2799387e95b9e0548f7142730a622bb8932c8017d0db561d5f2526b3\",\"course_id\":\"COMPSCI 839\",\"current_instructors\":[{\"instructor_uid\":\"instructor_c015792b29d463dd3b20bfda\",\"message\":\"Summary generation failed\",\"name\":\"Fred Sala\",\"review_status\":\"generation_failed\",\"rmp_instructor_id\":\"rmp:2670667\",\"summary\":[{\"citations\":[{\"course_id\":\"COMPSCI 839\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"source_record\":{\"entity_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 839\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":6,\"source_course_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"source_record\":{\"entity_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 839\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"source_record\":{\"entity_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.98 GPA, 100.0% A/AB (n=66 letter grades); Fall 2024: 4.00 GPA, 100.0% A/AB (n=103 letter grades); Fall 2025: 3.99 GPA, 100.0% A/AB (n=71 letter grades). 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Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 839\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"source_record\":{\"entity_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 839\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"source_record\":{\"entity_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 839\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":6,\"source_course_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"source_record\":{\"entity_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 839\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"source_record\":{\"entity_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"FRED SALA is recorded teaching in Spring 2022, Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 839\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"source_record\":{\"entity_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 839\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"source_record\":{\"entity_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"JOSIAH HANNA is recorded teaching in Fall 2022, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 839\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"source_record\":{\"entity_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 839\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"source_record\":{\"entity_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"MANOLIS VLATAKIS is recorded teaching in 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":"[{\"mode\": \"professor\", \"instructor_uid\": \"instructor_c015792b29d463dd3b20bfda\", \"error\": \"ModelAPIError: Connection 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_cbc85add50a620f7e0abe663","course_id":"COMPSCI 839","catalog_version_id":"1c0f692e85235c013c3a6f1a22699212ca9ce53c8a4b3de893825d28aa9a223f","record_version_id":"53cdd49825fcf93098b3e8478dc883c5ad7a3cec2ef20ea5dcacb231c4c8d0a7","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"09639fe97e6e7c882da9650b11bd60c92a6f19165d5337f2da8401878901c45b","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"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_cbc85add50a620f7e0abe663","course_id":"COMPSCI 839","catalog_version_id":"1c0f692e85235c013c3a6f1a22699212ca9ce53c8a4b3de893825d28aa9a223f","record_version_id":"53cdd49825fcf93098b3e8478dc883c5ad7a3cec2ef20ea5dcacb231c4c8d0a7","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"09639fe97e6e7c882da9650b11bd60c92a6f19165d5337f2da8401878901c45b","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"CORE TOPICS IN COMPUTING COMPSCI 839\",\"advanced computing topics graduate\",\"COMPSCI 839 syllabus topics\"],\"skills_taught\":[],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI 839\",\"field\":\"title\",\"quote\":\"CORE TOPICS IN COMPUTING\"},{\"course_id\":\"COMPSCI 839\",\"field\":\"description\",\"quote\":\"Topics selected from advanced areas.\"}],\"text\":\"COMPSCI 839 covers selected topics from advanced areas in computing.\"},\"topics\":[]}","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_cbc85add50a620f7e0abe663","course_id":"COMPSCI 839","catalog_version_id":"1c0f692e85235c013c3a6f1a22699212ca9ce53c8a4b3de893825d28aa9a223f","record_version_id":"53cdd49825fcf93098b3e8478dc883c5ad7a3cec2ef20ea5dcacb231c4c8d0a7","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"09639fe97e6e7c882da9650b11bd60c92a6f19165d5337f2da8401878901c45b","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Fantastic and engaging professor. Cares about and actually enjoys teaching. Frequently engages in discussion during lecture. \",\"course_id\":\"COMPSCI 839\",\"date\":\"2025-10-02 15:40:54 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"27d472691efa150db18e2964\",\"instructor_id\":\"rmp:3063651\",\"instructor_name\":\"Manolis Vlatakis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNjgyMjkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3063651\"},{\"comment\":\"The topic he taught is very hard but I genuinely enjoy coming to his class because of his enthusiasm. He not only enjoys teaching his class a lot but also enjoys helping the students actually understand the material.\",\"course_id\":\"COMPSCI 839\",\"date\":\"2025-10-26 20:14:26 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4aa1fb5e02dbe5c3da9a1b01\",\"instructor_id\":\"rmp:3063651\",\"instructor_name\":\"Manolis Vlatakis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNzU4MjIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3063651\"},{\"comment\":\"Must take professor. Best prof I've had in the department, and makes the topic incredibly intuitive and engaging. \",\"course_id\":\"COMPSCI 839\",\"date\":\"2026-02-12 18:07:38 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ce38759881fdc59455d4a991\",\"instructor_id\":\"rmp:2670667\",\"instructor_name\":\"Fred Sala\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNjA3ODQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2670667\"},{\"comment\":\"Manolis is approachable, supportive, and genuinely enthusiastic about helping his students succeed. His lecture slides are detailed and easy to follow, and the pace of the class is well-balanced and manageable.\",\"course_id\":\"COMPSCI 839\",\"date\":\"2026-02-20 05:30:28 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"08856f901c3b6a36eeab4e1e\",\"instructor_id\":\"rmp:3063651\",\"instructor_name\":\"Manolis Vlatakis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNjI5MjQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3063651\"},{\"comment\":\"The professor has a very engaging teaching style and conveys the course material in an interesting and accessible way. The homework assignments are moderately challenging, and some of the problems are particularly intriguing and thought-provoking. Overall, the course is rigorous but very rewarding.\",\"course_id\":\"COMPSCI 839\",\"date\":\"2026-02-23 17:42:25 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"1af9790df0b25a43a44f1c80\",\"instructor_id\":\"rmp:3063651\",\"instructor_name\":\"Manolis Vlatakis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNjM1OTQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3063651\"}],\"evidence_count\":5,\"review_ids\":[\"27d472691efa150db18e2964\",\"4aa1fb5e02dbe5c3da9a1b01\",\"ce38759881fdc59455d4a991\",\"08856f901c3b6a36eeab4e1e\",\"1af9790df0b25a43a44f1c80\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2670667\",\"name\":\"Fred Sala\"},{\"id\":\"rmp:3063651\",\"name\":\"Manolis Vlatakis\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"summary\":\"Professors are described as engaging, intuitive, and clear in their explanations, with detailed and easy-to-follow slides.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"The topic he taught is very hard but I genuinely enjoy coming to his class because of his enthusiasm. 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Takes time to interact with the class and learns the names of everyone who regularly attends. Homework is long but interesting questions. \",\"course_id\":\"COMPSCI 839\",\"date\":\"2025-12-16 23:30:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"80605b266cfa81c921412a51\",\"instructor_id\":\"rmp:3063651\",\"instructor_name\":\"Manolis Vlatakis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMjk1NDcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3063651\"},{\"comment\":\"The professor has a very engaging teaching style and conveys the course material in an interesting and accessible way. The homework assignments are moderately challenging, and some of the problems are particularly intriguing and thought-provoking. Overall, the course is rigorous but very rewarding.\",\"course_id\":\"COMPSCI 839\",\"date\":\"2026-02-23 17:42:25 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"1af9790df0b25a43a44f1c80\",\"instructor_id\":\"rmp:3063651\",\"instructor_name\":\"Manolis Vlatakis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNjM1OTQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3063651\"},{\"comment\":\"Prof. AnHai is an expert in data science with strong industry experience. Lectures are informative and funny, and he includes a lot of advice about how things work in industry. The class was graded from 2 exams (short answer, just attend class and it's easy) and a group project. However, he provides minimal grading feedback. I think most got an A.\",\"course_id\":\"COMPSCI 839\",\"date\":\"2024-07-28 00:28:04 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"5ce2cf1beee5c6a90e65c0ba\",\"instructor_id\":\"rmp:1072360\",\"instructor_name\":\"Anhai Doan\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NjQ2NzQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1072360\"}],\"evidence_count\":3,\"review_ids\":[\"80605b266cfa81c921412a51\",\"1af9790df0b25a43a44f1c80\",\"5ce2cf1beee5c6a90e65c0ba\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1072360\",\"name\":\"Anhai Doan\"},{\"id\":\"rmp:3063651\",\"name\":\"Manolis Vlatakis\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2024\"},\"sentiment\":\"mixed\",\"summary\":\"Homework is described as long but interesting and thought-provoking, while exams can be easy if one attends lectures.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Fantastic and engaging professor. Cares about and actually enjoys teaching. Frequently engages in discussion during lecture. \",\"course_id\":\"COMPSCI 839\",\"date\":\"2025-10-02 15:40:54 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"27d472691efa150db18e2964\",\"instructor_id\":\"rmp:3063651\",\"instructor_name\":\"Manolis Vlatakis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNjgyMjkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3063651\"},{\"comment\":\"The topic he taught is very hard but I genuinely enjoy coming to his class because of his enthusiasm. He not only enjoys teaching his class a lot but also enjoys helping the students actually understand the material.\",\"course_id\":\"COMPSCI 839\",\"date\":\"2025-10-26 20:14:26 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4aa1fb5e02dbe5c3da9a1b01\",\"instructor_id\":\"rmp:3063651\",\"instructor_name\":\"Manolis Vlatakis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNzU4MjIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3063651\"},{\"comment\":\"Great and caring professor. Takes time to interact with the class and learns the names of everyone who regularly attends. Homework is long but interesting questions. \",\"course_id\":\"COMPSCI 839\",\"date\":\"2025-12-16 23:30:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"80605b266cfa81c921412a51\",\"instructor_id\":\"rmp:3063651\",\"instructor_name\":\"Manolis Vlatakis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMjk1NDcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3063651\"},{\"comment\":\"Must take professor. Best prof I've had in the department, and makes the topic incredibly intuitive and engaging. \",\"course_id\":\"COMPSCI 839\",\"date\":\"2026-02-12 18:07:38 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ce38759881fdc59455d4a991\",\"instructor_id\":\"rmp:2670667\",\"instructor_name\":\"Fred Sala\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNjA3ODQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2670667\"},{\"comment\":\"Manolis is approachable, supportive, and genuinely enthusiastic about helping his students succeed. His lecture slides are detailed and easy to follow, and the pace of the class is well-balanced and manageable.\",\"course_id\":\"COMPSCI 839\",\"date\":\"2026-02-20 05:30:28 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"08856f901c3b6a36eeab4e1e\",\"instructor_id\":\"rmp:3063651\",\"instructor_name\":\"Manolis Vlatakis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNjI5MjQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3063651\"},{\"comment\":\"The professor has a very engaging teaching style and conveys the course material in an interesting and accessible way. The homework assignments are moderately challenging, and some of the problems are particularly intriguing and thought-provoking. Overall, the course is rigorous but very rewarding.\",\"course_id\":\"COMPSCI 839\",\"date\":\"2026-02-23 17:42:25 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"1af9790df0b25a43a44f1c80\",\"instructor_id\":\"rmp:3063651\",\"instructor_name\":\"Manolis Vlatakis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNjM1OTQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3063651\"}],\"evidence_count\":6,\"review_ids\":[\"27d472691efa150db18e2964\",\"4aa1fb5e02dbe5c3da9a1b01\",\"80605b266cfa81c921412a51\",\"ce38759881fdc59455d4a991\",\"08856f901c3b6a36eeab4e1e\",\"1af9790df0b25a43a44f1c80\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2670667\",\"name\":\"Fred Sala\"},{\"id\":\"rmp:3063651\",\"name\":\"Manolis Vlatakis\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"summary\":\"Recent reviews highlight approachable, supportive, and enthusiastic professors who make the course rewarding.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Anhai is a nice guy but if I had to describe him in one word, it would be LAZY. He barely takes lectures and the exams are uninspiring, to say the least (basically if you can cram definitions, you do well). Take him if you need a chill course and don't plan to learn a lot from it.\",\"course_id\":\"COMPSCI 839\",\"date\":\"2019-05-09 01:07:46 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"289afdfda7623aa64ba638e3\",\"instructor_id\":\"rmp:1072360\",\"instructor_name\":\"Anhai Doan\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTMxODE4NTMw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1072360\"},{\"comment\":\"I personally did not enjoy the course much since the presentations and the paper reading felt async. I did not gain much out of the course.\",\"course_id\":\"COMPSCI 839\",\"date\":\"2020-03-30 20:59:23 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"5ac58de318b9bbb8f4b21c91\",\"instructor_id\":\"rmp:2580912\",\"instructor_name\":\"Earlence Fernandes\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTMzMDA0NzQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2580912\"}],\"evidence_count\":2,\"review_ids\":[\"289afdfda7623aa64ba638e3\",\"5ac58de318b9bbb8f4b21c91\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1072360\",\"name\":\"Anhai Doan\"},{\"id\":\"rmp:2580912\",\"name\":\"Earlence Fernandes\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2019\"},\"sentiment\":\"negative\",\"summary\":\"Earlier reviews criticized the course for being lazy, uninspiring, and lacking in learning outcomes due to asynchronous elements.\"}]}","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_cbc85add50a620f7e0abe663","course_id":"COMPSCI 839","catalog_version_id":"1c0f692e85235c013c3a6f1a22699212ca9ce53c8a4b3de893825d28aa9a223f","record_version_id":"53cdd49825fcf93098b3e8478dc883c5ad7a3cec2ef20ea5dcacb231c4c8d0a7","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"09639fe97e6e7c882da9650b11bd60c92a6f19165d5337f2da8401878901c45b","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"552f8d1e2799387e95b9e0548f7142730a622bb8932c8017d0db561d5f2526b3\",\"course_id\":\"COMPSCI 839\",\"current_instructors\":[{\"instructor_uid\":\"instructor_c015792b29d463dd3b20bfda\",\"message\":null,\"name\":\"Fred Sala\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2670667\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Fred Sala\",\"review_date\":\"2025-12-24 21:09:48 +0000 UTC\",\"review_id\":\"62a99204d0acd3d3de58bb85\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2670667\",\"source_review_id\":\"UmF0aW5nLTQyMzkzNzQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2670667\",\"type\":\"review\"},{\"instructor_name\":\"Fred Sala\",\"review_date\":\"2026-02-12 18:07:38 +0000 UTC\",\"review_id\":\"ce38759881fdc59455d4a991\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2670667\",\"source_review_id\":\"UmF0aW5nLTQyNjA3ODQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2670667\",\"type\":\"review\"}],\"text\":\"Fred Sala is highly praised for making the course interactive, intuitive, and engaging. Reviewers describe him as the best professor in the department and essential to take.\"},{\"citations\":[{\"course_id\":\"COMPSCI 839\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"source_record\":{\"entity_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 839\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":6,\"source_course_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"source_record\":{\"entity_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 839\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"source_record\":{\"entity_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.98 GPA, 100.0% A/AB (n=66 letter grades); Fall 2024: 4.00 GPA, 100.0% A/AB (n=103 letter grades); Fall 2025: 3.99 GPA, 100.0% A/AB (n=71 letter grades). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_28d63c5638ffa52090e68427\",\"message\":\"No course-specific reviews available\",\"name\":\"Josiah Hanna\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2761425\",\"summary\":[{\"citations\":[{\"course_id\":\"COMPSCI 839\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"source_record\":{\"entity_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 839\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"source_record\":{\"entity_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2022: 3.83 GPA, 90.0% A/AB (n=20 letter grades); Fall 2025: 3.74 GPA, 88.0% A/AB (n=25 letter grades).\"}]},{\"instructor_uid\":\"instructor_4eda1e96fff30f4b53843dc0\",\"message\":\"No course-specific reviews available\",\"name\":\"Tianyu Li\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Fred Sala\",\"review_date\":\"2025-12-24 21:09:48 +0000 UTC\",\"review_id\":\"62a99204d0acd3d3de58bb85\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2670667\",\"source_review_id\":\"UmF0aW5nLTQyMzkzNzQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2670667\",\"type\":\"review\"},{\"instructor_name\":\"Fred Sala\",\"review_date\":\"2026-02-12 18:07:38 +0000 UTC\",\"review_id\":\"ce38759881fdc59455d4a991\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2670667\",\"source_review_id\":\"UmF0aW5nLTQyNjA3ODQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2670667\",\"type\":\"review\"}],\"text\":\"Reviewers rate the difficulty as low to moderate, with ratings of 2 and 3 out of 5.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Manolis Vlatakis\",\"review_date\":\"2025-10-02 15:40:54 +0000 UTC\",\"review_id\":\"27d472691efa150db18e2964\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3063651\",\"source_review_id\":\"UmF0aW5nLTQxNjgyMjkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3063651\",\"type\":\"review\"},{\"instructor_name\":\"Manolis Vlatakis\",\"review_date\":\"2025-10-26 20:14:26 +0000 UTC\",\"review_id\":\"4aa1fb5e02dbe5c3da9a1b01\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3063651\",\"source_review_id\":\"UmF0aW5nLTQxNzU4MjIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3063651\",\"type\":\"review\"},{\"instructor_name\":\"Manolis Vlatakis\",\"review_date\":\"2025-12-16 23:30:56 +0000 UTC\",\"review_id\":\"80605b266cfa81c921412a51\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3063651\",\"source_review_id\":\"UmF0aW5nLTQyMjk1NDcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3063651\",\"type\":\"review\"},{\"instructor_name\":\"Manolis Vlatakis\",\"review_date\":\"2026-02-20 05:30:28 +0000 UTC\",\"review_id\":\"08856f901c3b6a36eeab4e1e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3063651\",\"source_review_id\":\"UmF0aW5nLTQyNjI5MjQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3063651\",\"type\":\"review\"},{\"instructor_name\":\"Manolis Vlatakis\",\"review_date\":\"2026-02-23 17:42:25 +0000 UTC\",\"review_id\":\"1af9790df0b25a43a44f1c80\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3063651\",\"source_review_id\":\"UmF0aW5nLTQyNjM1OTQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3063651\",\"type\":\"review\"}],\"text\":\"Historical reviews of Manolis Vlatakis: Manolis Vlatakis is described as an engaging, supportive, and enthusiastic instructor who cares about student success. Reviewers highlight his detailed slides, approachable nature, and ability to make hard topics accessible, though some note the homework is long or the material is rigorous.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Fred Sala\",\"review_date\":\"2025-12-24 21:09:48 +0000 UTC\",\"review_id\":\"62a99204d0acd3d3de58bb85\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2670667\",\"source_review_id\":\"UmF0aW5nLTQyMzkzNzQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2670667\",\"type\":\"review\"},{\"instructor_name\":\"Fred Sala\",\"review_date\":\"2026-02-12 18:07:38 +0000 UTC\",\"review_id\":\"ce38759881fdc59455d4a991\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2670667\",\"source_review_id\":\"UmF0aW5nLTQyNjA3ODQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2670667\",\"type\":\"review\"}],\"text\":\"Fred Sala teaches an interactive and engaging course on foundation models that students highly recommend.\"},{\"citations\":[{\"course_id\":\"COMPSCI 839\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 839\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 839\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.77 GPA, 88.6% A/AB (n=114 letter grades); Fall 2025: 3.94 GPA, 98.3% A/AB (n=179 letter grades); Spring 2026: 3.94 GPA, 100.0% A/AB (n=109 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Fred Sala\",\"review_date\":\"2025-12-24 21:09:48 +0000 UTC\",\"review_id\":\"62a99204d0acd3d3de58bb85\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2670667\",\"source_review_id\":\"UmF0aW5nLTQyMzkzNzQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2670667\",\"type\":\"review\"},{\"instructor_name\":\"Fred Sala\",\"review_date\":\"2026-02-12 18:07:38 +0000 UTC\",\"review_id\":\"ce38759881fdc59455d4a991\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2670667\",\"source_review_id\":\"UmF0aW5nLTQyNjA3ODQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2670667\",\"type\":\"review\"}],\"text\":\"Students find the class intuitive and enjoyable, praising the professor for making the topic engaging.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI 839\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"source_record\":{\"entity_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 839\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"source_record\":{\"entity_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"}],\"text\":\"EARLENCE FERNANDES is recorded teaching in Fall 2019, Fall 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 839\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"source_record\":{\"entity_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 839\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"source_record\":{\"entity_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 839\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":6,\"source_course_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"source_record\":{\"entity_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 839\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"source_record\":{\"entity_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"FRED SALA is recorded teaching in Spring 2022, Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 839\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"source_record\":{\"entity_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 839\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"source_record\":{\"entity_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"JOSIAH HANNA is recorded teaching in Fall 2022, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 839\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"source_record\":{\"entity_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 839\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"source_record\":{\"entity_id\":\"d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"MANOLIS VLATAKIS is recorded teaching in 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":true}]