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Supportive and caring to students' mental health. His course was supportive and the most organized compared to other CS courses. The course website has a lot of materials for study and he will upload recordings of every lecture to the website. In terms of the project being hard, he would do a demo in the lecture and upload it.\",\"course_id\":\"COMPSCI 544\",\"date\":\"2023-11-16 07:31:07 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0da88a6185ffe5b5470aec7f\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4NDAzNDc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"},{\"comment\":\"The class might be useful. The good things are mentioned by other comments. To me, it tries to cover too many things and Tyler did not make sense of much of them during the class. As someone without much system background, it is easy to get confused. I would still recommend it because of the skill you learned. But his lecture can be confusing.\",\"course_id\":\"COMPSCI 544\",\"date\":\"2023-12-28 03:29:32 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3a004994981a8ddc9643a731\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM4ODAyNTgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"},{\"comment\":\"In lectures, Tyler talks as if he is a professional auctioneer and it is impossible to keep up with everything he is saying. The course covers so many topics that reviewing for the 5 different exams takes a very long time. There are in person grades worth 10% each and they reuse questions for both lectures so the second lecture has a big advantage.\",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-10-29 20:48:50 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f7534ab4ac8b309fc28931a5\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxNzc1MDY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"},{\"comment\":\"Lecture is not bad. She definitely teaches good among all professor I've taken so far. Demo is sometimes buggy, but still very helpful. However, the quizes and tests in the class is too much, I'm extremely overwhelmed by the projects and the tests. Exams are easy to prepare compare to other classes. Make sure you did all the practice exams.\",\"course_id\":\"COMPSCI 544\",\"date\":\"2026-01-26 22:31:00 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4d680071e020c6d1258ef914\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQyNTUxODc1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"},{\"comment\":\"Lots of people hate because they thought it'd be an easy A like in prev semesters. Hard to get an A but def not hard to get at least a B esp w extra credit. Very clear (but boring) lectures, explains complex content simply. Projects are eh. Cumulative exams suck, especially fill-the-blank q's. Clearly cares abt the class but def needs some changes\",\"course_id\":\"COMPSCI 544\",\"date\":\"2026-05-04 20:27:59 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"bd4770fb0c9603581372c349\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQzMDIyMjM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"}],\"evidence_count\":5,\"review_ids\":[\"0da88a6185ffe5b5470aec7f\",\"3a004994981a8ddc9643a731\",\"f7534ab4ac8b309fc28931a5\",\"4d680071e020c6d1258ef914\",\"bd4770fb0c9603581372c349\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2274671\",\"name\":\"Meenakshi Syamkumar\"},{\"id\":\"rmp:2950714\",\"name\":\"Tyler Caraza-harter\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2023\"},\"sentiment\":\"mixed\",\"summary\":\"Instructor styles are polarizing; Tyler is criticized for fast pacing and confusing lectures, while Meenakshi is praised for clarity but criticized for buggy demos and slow progress.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Since Fall 2025, two in-person quizzes are added and each of them is account for 10% of the final grade. What is worse is that there are writing sections that require you to draw out some diagrams shown in the lecture. The questions are really confusing, but Tyler just don't tell you what they mean. Projects only count for 24% of the grade LMAO :(\",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-09-24 16:39:20 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fde3fe00124502f5cb111d74\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxNjYyNTUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"},{\"comment\":\"In lectures, Tyler talks as if he is a professional auctioneer and it is impossible to keep up with everything he is saying. The course covers so many topics that reviewing for the 5 different exams takes a very long time. There are in person grades worth 10% each and they reuse questions for both lectures so the second lecture has a big advantage.\",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-10-29 20:48:50 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f7534ab4ac8b309fc28931a5\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxNzc1MDY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"},{\"comment\":\"Chaotic, disorganized, and actively harmful to learning. Lectures are fast, shallow, and left us ~1.5 weeks behind the other section. Madgrades inaccurate, professors are targeting half the A rate and two exams were added. Projects were routinely late and even rewritten, forcing students to redo everything. Very active piazza from all the outrage. \",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-11-26 04:37:38 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"65f04d06e3a1eeda35677d2a\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxOTU1Mjk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"},{\"comment\":\"Lecture is not bad. She definitely teaches good among all professor I've taken so far. Demo is sometimes buggy, but still very helpful. However, the quizes and tests in the class is too much, I'm extremely overwhelmed by the projects and the tests. Exams are easy to prepare compare to other classes. Make sure you did all the practice exams.\",\"course_id\":\"COMPSCI 544\",\"date\":\"2026-01-26 22:31:00 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4d680071e020c6d1258ef914\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQyNTUxODc1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"},{\"comment\":\"Lots of people hate because they thought it'd be an easy A like in prev semesters. Hard to get an A but def not hard to get at least a B esp w extra credit. Very clear (but boring) lectures, explains complex content simply. Projects are eh. Cumulative exams suck, especially fill-the-blank q's. Clearly cares abt the class but def needs some changes\",\"course_id\":\"COMPSCI 544\",\"date\":\"2026-05-04 20:27:59 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"bd4770fb0c9603581372c349\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQzMDIyMjM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"}],\"evidence_count\":5,\"review_ids\":[\"fde3fe00124502f5cb111d74\",\"f7534ab4ac8b309fc28931a5\",\"65f04d06e3a1eeda35677d2a\",\"4d680071e020c6d1258ef914\",\"bd4770fb0c9603581372c349\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2274671\",\"name\":\"Meenakshi Syamkumar\"},{\"id\":\"rmp:2950714\",\"name\":\"Tyler Caraza-harter\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2025\"},\"sentiment\":\"negative\",\"summary\":\"Students report the course is extremely time-consuming, with heavy exam weights and projects that can be rewritten or require significant debugging effort.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"The worst structured class/projects I have ever taken. Also lectures was just watching her put codes into a terminal.\",\"course_id\":\"COMPSCI 544\",\"date\":\"2024-04-25 16:14:17 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"9420334a85eccc0d7383ab8d\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM5MjY0OTM3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"},{\"comment\":\"Since Fall 2025, two in-person quizzes are added and each of them is account for 10% of the final grade. What is worse is that there are writing sections that require you to draw out some diagrams shown in the lecture. The questions are really confusing, but Tyler just don't tell you what they mean. Projects only count for 24% of the grade LMAO :(\",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-09-24 16:39:20 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fde3fe00124502f5cb111d74\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxNjYyNTUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"},{\"comment\":\"Chaotic, disorganized, and actively harmful to learning. Lectures are fast, shallow, and left us ~1.5 weeks behind the other section. Madgrades inaccurate, professors are targeting half the A rate and two exams were added. Projects were routinely late and even rewritten, forcing students to redo everything. Very active piazza from all the outrage. \",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-11-26 04:37:38 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"65f04d06e3a1eeda35677d2a\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxOTU1Mjk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"},{\"comment\":\"Most disorganised class ever, she is never available outside of class, was very excited to take big data but this class was my biggest nightmare\",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-12-17 08:16:54 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"2307c941c1b48832a868e40a\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMzA2MzMy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"},{\"comment\":\"Meena comanages CS 544 terribly. Her and Tyler ruined the projects, making them tough and AI-based. Made quizzes unfair by keeping the same versions between sections. She defended this by saying she couldn't understand why anyone would cheat. Meena teaches terribly, spending more time talking about easier topics than the tougher ones. \",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-12-18 03:00:33 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0c30ce4e89a7fbbcf3517111\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMzIyNTQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"}],\"evidence_count\":5,\"review_ids\":[\"9420334a85eccc0d7383ab8d\",\"fde3fe00124502f5cb111d74\",\"65f04d06e3a1eeda35677d2a\",\"2307c941c1b48832a868e40a\",\"0c30ce4e89a7fbbcf3517111\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2274671\",\"name\":\"Meenakshi Syamkumar\"},{\"id\":\"rmp:2950714\",\"name\":\"Tyler Caraza-harter\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2024\"},\"sentiment\":\"negative\",\"summary\":\"The course is frequently described as chaotic and disorganized, with issues regarding quiz fairness, inconsistent grading, and lectures falling behind schedule.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"I think Meena rubs many people the wrong way, but I really liked her as a professor. Her lecture code is super helpful for projects. Super lenient and flexible and always willing to extend deadlines for a project if necessary. Exams are easy and open-note. The weekly quizzes are online and you can use any resource. \",\"course_id\":\"COMPSCI 544\",\"date\":\"2024-05-05 04:19:39 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"7fa9e302a89b964ad200387c\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MzY3MTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"},{\"comment\":\"Very clear lecture logic and content. If you attend class carefully, you shouldn't have any problems with your homework. The exam is very simple, and a lot of materials are given to review before the exam. The professor is very, very good. I got sick during class, and the professor was very concerned about my situation and gave me homework grace\",\"course_id\":\"COMPSCI 544\",\"date\":\"2024-05-09 01:52:29 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"ca29232f9342c22e5711d3dc\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NDE0MjA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"},{\"comment\":\"Since Fall 2025, two in-person quizzes are added and each of them is account for 10% of the final grade. What is worse is that there are writing sections that require you to draw out some diagrams shown in the lecture. The questions are really confusing, but Tyler just don't tell you what they mean. Projects only count for 24% of the grade LMAO :(\",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-09-24 16:39:20 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fde3fe00124502f5cb111d74\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxNjYyNTUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"},{\"comment\":\"Lecture is not bad. She definitely teaches good among all professor I've taken so far. Demo is sometimes buggy, but still very helpful. However, the quizes and tests in the class is too much, I'm extremely overwhelmed by the projects and the tests. Exams are easy to prepare compare to other classes. Make sure you did all the practice exams.\",\"course_id\":\"COMPSCI 544\",\"date\":\"2026-01-26 22:31:00 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4d680071e020c6d1258ef914\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQyNTUxODc1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"},{\"comment\":\"Lots of people hate because they thought it'd be an easy A like in prev semesters. Hard to get an A but def not hard to get at least a B esp w extra credit. Very clear (but boring) lectures, explains complex content simply. Projects are eh. Cumulative exams suck, especially fill-the-blank q's. Clearly cares abt the class but def needs some changes\",\"course_id\":\"COMPSCI 544\",\"date\":\"2026-05-04 20:27:59 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"bd4770fb0c9603581372c349\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQzMDIyMjM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"}],\"evidence_count\":5,\"review_ids\":[\"7fa9e302a89b964ad200387c\",\"ca29232f9342c22e5711d3dc\",\"fde3fe00124502f5cb111d74\",\"4d680071e020c6d1258ef914\",\"bd4770fb0c9603581372c349\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2274671\",\"name\":\"Meenakshi Syamkumar\"},{\"id\":\"rmp:2950714\",\"name\":\"Tyler Caraza-harter\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2024\"},\"sentiment\":\"mixed\",\"summary\":\"Exams are described as cumulative and difficult, with some students finding them easy if prepared, while others find the weightage and format (e.g., fill-in-the-blank) overwhelming.\"},{\"aspect\":\"projects\",\"evidence\":[{\"comment\":\"Tyler is extremely knowledgeable on the topics he teaches and is always willing to take more time to explain things outside of lecture. His way of helping on projects is unique in that he tries to guide students to debugging themselves instead of just telling them which has helped me learn the material better. Well organized lectures with examples.\",\"course_id\":\"COMPSCI 544\",\"date\":\"2023-11-28 14:43:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"abb424232f06b82bed6650d2\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4NDQ5OTQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"},{\"comment\":\"Best instructor ever. Supportive and caring to students' mental health. His course was supportive and the most organized compared to other CS courses. The course website has a lot of materials for study and he will upload recordings of every lecture to the website. In terms of the project being hard, he would do a demo in the lecture and upload it.\",\"course_id\":\"COMPSCI 544\",\"date\":\"2023-11-16 07:31:07 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0da88a6185ffe5b5470aec7f\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4NDAzNDc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"},{\"comment\":\"Meena comanages CS 544 terribly. Her and Tyler ruined the projects, making them tough and AI-based. Made quizzes unfair by keeping the same versions between sections. She defended this by saying she couldn't understand why anyone would cheat. Meena teaches terribly, spending more time talking about easier topics than the tougher ones. \",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-12-18 03:00:33 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0c30ce4e89a7fbbcf3517111\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMzIyNTQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"},{\"comment\":\"The class is easy but the weightage is insane. The projects are all piped to AI(you are required to do this) and are simple. The only problem with this class is that the class weights are insane and make the experience not enjoyable overall.\",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-12-22 07:37:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2589d04e64c4279cc29b2886\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMzczNzIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"},{\"comment\":\"its just a bad class and her teaching style is horendous.  The submission for projects are janky and not stable but they dont make any changes to that. Shes always behind in content and rushes to make up for it. If you want this class for credits, dont bother, if you take any other class and shes the prof, dont bother. \",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-12-23 08:19:39 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"08bf0204f260840af678ead4\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMzgzNjg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"}],\"evidence_count\":5,\"review_ids\":[\"abb424232f06b82bed6650d2\",\"0da88a6185ffe5b5470aec7f\",\"0c30ce4e89a7fbbcf3517111\",\"2589d04e64c4279cc29b2886\",\"08bf0204f260840af678ead4\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2274671\",\"name\":\"Meenakshi Syamkumar\"},{\"id\":\"rmp:2950714\",\"name\":\"Tyler Caraza-harter\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2023\"},\"sentiment\":\"mixed\",\"summary\":\"Projects are viewed as either helpful for learning debugging or as janky and overly difficult due to AI-based requirements and frequent changes.\"}]}","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_4c46b17e9b3f9a4f2ed9a0e9","course_id":"COMPSCI 544","catalog_version_id":"41c4cd3a07eaccd06260851c61e4910e318e234cb8786580afd72488fa8631a0","record_version_id":"28cc7cb00a8f1d6f226b6d2a1fd0e2b71f5752163255dfa2797fda19af7ca48b","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"20817cd74ed7d5e2d27f976bfc552dfcd36791f89aa081abd96408e3914ce974","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"COMP SCI 320,400, or Graduate/Professional Standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":320,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"COMP SCI 320\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":400,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"400\",\"id\":\"n2\",\"kind\":\"course\"}],\"notes\":[\"The term 'COMP SCI 320,400' is interpreted as an OR condition between COMPSCI 320 and COMPSCI 400 based on the 'or' following the list and the standard interpretation of comma-separated course prerequisites in this context. 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Supportive and caring to students' mental health. His course was supportive and the most organized compared to other CS courses. The course website has a lot of materials for study and he will upload recordings of every lecture to the website. In terms of the project being hard, he would do a demo in the lecture and upload it.\",\"course_id\":\"COMPSCI 544\",\"date\":\"2023-11-16 07:31:07 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0da88a6185ffe5b5470aec7f\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4NDAzNDc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"},{\"comment\":\"The class might be useful. The good things are mentioned by other comments. To me, it tries to cover too many things and Tyler did not make sense of much of them during the class. As someone without much system background, it is easy to get confused. I would still recommend it because of the skill you learned. But his lecture can be confusing.\",\"course_id\":\"COMPSCI 544\",\"date\":\"2023-12-28 03:29:32 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3a004994981a8ddc9643a731\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM4ODAyNTgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"},{\"comment\":\"In lectures, Tyler talks as if he is a professional auctioneer and it is impossible to keep up with everything he is saying. The course covers so many topics that reviewing for the 5 different exams takes a very long time. There are in person grades worth 10% each and they reuse questions for both lectures so the second lecture has a big advantage.\",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-10-29 20:48:50 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f7534ab4ac8b309fc28931a5\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxNzc1MDY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"},{\"comment\":\"Lecture is not bad. She definitely teaches good among all professor I've taken so far. Demo is sometimes buggy, but still very helpful. However, the quizes and tests in the class is too much, I'm extremely overwhelmed by the projects and the tests. Exams are easy to prepare compare to other classes. Make sure you did all the practice exams.\",\"course_id\":\"COMPSCI 544\",\"date\":\"2026-01-26 22:31:00 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4d680071e020c6d1258ef914\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQyNTUxODc1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"},{\"comment\":\"Lots of people hate because they thought it'd be an easy A like in prev semesters. Hard to get an A but def not hard to get at least a B esp w extra credit. Very clear (but boring) lectures, explains complex content simply. Projects are eh. Cumulative exams suck, especially fill-the-blank q's. Clearly cares abt the class but def needs some changes\",\"course_id\":\"COMPSCI 544\",\"date\":\"2026-05-04 20:27:59 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"bd4770fb0c9603581372c349\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQzMDIyMjM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"}],\"evidence_count\":5,\"review_ids\":[\"0da88a6185ffe5b5470aec7f\",\"3a004994981a8ddc9643a731\",\"f7534ab4ac8b309fc28931a5\",\"4d680071e020c6d1258ef914\",\"bd4770fb0c9603581372c349\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2274671\",\"name\":\"Meenakshi Syamkumar\"},{\"id\":\"rmp:2950714\",\"name\":\"Tyler Caraza-harter\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2023\"},\"sentiment\":\"mixed\",\"summary\":\"Instructor styles are polarizing; Tyler is criticized for fast pacing and confusing lectures, while Meenakshi is praised for clarity but criticized for buggy demos and slow progress.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Since Fall 2025, two in-person quizzes are added and each of them is account for 10% of the final grade. What is worse is that there are writing sections that require you to draw out some diagrams shown in the lecture. The questions are really confusing, but Tyler just don't tell you what they mean. Projects only count for 24% of the grade LMAO :(\",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-09-24 16:39:20 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fde3fe00124502f5cb111d74\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxNjYyNTUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"},{\"comment\":\"In lectures, Tyler talks as if he is a professional auctioneer and it is impossible to keep up with everything he is saying. The course covers so many topics that reviewing for the 5 different exams takes a very long time. There are in person grades worth 10% each and they reuse questions for both lectures so the second lecture has a big advantage.\",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-10-29 20:48:50 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f7534ab4ac8b309fc28931a5\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxNzc1MDY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"},{\"comment\":\"Chaotic, disorganized, and actively harmful to learning. Lectures are fast, shallow, and left us ~1.5 weeks behind the other section. Madgrades inaccurate, professors are targeting half the A rate and two exams were added. Projects were routinely late and even rewritten, forcing students to redo everything. Very active piazza from all the outrage. \",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-11-26 04:37:38 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"65f04d06e3a1eeda35677d2a\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxOTU1Mjk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"},{\"comment\":\"Lecture is not bad. She definitely teaches good among all professor I've taken so far. Demo is sometimes buggy, but still very helpful. However, the quizes and tests in the class is too much, I'm extremely overwhelmed by the projects and the tests. Exams are easy to prepare compare to other classes. Make sure you did all the practice exams.\",\"course_id\":\"COMPSCI 544\",\"date\":\"2026-01-26 22:31:00 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4d680071e020c6d1258ef914\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQyNTUxODc1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"},{\"comment\":\"Lots of people hate because they thought it'd be an easy A like in prev semesters. Hard to get an A but def not hard to get at least a B esp w extra credit. Very clear (but boring) lectures, explains complex content simply. Projects are eh. Cumulative exams suck, especially fill-the-blank q's. Clearly cares abt the class but def needs some changes\",\"course_id\":\"COMPSCI 544\",\"date\":\"2026-05-04 20:27:59 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"bd4770fb0c9603581372c349\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQzMDIyMjM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"}],\"evidence_count\":5,\"review_ids\":[\"fde3fe00124502f5cb111d74\",\"f7534ab4ac8b309fc28931a5\",\"65f04d06e3a1eeda35677d2a\",\"4d680071e020c6d1258ef914\",\"bd4770fb0c9603581372c349\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2274671\",\"name\":\"Meenakshi Syamkumar\"},{\"id\":\"rmp:2950714\",\"name\":\"Tyler Caraza-harter\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2025\"},\"sentiment\":\"negative\",\"summary\":\"Students report the course is extremely time-consuming, with heavy exam weights and projects that can be rewritten or require significant debugging effort.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"The worst structured class/projects I have ever taken. Also lectures was just watching her put codes into a terminal.\",\"course_id\":\"COMPSCI 544\",\"date\":\"2024-04-25 16:14:17 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"9420334a85eccc0d7383ab8d\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM5MjY0OTM3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"},{\"comment\":\"Since Fall 2025, two in-person quizzes are added and each of them is account for 10% of the final grade. What is worse is that there are writing sections that require you to draw out some diagrams shown in the lecture. The questions are really confusing, but Tyler just don't tell you what they mean. Projects only count for 24% of the grade LMAO :(\",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-09-24 16:39:20 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fde3fe00124502f5cb111d74\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxNjYyNTUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"},{\"comment\":\"Chaotic, disorganized, and actively harmful to learning. Lectures are fast, shallow, and left us ~1.5 weeks behind the other section. Madgrades inaccurate, professors are targeting half the A rate and two exams were added. Projects were routinely late and even rewritten, forcing students to redo everything. Very active piazza from all the outrage. \",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-11-26 04:37:38 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"65f04d06e3a1eeda35677d2a\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxOTU1Mjk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"},{\"comment\":\"Most disorganised class ever, she is never available outside of class, was very excited to take big data but this class was my biggest nightmare\",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-12-17 08:16:54 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"2307c941c1b48832a868e40a\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMzA2MzMy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"},{\"comment\":\"Meena comanages CS 544 terribly. Her and Tyler ruined the projects, making them tough and AI-based. Made quizzes unfair by keeping the same versions between sections. She defended this by saying she couldn't understand why anyone would cheat. Meena teaches terribly, spending more time talking about easier topics than the tougher ones. \",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-12-18 03:00:33 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0c30ce4e89a7fbbcf3517111\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMzIyNTQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"}],\"evidence_count\":5,\"review_ids\":[\"9420334a85eccc0d7383ab8d\",\"fde3fe00124502f5cb111d74\",\"65f04d06e3a1eeda35677d2a\",\"2307c941c1b48832a868e40a\",\"0c30ce4e89a7fbbcf3517111\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2274671\",\"name\":\"Meenakshi Syamkumar\"},{\"id\":\"rmp:2950714\",\"name\":\"Tyler Caraza-harter\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2024\"},\"sentiment\":\"negative\",\"summary\":\"The course is frequently described as chaotic and disorganized, with issues regarding quiz fairness, inconsistent grading, and lectures falling behind schedule.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"I think Meena rubs many people the wrong way, but I really liked her as a professor. Her lecture code is super helpful for projects. Super lenient and flexible and always willing to extend deadlines for a project if necessary. Exams are easy and open-note. The weekly quizzes are online and you can use any resource. \",\"course_id\":\"COMPSCI 544\",\"date\":\"2024-05-05 04:19:39 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"7fa9e302a89b964ad200387c\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MzY3MTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"},{\"comment\":\"Very clear lecture logic and content. If you attend class carefully, you shouldn't have any problems with your homework. The exam is very simple, and a lot of materials are given to review before the exam. The professor is very, very good. I got sick during class, and the professor was very concerned about my situation and gave me homework grace\",\"course_id\":\"COMPSCI 544\",\"date\":\"2024-05-09 01:52:29 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"ca29232f9342c22e5711d3dc\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NDE0MjA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"},{\"comment\":\"Since Fall 2025, two in-person quizzes are added and each of them is account for 10% of the final grade. What is worse is that there are writing sections that require you to draw out some diagrams shown in the lecture. The questions are really confusing, but Tyler just don't tell you what they mean. Projects only count for 24% of the grade LMAO :(\",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-09-24 16:39:20 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fde3fe00124502f5cb111d74\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxNjYyNTUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"},{\"comment\":\"Lecture is not bad. She definitely teaches good among all professor I've taken so far. Demo is sometimes buggy, but still very helpful. However, the quizes and tests in the class is too much, I'm extremely overwhelmed by the projects and the tests. Exams are easy to prepare compare to other classes. Make sure you did all the practice exams.\",\"course_id\":\"COMPSCI 544\",\"date\":\"2026-01-26 22:31:00 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4d680071e020c6d1258ef914\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQyNTUxODc1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"},{\"comment\":\"Lots of people hate because they thought it'd be an easy A like in prev semesters. Hard to get an A but def not hard to get at least a B esp w extra credit. Very clear (but boring) lectures, explains complex content simply. Projects are eh. Cumulative exams suck, especially fill-the-blank q's. Clearly cares abt the class but def needs some changes\",\"course_id\":\"COMPSCI 544\",\"date\":\"2026-05-04 20:27:59 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"bd4770fb0c9603581372c349\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQzMDIyMjM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"}],\"evidence_count\":5,\"review_ids\":[\"7fa9e302a89b964ad200387c\",\"ca29232f9342c22e5711d3dc\",\"fde3fe00124502f5cb111d74\",\"4d680071e020c6d1258ef914\",\"bd4770fb0c9603581372c349\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2274671\",\"name\":\"Meenakshi Syamkumar\"},{\"id\":\"rmp:2950714\",\"name\":\"Tyler Caraza-harter\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2024\"},\"sentiment\":\"mixed\",\"summary\":\"Exams are described as cumulative and difficult, with some students finding them easy if prepared, while others find the weightage and format (e.g., fill-in-the-blank) overwhelming.\"},{\"aspect\":\"projects\",\"evidence\":[{\"comment\":\"Tyler is extremely knowledgeable on the topics he teaches and is always willing to take more time to explain things outside of lecture. His way of helping on projects is unique in that he tries to guide students to debugging themselves instead of just telling them which has helped me learn the material better. Well organized lectures with examples.\",\"course_id\":\"COMPSCI 544\",\"date\":\"2023-11-28 14:43:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"abb424232f06b82bed6650d2\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4NDQ5OTQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"},{\"comment\":\"Best instructor ever. Supportive and caring to students' mental health. His course was supportive and the most organized compared to other CS courses. The course website has a lot of materials for study and he will upload recordings of every lecture to the website. In terms of the project being hard, he would do a demo in the lecture and upload it.\",\"course_id\":\"COMPSCI 544\",\"date\":\"2023-11-16 07:31:07 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0da88a6185ffe5b5470aec7f\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4NDAzNDc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"},{\"comment\":\"Meena comanages CS 544 terribly. Her and Tyler ruined the projects, making them tough and AI-based. Made quizzes unfair by keeping the same versions between sections. She defended this by saying she couldn't understand why anyone would cheat. Meena teaches terribly, spending more time talking about easier topics than the tougher ones. \",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-12-18 03:00:33 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0c30ce4e89a7fbbcf3517111\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMzIyNTQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"},{\"comment\":\"The class is easy but the weightage is insane. The projects are all piped to AI(you are required to do this) and are simple. The only problem with this class is that the class weights are insane and make the experience not enjoyable overall.\",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-12-22 07:37:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2589d04e64c4279cc29b2886\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMzczNzIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"},{\"comment\":\"its just a bad class and her teaching style is horendous.  The submission for projects are janky and not stable but they dont make any changes to that. Shes always behind in content and rushes to make up for it. If you want this class for credits, dont bother, if you take any other class and shes the prof, dont bother. \",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-12-23 08:19:39 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"08bf0204f260840af678ead4\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMzgzNjg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"}],\"evidence_count\":5,\"review_ids\":[\"abb424232f06b82bed6650d2\",\"0da88a6185ffe5b5470aec7f\",\"0c30ce4e89a7fbbcf3517111\",\"2589d04e64c4279cc29b2886\",\"08bf0204f260840af678ead4\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2274671\",\"name\":\"Meenakshi Syamkumar\"},{\"id\":\"rmp:2950714\",\"name\":\"Tyler Caraza-harter\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2023\"},\"sentiment\":\"mixed\",\"summary\":\"Projects are viewed as either helpful for learning debugging or as janky and overly difficult due to AI-based requirements and frequent changes.\"}]}","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_4c46b17e9b3f9a4f2ed9a0e9","course_id":"COMPSCI 544","catalog_version_id":"41c4cd3a07eaccd06260851c61e4910e318e234cb8786580afd72488fa8631a0","record_version_id":"28cc7cb00a8f1d6f226b6d2a1fd0e2b71f5752163255dfa2797fda19af7ca48b","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"20817cd74ed7d5e2d27f976bfc552dfcd36791f89aa081abd96408e3914ce974","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"5e842429878a9c851dee7888b1540441979a73f325a36357d62aa419903cce6f\",\"course_id\":\"COMPSCI 544\",\"current_instructors\":[{\"instructor_uid\":\"instructor_f5416b5fc6c871363ebcbc1f\",\"message\":\"Summary generation failed\",\"name\":\"Tyler Caraza-Harter\",\"review_status\":\"generation_failed\",\"rmp_instructor_id\":\"rmp:2950714\",\"summary\":[{\"citations\":[{\"course_id\":\"COMPSCI 544\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"source_record\":{\"entity_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 544\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"source_record\":{\"entity_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 544\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"source_record\":{\"entity_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 544\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"source_record\":{\"entity_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 544\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"source_record\":{\"entity_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.31 GPA, 56.8% A/AB (n=380 letter grades); Fall 2025: 3.33 GPA, 58.9% A/AB (n=270 letter grades); Spring 2026: 3.25 GPA, 53.5% A/AB (n=353 letter grades). 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Supportive and caring to students' mental health. His course was supportive and the most organized compared to other CS courses. The course website has a lot of materials for study and he will upload recordings of every lecture to the website. In terms of the project being hard, he would do a demo in the lecture and upload it.\",\"course_id\":\"COMPSCI 544\",\"date\":\"2023-11-16 07:31:07 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0da88a6185ffe5b5470aec7f\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4NDAzNDc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"},{\"comment\":\"The class might be useful. The good things are mentioned by other comments. To me, it tries to cover too many things and Tyler did not make sense of much of them during the class. As someone without much system background, it is easy to get confused. I would still recommend it because of the skill you learned. But his lecture can be confusing.\",\"course_id\":\"COMPSCI 544\",\"date\":\"2023-12-28 03:29:32 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3a004994981a8ddc9643a731\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM4ODAyNTgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"},{\"comment\":\"In lectures, Tyler talks as if he is a professional auctioneer and it is impossible to keep up with everything he is saying. The course covers so many topics that reviewing for the 5 different exams takes a very long time. There are in person grades worth 10% each and they reuse questions for both lectures so the second lecture has a big advantage.\",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-10-29 20:48:50 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f7534ab4ac8b309fc28931a5\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxNzc1MDY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"},{\"comment\":\"Lecture is not bad. She definitely teaches good among all professor I've taken so far. Demo is sometimes buggy, but still very helpful. However, the quizes and tests in the class is too much, I'm extremely overwhelmed by the projects and the tests. Exams are easy to prepare compare to other classes. Make sure you did all the practice exams.\",\"course_id\":\"COMPSCI 544\",\"date\":\"2026-01-26 22:31:00 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4d680071e020c6d1258ef914\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQyNTUxODc1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"},{\"comment\":\"Lots of people hate because they thought it'd be an easy A like in prev semesters. Hard to get an A but def not hard to get at least a B esp w extra credit. Very clear (but boring) lectures, explains complex content simply. Projects are eh. Cumulative exams suck, especially fill-the-blank q's. Clearly cares abt the class but def needs some changes\",\"course_id\":\"COMPSCI 544\",\"date\":\"2026-05-04 20:27:59 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"bd4770fb0c9603581372c349\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQzMDIyMjM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"}],\"evidence_count\":5,\"review_ids\":[\"0da88a6185ffe5b5470aec7f\",\"3a004994981a8ddc9643a731\",\"f7534ab4ac8b309fc28931a5\",\"4d680071e020c6d1258ef914\",\"bd4770fb0c9603581372c349\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2274671\",\"name\":\"Meenakshi Syamkumar\"},{\"id\":\"rmp:2950714\",\"name\":\"Tyler Caraza-harter\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2023\"},\"sentiment\":\"mixed\",\"summary\":\"Instructor styles are polarizing; Tyler is criticized for fast pacing and confusing lectures, while Meenakshi is praised for clarity but criticized for buggy demos and slow progress.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Since Fall 2025, two in-person quizzes are added and each of them is account for 10% of the final grade. What is worse is that there are writing sections that require you to draw out some diagrams shown in the lecture. The questions are really confusing, but Tyler just don't tell you what they mean. Projects only count for 24% of the grade LMAO :(\",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-09-24 16:39:20 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fde3fe00124502f5cb111d74\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxNjYyNTUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"},{\"comment\":\"In lectures, Tyler talks as if he is a professional auctioneer and it is impossible to keep up with everything he is saying. The course covers so many topics that reviewing for the 5 different exams takes a very long time. There are in person grades worth 10% each and they reuse questions for both lectures so the second lecture has a big advantage.\",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-10-29 20:48:50 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f7534ab4ac8b309fc28931a5\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxNzc1MDY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"},{\"comment\":\"Chaotic, disorganized, and actively harmful to learning. Lectures are fast, shallow, and left us ~1.5 weeks behind the other section. Madgrades inaccurate, professors are targeting half the A rate and two exams were added. Projects were routinely late and even rewritten, forcing students to redo everything. Very active piazza from all the outrage. \",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-11-26 04:37:38 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"65f04d06e3a1eeda35677d2a\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxOTU1Mjk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"},{\"comment\":\"Lecture is not bad. She definitely teaches good among all professor I've taken so far. Demo is sometimes buggy, but still very helpful. However, the quizes and tests in the class is too much, I'm extremely overwhelmed by the projects and the tests. Exams are easy to prepare compare to other classes. Make sure you did all the practice exams.\",\"course_id\":\"COMPSCI 544\",\"date\":\"2026-01-26 22:31:00 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4d680071e020c6d1258ef914\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQyNTUxODc1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"},{\"comment\":\"Lots of people hate because they thought it'd be an easy A like in prev semesters. Hard to get an A but def not hard to get at least a B esp w extra credit. Very clear (but boring) lectures, explains complex content simply. Projects are eh. Cumulative exams suck, especially fill-the-blank q's. Clearly cares abt the class but def needs some changes\",\"course_id\":\"COMPSCI 544\",\"date\":\"2026-05-04 20:27:59 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"bd4770fb0c9603581372c349\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQzMDIyMjM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"}],\"evidence_count\":5,\"review_ids\":[\"fde3fe00124502f5cb111d74\",\"f7534ab4ac8b309fc28931a5\",\"65f04d06e3a1eeda35677d2a\",\"4d680071e020c6d1258ef914\",\"bd4770fb0c9603581372c349\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2274671\",\"name\":\"Meenakshi Syamkumar\"},{\"id\":\"rmp:2950714\",\"name\":\"Tyler Caraza-harter\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2025\"},\"sentiment\":\"negative\",\"summary\":\"Students report the course is extremely time-consuming, with heavy exam weights and projects that can be rewritten or require significant debugging effort.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"The worst structured class/projects I have ever taken. Also lectures was just watching her put codes into a terminal.\",\"course_id\":\"COMPSCI 544\",\"date\":\"2024-04-25 16:14:17 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"9420334a85eccc0d7383ab8d\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM5MjY0OTM3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"},{\"comment\":\"Since Fall 2025, two in-person quizzes are added and each of them is account for 10% of the final grade. What is worse is that there are writing sections that require you to draw out some diagrams shown in the lecture. The questions are really confusing, but Tyler just don't tell you what they mean. Projects only count for 24% of the grade LMAO :(\",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-09-24 16:39:20 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fde3fe00124502f5cb111d74\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxNjYyNTUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"},{\"comment\":\"Chaotic, disorganized, and actively harmful to learning. Lectures are fast, shallow, and left us ~1.5 weeks behind the other section. Madgrades inaccurate, professors are targeting half the A rate and two exams were added. Projects were routinely late and even rewritten, forcing students to redo everything. Very active piazza from all the outrage. \",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-11-26 04:37:38 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"65f04d06e3a1eeda35677d2a\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxOTU1Mjk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"},{\"comment\":\"Most disorganised class ever, she is never available outside of class, was very excited to take big data but this class was my biggest nightmare\",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-12-17 08:16:54 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"2307c941c1b48832a868e40a\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMzA2MzMy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"},{\"comment\":\"Meena comanages CS 544 terribly. Her and Tyler ruined the projects, making them tough and AI-based. Made quizzes unfair by keeping the same versions between sections. She defended this by saying she couldn't understand why anyone would cheat. Meena teaches terribly, spending more time talking about easier topics than the tougher ones. \",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-12-18 03:00:33 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0c30ce4e89a7fbbcf3517111\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMzIyNTQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"}],\"evidence_count\":5,\"review_ids\":[\"9420334a85eccc0d7383ab8d\",\"fde3fe00124502f5cb111d74\",\"65f04d06e3a1eeda35677d2a\",\"2307c941c1b48832a868e40a\",\"0c30ce4e89a7fbbcf3517111\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2274671\",\"name\":\"Meenakshi Syamkumar\"},{\"id\":\"rmp:2950714\",\"name\":\"Tyler Caraza-harter\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2024\"},\"sentiment\":\"negative\",\"summary\":\"The course is frequently described as chaotic and disorganized, with issues regarding quiz fairness, inconsistent grading, and lectures falling behind schedule.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"I think Meena rubs many people the wrong way, but I really liked her as a professor. Her lecture code is super helpful for projects. Super lenient and flexible and always willing to extend deadlines for a project if necessary. Exams are easy and open-note. The weekly quizzes are online and you can use any resource. \",\"course_id\":\"COMPSCI 544\",\"date\":\"2024-05-05 04:19:39 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"7fa9e302a89b964ad200387c\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MzY3MTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"},{\"comment\":\"Very clear lecture logic and content. If you attend class carefully, you shouldn't have any problems with your homework. The exam is very simple, and a lot of materials are given to review before the exam. The professor is very, very good. I got sick during class, and the professor was very concerned about my situation and gave me homework grace\",\"course_id\":\"COMPSCI 544\",\"date\":\"2024-05-09 01:52:29 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"ca29232f9342c22e5711d3dc\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NDE0MjA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"},{\"comment\":\"Since Fall 2025, two in-person quizzes are added and each of them is account for 10% of the final grade. What is worse is that there are writing sections that require you to draw out some diagrams shown in the lecture. The questions are really confusing, but Tyler just don't tell you what they mean. Projects only count for 24% of the grade LMAO :(\",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-09-24 16:39:20 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fde3fe00124502f5cb111d74\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxNjYyNTUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"},{\"comment\":\"Lecture is not bad. She definitely teaches good among all professor I've taken so far. Demo is sometimes buggy, but still very helpful. However, the quizes and tests in the class is too much, I'm extremely overwhelmed by the projects and the tests. Exams are easy to prepare compare to other classes. Make sure you did all the practice exams.\",\"course_id\":\"COMPSCI 544\",\"date\":\"2026-01-26 22:31:00 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4d680071e020c6d1258ef914\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQyNTUxODc1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"},{\"comment\":\"Lots of people hate because they thought it'd be an easy A like in prev semesters. Hard to get an A but def not hard to get at least a B esp w extra credit. Very clear (but boring) lectures, explains complex content simply. Projects are eh. Cumulative exams suck, especially fill-the-blank q's. Clearly cares abt the class but def needs some changes\",\"course_id\":\"COMPSCI 544\",\"date\":\"2026-05-04 20:27:59 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"bd4770fb0c9603581372c349\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQzMDIyMjM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"}],\"evidence_count\":5,\"review_ids\":[\"7fa9e302a89b964ad200387c\",\"ca29232f9342c22e5711d3dc\",\"fde3fe00124502f5cb111d74\",\"4d680071e020c6d1258ef914\",\"bd4770fb0c9603581372c349\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2274671\",\"name\":\"Meenakshi Syamkumar\"},{\"id\":\"rmp:2950714\",\"name\":\"Tyler Caraza-harter\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2024\"},\"sentiment\":\"mixed\",\"summary\":\"Exams are described as cumulative and difficult, with some students finding them easy if prepared, while others find the weightage and format (e.g., fill-in-the-blank) overwhelming.\"},{\"aspect\":\"projects\",\"evidence\":[{\"comment\":\"Tyler is extremely knowledgeable on the topics he teaches and is always willing to take more time to explain things outside of lecture. His way of helping on projects is unique in that he tries to guide students to debugging themselves instead of just telling them which has helped me learn the material better. Well organized lectures with examples.\",\"course_id\":\"COMPSCI 544\",\"date\":\"2023-11-28 14:43:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"abb424232f06b82bed6650d2\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4NDQ5OTQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"},{\"comment\":\"Best instructor ever. Supportive and caring to students' mental health. His course was supportive and the most organized compared to other CS courses. The course website has a lot of materials for study and he will upload recordings of every lecture to the website. In terms of the project being hard, he would do a demo in the lecture and upload it.\",\"course_id\":\"COMPSCI 544\",\"date\":\"2023-11-16 07:31:07 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0da88a6185ffe5b5470aec7f\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4NDAzNDc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"},{\"comment\":\"Meena comanages CS 544 terribly. Her and Tyler ruined the projects, making them tough and AI-based. Made quizzes unfair by keeping the same versions between sections. She defended this by saying she couldn't understand why anyone would cheat. Meena teaches terribly, spending more time talking about easier topics than the tougher ones. \",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-12-18 03:00:33 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0c30ce4e89a7fbbcf3517111\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMzIyNTQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"},{\"comment\":\"The class is easy but the weightage is insane. The projects are all piped to AI(you are required to do this) and are simple. The only problem with this class is that the class weights are insane and make the experience not enjoyable overall.\",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-12-22 07:37:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2589d04e64c4279cc29b2886\",\"instructor_id\":\"rmp:2950714\",\"instructor_name\":\"Tyler Caraza-harter\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMzczNzIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\"},{\"comment\":\"its just a bad class and her teaching style is horendous.  The submission for projects are janky and not stable but they dont make any changes to that. Shes always behind in content and rushes to make up for it. If you want this class for credits, dont bother, if you take any other class and shes the prof, dont bother. \",\"course_id\":\"COMPSCI 544\",\"date\":\"2025-12-23 08:19:39 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"08bf0204f260840af678ead4\",\"instructor_id\":\"rmp:2274671\",\"instructor_name\":\"Meenakshi Syamkumar\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMzgzNjg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\"}],\"evidence_count\":5,\"review_ids\":[\"abb424232f06b82bed6650d2\",\"0da88a6185ffe5b5470aec7f\",\"0c30ce4e89a7fbbcf3517111\",\"2589d04e64c4279cc29b2886\",\"08bf0204f260840af678ead4\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2274671\",\"name\":\"Meenakshi Syamkumar\"},{\"id\":\"rmp:2950714\",\"name\":\"Tyler Caraza-harter\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2023\"},\"sentiment\":\"mixed\",\"summary\":\"Projects are viewed as either helpful for learning debugging or as janky and overly difficult due to AI-based requirements and frequent changes.\"}]}","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_4c46b17e9b3f9a4f2ed9a0e9","course_id":"COMPSCI 544","catalog_version_id":"41c4cd3a07eaccd06260851c61e4910e318e234cb8786580afd72488fa8631a0","record_version_id":"28cc7cb00a8f1d6f226b6d2a1fd0e2b71f5752163255dfa2797fda19af7ca48b","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"df865deff2cd5e537bc59123049adadb820e1c29eafca16b9e0a87f94400d555","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"5e842429878a9c851dee7888b1540441979a73f325a36357d62aa419903cce6f\",\"course_id\":\"COMPSCI 544\",\"current_instructors\":[{\"instructor_uid\":\"instructor_f5416b5fc6c871363ebcbc1f\",\"message\":null,\"name\":\"Tyler Caraza-Harter\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2950714\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Tyler Caraza-harter\",\"review_date\":\"2023-11-16 07:31:07 +0000 UTC\",\"review_id\":\"0da88a6185ffe5b5470aec7f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2950714\",\"source_review_id\":\"UmF0aW5nLTM4NDAzNDc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\",\"type\":\"review\"},{\"instructor_name\":\"Tyler Caraza-harter\",\"review_date\":\"2023-12-22 22:12:16 +0000 UTC\",\"review_id\":\"d70a66c20a3260d3cd3ae3a4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2950714\",\"source_review_id\":\"UmF0aW5nLTM4Nzc5MTcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\",\"type\":\"review\"}],\"text\":\"Tyler Caraza-Harter is praised as organized and supportive, with clear lectures and abundant materials. Reviewers value his Big Data knowledge and industry focus.\"},{\"citations\":[{\"instructor_name\":\"Tyler Caraza-harter\",\"review_date\":\"2025-09-24 16:39:20 +0000 UTC\",\"review_id\":\"fde3fe00124502f5cb111d74\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2950714\",\"source_review_id\":\"UmF0aW5nLTQxNjYyNTUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\",\"type\":\"review\"},{\"instructor_name\":\"Tyler Caraza-harter\",\"review_date\":\"2025-10-29 20:09:02 +0000 UTC\",\"review_id\":\"e002bba4e088e6c2084f0d98\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2950714\",\"source_review_id\":\"UmF0aW5nLTQxNzc0ODE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\",\"type\":\"review\"},{\"instructor_name\":\"Tyler Caraza-harter\",\"review_date\":\"2026-04-14 21:11:57 +0000 UTC\",\"review_id\":\"d3cac07695309e37abfa6006\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2950714\",\"source_review_id\":\"UmF0aW5nLTQyODM3MDE2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\",\"type\":\"review\"}],\"text\":\"Recent reviews criticize confusing quizzes, fast pacing, and difficult projects. Students report unfair quiz conditions and excessive theory focus.\"},{\"citations\":[{\"course_id\":\"COMPSCI 544\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"source_record\":{\"entity_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 544\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"source_record\":{\"entity_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 544\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"source_record\":{\"entity_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 544\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"source_record\":{\"entity_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 544\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"source_record\":{\"entity_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.31 GPA, 56.8% A/AB (n=380 letter grades); Fall 2025: 3.33 GPA, 58.9% A/AB (n=270 letter grades); Spring 2026: 3.25 GPA, 53.5% A/AB (n=353 letter grades). Includes jointly taught sections.\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Tyler Caraza-harter\",\"review_date\":\"2025-09-24 16:39:20 +0000 UTC\",\"review_id\":\"fde3fe00124502f5cb111d74\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2950714\",\"source_review_id\":\"UmF0aW5nLTQxNjYyNTUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\",\"type\":\"review\"},{\"instructor_name\":\"Tyler Caraza-harter\",\"review_date\":\"2025-10-29 20:09:02 +0000 UTC\",\"review_id\":\"e002bba4e088e6c2084f0d98\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2950714\",\"source_review_id\":\"UmF0aW5nLTQxNzc0ODE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\",\"type\":\"review\"},{\"instructor_name\":\"Tyler Caraza-harter\",\"review_date\":\"2025-11-18 22:48:56 +0000 UTC\",\"review_id\":\"7541bfe5e0580f8d601bcbbd\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2950714\",\"source_review_id\":\"UmF0aW5nLTQxODk2NjYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\",\"type\":\"review\"},{\"instructor_name\":\"Tyler Caraza-harter\",\"review_date\":\"2025-11-28 01:30:15 +0000 UTC\",\"review_id\":\"fd07e5f0dfbcb50c6707e0ef\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2950714\",\"source_review_id\":\"UmF0aW5nLTQxOTYyNjMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\",\"type\":\"review\"}],\"text\":\"Students report the course is time-consuming with confusing exams, unfair quiz conditions, and projects that are overly difficult compared to lecture content.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Meenakshi Syamkumar\",\"review_date\":\"2024-04-25 16:14:17 +0000 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UTC\",\"review_id\":\"7372ee52dbbf55ab3a1e9004\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2274671\",\"source_review_id\":\"UmF0aW5nLTM5NDA3MTAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\",\"type\":\"review\"},{\"instructor_name\":\"Meenakshi Syamkumar\",\"review_date\":\"2024-05-09 01:52:29 +0000 UTC\",\"review_id\":\"ca29232f9342c22e5711d3dc\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2274671\",\"source_review_id\":\"UmF0aW5nLTM5NDE0MjA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\",\"type\":\"review\"},{\"instructor_name\":\"Meenakshi Syamkumar\",\"review_date\":\"2025-10-08 06:43:32 +0000 UTC\",\"review_id\":\"7f06862bfb12363d97f5025e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2274671\",\"source_review_id\":\"UmF0aW5nLTQxNjk3NDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\",\"type\":\"review\"},{\"instructor_name\":\"Meenakshi Syamkumar\",\"review_date\":\"2025-11-14 00:02:53 +0000 UTC\",\"review_id\":\"dfe5d6a59da2bb6c98532637\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2274671\",\"source_review_id\":\"UmF0aW5nLTQxODY0MTUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\",\"type\":\"review\"},{\"instructor_name\":\"Meenakshi Syamkumar\",\"review_date\":\"2025-11-26 04:37:38 +0000 UTC\",\"review_id\":\"65f04d06e3a1eeda35677d2a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2274671\",\"source_review_id\":\"UmF0aW5nLTQxOTU1Mjk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\",\"type\":\"review\"},{\"instructor_name\":\"Meenakshi Syamkumar\",\"review_date\":\"2025-12-08 18:25:05 +0000 UTC\",\"review_id\":\"e24655b51c713d7a432fb1e4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2274671\",\"source_review_id\":\"UmF0aW5nLTQyMDk3NjMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\",\"type\":\"review\"},{\"instructor_name\":\"Meenakshi Syamkumar\",\"review_date\":\"2025-12-17 08:16:54 +0000 UTC\",\"review_id\":\"2307c941c1b48832a868e40a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2274671\",\"source_review_id\":\"UmF0aW5nLTQyMzA2MzMy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\",\"type\":\"review\"},{\"instructor_name\":\"Meenakshi Syamkumar\",\"review_date\":\"2025-12-18 03:00:33 +0000 UTC\",\"review_id\":\"0c30ce4e89a7fbbcf3517111\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2274671\",\"source_review_id\":\"UmF0aW5nLTQyMzIyNTQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2274671\",\"type\":\"review\"}],\"text\":\"Historical reviews for Meenakshi Syamkumar are sharply divided. Some students praised her flexibility, helpful lecture code, and clear explanations, while others criticized her lectures as disorganized, shallow, and harmful to learning. Recent reviews also noted chaotic project management and unfair quiz practices.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Tyler Caraza-harter\",\"review_date\":\"2023-11-16 07:31:07 +0000 UTC\",\"review_id\":\"0da88a6185ffe5b5470aec7f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2950714\",\"source_review_id\":\"UmF0aW5nLTM4NDAzNDc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\",\"type\":\"review\"},{\"instructor_name\":\"Tyler Caraza-harter\",\"review_date\":\"2023-12-22 22:12:16 +0000 UTC\",\"review_id\":\"d70a66c20a3260d3cd3ae3a4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2950714\",\"source_review_id\":\"UmF0aW5nLTM4Nzc5MTcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\",\"type\":\"review\"},{\"instructor_name\":\"Tyler Caraza-harter\",\"review_date\":\"2026-08-07 03:25:18 +0000 UTC\",\"review_id\":\"e1720230bb19656225358b1d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2950714\",\"source_review_id\":\"UmF0aW5nLTQzMzUxNjcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\",\"type\":\"review\"}],\"text\":\"Tyler Caraza-Harter is praised for being organized, supportive, and knowledgeable about industry practices, with lectures providing a solid foundation for big data and software jobs.\"},{\"citations\":[{\"course_id\":\"COMPSCI 544\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 544\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 544\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.31 GPA, 56.8% A/AB (n=380 letter grades); Fall 2025: 3.30 GPA, 56.3% A/AB (n=551 letter grades); Spring 2026: 3.25 GPA, 53.5% A/AB (n=353 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Tyler Caraza-harter\",\"review_date\":\"2025-10-29 20:09:02 +0000 UTC\",\"review_id\":\"e002bba4e088e6c2084f0d98\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2950714\",\"source_review_id\":\"UmF0aW5nLTQxNzc0ODE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\",\"type\":\"review\"},{\"instructor_name\":\"Tyler Caraza-harter\",\"review_date\":\"2026-04-14 21:11:57 +0000 UTC\",\"review_id\":\"d3cac07695309e37abfa6006\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2950714\",\"source_review_id\":\"UmF0aW5nLTQyODM3MDE2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2950714\",\"type\":\"review\"}],\"text\":\"Lectures are criticized for moving too quickly and relying on demos rather than clear explanations, while exam questions are described as esoteric and prioritized over coding.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI 544\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"source_record\":{\"entity_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 544\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"source_record\":{\"entity_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"MEENAKSHI SYAMKUMAR is recorded teaching in Spring 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 544\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"source_record\":{\"entity_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 544\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"source_record\":{\"entity_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 544\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"source_record\":{\"entity_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 544\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"source_record\":{\"entity_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 544\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"source_record\":{\"entity_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 544\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"source_record\":{\"entity_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 544\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"source_record\":{\"entity_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 544\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"source_record\":{\"entity_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 544\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"source_record\":{\"entity_id\":\"a71daf9e-1170-3cb8-b963-d64aef04cd9d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"TYLER CARAZA-HARTER is recorded teaching in Fall 2023, Fall 2024, Spring 2025, Fall 2025, Spring 2026. 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}]