[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_3e76f42476ef5e31cd0ae175","course_id":"ECE/ME 439","catalog_version_id":"4e6b5fd5b9bdcc267cbdf2d8dbf86aa459ca3bf002d0161614385e5dd92b0e45","record_version_id":"83c1a39a48c0f179f74c47e65cc4b03791720f7c8b85f8cf3ddd2df2523eccca","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"0ad3b712249e5995aec9e29355bbfa21c4a0900479b1e83765d750244817c283","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"cond-senior\",\"cond-guest\"],\"condition\":null,\"course\":null,\"evidence\":\"Senior standing or member of Engineering Guest Students\",\"id\":\"req-root\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"Senior standing\",\"course\":null,\"evidence\":\"Senior standing\",\"id\":\"cond-senior\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"cond-guest\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"req-root\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_3e76f42476ef5e31cd0ae175","course_id":"ECE/ME 439","catalog_version_id":"4e6b5fd5b9bdcc267cbdf2d8dbf86aa459ca3bf002d0161614385e5dd92b0e45","record_version_id":"83c1a39a48c0f179f74c47e65cc4b03791720f7c8b85f8cf3ddd2df2523eccca","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"0ad3b712249e5995aec9e29355bbfa21c4a0900479b1e83765d750244817c283","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"Hands-on introduction to key concepts and tools underpinning robotic systems in use and development today.\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"},{\"course_id\":\"ECE/ME 439\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Specify a simple task for a robot, and implement sensors, actuators and a control system to accomplish it\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"label\":\"lab-work\"},{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"Students are expected to have familiarity with a high level programming language such as Python (recommended), MATLAB, Java or Julia.\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"},{\"course_id\":\"ECE/ME 439\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Apply standard algorithms to predict and control the behavior of robotic manipulators\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"label\":\"programming\"}],\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"Students are expected to have familiarity with a high level programming language such as Python (recommended), MATLAB, Java or Julia.\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Familiarity with a high level programming language such as Python, MATLAB, Java or Julia\"}],\"search_phrases\":[\"Introduction to Robotics\",\"robotic systems\",\"mechatronic actuators\",\"robot sensors\",\"robotic manipulators\",\"robot control systems\",\"robotics ethics\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Predict and control the behavior of common mechatronic actuators\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Predict and control mechatronic actuators\"},{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Predict and interpret the response of common sensors in relation to their environment\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Interpret sensor responses\"},{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Apply standard algorithms to predict and control the behavior of robotic manipulators\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Control robotic manipulators using standard algorithms\"},{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"Analyze the ethical challenges presented by specific robotic applications\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Analyze ethical challenges in robotics\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO ROBOTICS\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"},{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"Hands-on introduction to key concepts and tools underpinning robotic systems in use and development today.\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Hands-on Introduction to Robotics covering concepts and tools for robotic systems, including actuators, sensors, manipulators, and control systems.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Predict and control the behavior of common mechatronic actuators\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Mechatronic actuators\"},{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Predict and interpret the response of common sensors in relation to their environment\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Robot sensors\"},{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Apply standard algorithms to predict and control the behavior of robotic manipulators\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Robotic manipulators\"},{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Interpret the operation of a robot control system and add new functionality to it\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Robot control systems\"},{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"Analyze the ethical challenges presented by specific robotic applications\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Ethics in robotics\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_3e76f42476ef5e31cd0ae175","course_id":"ECE/ME 439","catalog_version_id":"4e6b5fd5b9bdcc267cbdf2d8dbf86aa459ca3bf002d0161614385e5dd92b0e45","record_version_id":"83c1a39a48c0f179f74c47e65cc4b03791720f7c8b85f8cf3ddd2df2523eccca","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"0ad3b712249e5995aec9e29355bbfa21c4a0900479b1e83765d750244817c283","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Good prof, but the way this class is set up is poor. You don't really get that great of a feel of the code from the classwork, but the mechanics is also not emphasized. If you want to learn the topic, the effort must come from you, OUTSIDE class. But still fun.\",\"course_id\":\"ECE/ME 439\",\"date\":\"2023-01-22 22:51:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"58002eaa814a0a6671587c35\",\"instructor_id\":\"rmp:2215832\",\"instructor_name\":\"Peter Adamczyk\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM3MzY1ODk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\"},{\"comment\":\"Dr. Adamczyk was a great professor and caring overall. However, his class, ME 439, was extremely disorganized although its content was a lot of fun. I think it would have been easier for me if I had mastered Linux and ROS before taking this course. So again, the class was a lot of fun but it needs a lot of improvement organization-wise.\",\"course_id\":\"ECE/ME 439\",\"date\":\"2024-01-23 05:06:29 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7a4797dfed8504e5d656124c\",\"instructor_id\":\"rmp:2215832\",\"instructor_name\":\"Peter Adamczyk\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4OTE0MzU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\"}],\"evidence_count\":2,\"review_ids\":[\"58002eaa814a0a6671587c35\",\"7a4797dfed8504e5d656124c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2215832\",\"name\":\"Peter Adamczyk\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2023\"},\"sentiment\":\"negative\",\"subject_instructor_id\":null,\"summary\":\"Reviewers said the course setup was poor or disorganized, with classwork not providing enough feel for the code or mechanics.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"This was the professor's first time teaching the course; some hiccups but only due to the experimentation and calibration of a first time course. One of the most accessible professors, very receptive to feedback and requests, devoted to giving student's the most useful possible experience.  Broad spectrum of knowledge and activities. Interesting.\",\"course_id\":\"ECE/ME 439\",\"date\":\"2016-12-17 17:12:24 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"1ca475acee9841f0a9400f8e\",\"instructor_id\":\"rmp:2215832\",\"instructor_name\":\"Peter Adamczyk\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3NTQ3MTUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\"},{\"comment\":\"Good class, exceptional teacher.\",\"course_id\":\"ECE/ME 439\",\"date\":\"2016-12-23 19:20:36 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d16a0744f5c794c0ce87418b\",\"instructor_id\":\"rmp:2215832\",\"instructor_name\":\"Peter Adamczyk\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3NjEzOTM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\"},{\"comment\":\"Dr. Adamczyk was a great professor and caring overall. However, his class, ME 439, was extremely disorganized although its content was a lot of fun. I think it would have been easier for me if I had mastered Linux and ROS before taking this course. So again, the class was a lot of fun but it needs a lot of improvement organization-wise.\",\"course_id\":\"ECE/ME 439\",\"date\":\"2024-01-23 05:06:29 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7a4797dfed8504e5d656124c\",\"instructor_id\":\"rmp:2215832\",\"instructor_name\":\"Peter Adamczyk\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4OTE0MzU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\"}],\"evidence_count\":3,\"review_ids\":[\"1ca475acee9841f0a9400f8e\",\"d16a0744f5c794c0ce87418b\",\"7a4797dfed8504e5d656124c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2215832\",\"name\":\"Peter Adamczyk\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2016\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2215832\",\"summary\":\"Peter Adamczyk was described as accessible, receptive to feedback, exceptional, and caring.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"This was the professor's first time teaching the course; some hiccups but only due to the experimentation and calibration of a first time course. One of the most accessible professors, very receptive to feedback and requests, devoted to giving student's the most useful possible experience.  Broad spectrum of knowledge and activities. Interesting.\",\"course_id\":\"ECE/ME 439\",\"date\":\"2016-12-17 17:12:24 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"1ca475acee9841f0a9400f8e\",\"instructor_id\":\"rmp:2215832\",\"instructor_name\":\"Peter Adamczyk\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3NTQ3MTUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\"},{\"comment\":\"Good prof, but the way this class is set up is poor. You don't really get that great of a feel of the code from the classwork, but the mechanics is also not emphasized. If you want to learn the topic, the effort must come from you, OUTSIDE class. But still fun.\",\"course_id\":\"ECE/ME 439\",\"date\":\"2023-01-22 22:51:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"58002eaa814a0a6671587c35\",\"instructor_id\":\"rmp:2215832\",\"instructor_name\":\"Peter Adamczyk\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM3MzY1ODk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\"},{\"comment\":\"Dr. Adamczyk was a great professor and caring overall. However, his class, ME 439, was extremely disorganized although its content was a lot of fun. I think it would have been easier for me if I had mastered Linux and ROS before taking this course. So again, the class was a lot of fun but it needs a lot of improvement organization-wise.\",\"course_id\":\"ECE/ME 439\",\"date\":\"2024-01-23 05:06:29 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7a4797dfed8504e5d656124c\",\"instructor_id\":\"rmp:2215832\",\"instructor_name\":\"Peter Adamczyk\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4OTE0MzU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\"}],\"evidence_count\":3,\"review_ids\":[\"1ca475acee9841f0a9400f8e\",\"58002eaa814a0a6671587c35\",\"7a4797dfed8504e5d656124c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2215832\",\"name\":\"Peter Adamczyk\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2016\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2215832\",\"summary\":\"In Peter Adamczyk's section, students found the content and activities interesting and fun, while noting the course needed organizational improvement.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_3e76f42476ef5e31cd0ae175","course_id":"ECE/ME 439","catalog_version_id":"4e6b5fd5b9bdcc267cbdf2d8dbf86aa459ca3bf002d0161614385e5dd92b0e45","record_version_id":"83c1a39a48c0f179f74c47e65cc4b03791720f7c8b85f8cf3ddd2df2523eccca","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"0ad3b712249e5995aec9e29355bbfa21c4a0900479b1e83765d750244817c283","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"147ecd016513192a6bd1a168ef1ff9f7f5b9f86f4f648aa9a27488ec9fd1ca11\",\"course_id\":\"ECE/ME 439\",\"current_instructors\":[{\"instructor_uid\":\"instructor_561adca534f433c99b5b2836\",\"message\":null,\"name\":\"Peter Adamczyk\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2215832\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Peter Adamczyk\",\"review_date\":\"2024-01-23 05:06:29 +0000 UTC\",\"review_id\":\"7a4797dfed8504e5d656124c\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2215832\",\"source_review_id\":\"UmF0aW5nLTM4OTE0MzU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\",\"type\":\"review\"},{\"instructor_name\":\"Peter Adamczyk\",\"review_date\":\"2023-01-22 22:51:01 +0000 UTC\",\"review_id\":\"58002eaa814a0a6671587c35\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2215832\",\"source_review_id\":\"UmF0aW5nLTM3MzY1ODk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Peter Adamczyk taught ME 439 with a fun but disorganized structure that required significant outside effort to learn the topic. Students reported that mastering Linux and ROS beforehand was helpful for navigating the course's mechanical and coding components.\"},{\"citations\":[{\"instructor_name\":\"Peter Adamczyk\",\"review_date\":\"2016-12-17 17:12:24 +0000 UTC\",\"review_id\":\"1ca475acee9841f0a9400f8e\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2215832\",\"source_review_id\":\"UmF0aW5nLTI3NTQ3MTUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"In his initial term teaching the course, Peter Adamczyk was described as accessible and receptive to feedback, providing a broad spectrum of knowledge and activities despite some initial hiccups.\"},{\"citations\":[{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.39 GPA, 69.4% A/AB (n=72 letter grades); Fall 2024: 3.44 GPA, 75.0% A/AB (n=72 letter grades); Spring 2025: 3.71 GPA, 90.0% A/AB (n=80 letter grades). Includes jointly taught sections.\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Peter Adamczyk\",\"review_date\":\"2023-01-22 22:51:01 +0000 UTC\",\"review_id\":\"58002eaa814a0a6671587c35\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2215832\",\"source_review_id\":\"UmF0aW5nLTM3MzY1ODk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\",\"type\":\"review\"},{\"instructor_name\":\"Peter Adamczyk\",\"review_date\":\"2024-01-23 05:06:29 +0000 UTC\",\"review_id\":\"7a4797dfed8504e5d656124c\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2215832\",\"source_review_id\":\"UmF0aW5nLTM4OTE0MzU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"The course demanded substantial effort outside of class time, as classwork alone did not provide a deep feel for the code or mechanics. One student suggested that mastering Linux and ROS before enrolling would have made the material easier to manage.\"}],\"errors\":[],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Peter Adamczyk\",\"review_date\":\"2016-12-17 17:12:24 +0000 UTC\",\"review_id\":\"1ca475acee9841f0a9400f8e\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2215832\",\"source_review_id\":\"UmF0aW5nLTI3NTQ3MTUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\",\"type\":\"review\"},{\"instructor_name\":\"Peter Adamczyk\",\"review_date\":\"2023-01-22 22:51:01 +0000 UTC\",\"review_id\":\"58002eaa814a0a6671587c35\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2215832\",\"source_review_id\":\"UmF0aW5nLTM3MzY1ODk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\",\"type\":\"review\"},{\"instructor_name\":\"Peter Adamczyk\",\"review_date\":\"2024-01-23 05:06:29 +0000 UTC\",\"review_id\":\"7a4797dfed8504e5d656124c\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2215832\",\"source_review_id\":\"UmF0aW5nLTM4OTE0MzU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Students described the course as interesting and fun, covering a broad spectrum of knowledge and activities. While the content was engaging, several reviewers noted that the class structure required significant independent effort to fully grasp the material.\"},{\"citations\":[{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.39 GPA, 69.4% A/AB (n=72 letter grades); Fall 2024: 3.44 GPA, 75.0% A/AB (n=72 letter grades); Spring 2025: 3.71 GPA, 90.0% A/AB (n=80 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Peter Adamczyk\",\"review_date\":\"2016-12-17 17:12:24 +0000 UTC\",\"review_id\":\"1ca475acee9841f0a9400f8e\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2215832\",\"source_review_id\":\"UmF0aW5nLTI3NTQ3MTUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\",\"type\":\"review\"},{\"instructor_name\":\"Peter Adamczyk\",\"review_date\":\"2024-01-23 05:06:29 +0000 UTC\",\"review_id\":\"7a4797dfed8504e5d656124c\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2215832\",\"source_review_id\":\"UmF0aW5nLTM4OTE0MzU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Peter Adamczyk was perceived as accessible, receptive to feedback, and caring, though students expressed conflicting views on organization. One found the course disorganized and needing improvement, while another appreciated the professor's dedication to providing a useful experience despite initial hiccups.\"}],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"PETER ADAMCZYK is recorded teaching in Fall 2016, Fall 2017, Fall 2018, Fall 2019, Spring 2020, Fall 2020, Fall 2021, Spring 2022, Fall 2022, Spring 2023, Fall 2023, Fall 2024, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1274\",\"term_name\":\"2027 Sprng\",\"version\":3}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_3e76f42476ef5e31cd0ae175","course_id":"ECE/ME 439","catalog_version_id":"1e3c25d5e2c936359661c8ceb71cdd1807fd0b257826ec0c4fd581076fcaf1eb","record_version_id":"36200fbb69dc89bdcb61767d365df88ada956166a2a7bde24523125d65654bb7","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"f2793f09b1b1cfef17f305006befc1575c836970cdcece0829c05bed20f03543","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"n0\"],\"condition\":null,\"course\":null,\"evidence\":\"Senior standing or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","error":"Node n0 references itself; remove the self-reference.\nCycle reaches node n0; requirement graphs must be trees.","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_3e76f42476ef5e31cd0ae175","course_id":"ECE/ME 439","catalog_version_id":"1e3c25d5e2c936359661c8ceb71cdd1807fd0b257826ec0c4fd581076fcaf1eb","record_version_id":"36200fbb69dc89bdcb61767d365df88ada956166a2a7bde24523125d65654bb7","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"f2793f09b1b1cfef17f305006befc1575c836970cdcece0829c05bed20f03543","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"Students are expected to have familiarity with a high level programming language such as Python (recommended), MATLAB, Java or Julia.\"}],\"text\":\"Familiarity with a high-level programming language (Python, MATLAB, Java, or Julia)\"}],\"search_phrases\":[\"robotics introduction\",\"robotic systems tools\",\"robotics programming Python\",\"hands-on robotics\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"Hands-on introduction to key concepts and tools underpinning robotic systems\"}],\"text\":\"Understanding robotic systems concepts and tools\"},{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"explore robotics for their own purposes\"}],\"text\":\"Exploring robotics for independent purposes\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO ROBOTICS\"},{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"Hands-on introduction to key concepts and tools underpinning robotic systems in use and development today.\"}],\"text\":\"Introduction to Robotics provides a hands-on overview of key concepts and tools for understanding and developing robotic systems.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"key concepts and tools underpinning robotic systems\"}],\"text\":\"Robotic systems concepts and tools\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_3e76f42476ef5e31cd0ae175","course_id":"ECE/ME 439","catalog_version_id":"1e3c25d5e2c936359661c8ceb71cdd1807fd0b257826ec0c4fd581076fcaf1eb","record_version_id":"36200fbb69dc89bdcb61767d365df88ada956166a2a7bde24523125d65654bb7","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"f2793f09b1b1cfef17f305006befc1575c836970cdcece0829c05bed20f03543","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_3e76f42476ef5e31cd0ae175","course_id":"ECE/ME 439","catalog_version_id":"1e3c25d5e2c936359661c8ceb71cdd1807fd0b257826ec0c4fd581076fcaf1eb","record_version_id":"36200fbb69dc89bdcb61767d365df88ada956166a2a7bde24523125d65654bb7","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"8bae29ba61efe49698fd32f29ca3d915bfd9ce6a6877c4875468470b28bd1082","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Senior standing or member of Engineering Guest Students\",\"course\":null,\"evidence\":\"Senior standing or member of Engineering Guest Students\",\"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":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_3e76f42476ef5e31cd0ae175","course_id":"ECE/ME 439","catalog_version_id":"1e3c25d5e2c936359661c8ceb71cdd1807fd0b257826ec0c4fd581076fcaf1eb","record_version_id":"36200fbb69dc89bdcb61767d365df88ada956166a2a7bde24523125d65654bb7","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"8bae29ba61efe49698fd32f29ca3d915bfd9ce6a6877c4875468470b28bd1082","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"Students are expected to have familiarity with a high level programming language such as Python (recommended), MATLAB, Java or Julia.\"}],\"text\":\"Familiarity with a high-level programming language (Python, MATLAB, Java, or Julia)\"}],\"search_phrases\":[\"robotics introduction\",\"robotic systems tools\",\"robotics programming Python\",\"hands-on robotics\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"Hands-on introduction to key concepts and tools underpinning robotic systems\"}],\"text\":\"Understanding robotic systems concepts and tools\"},{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"explore robotics for their own purposes\"}],\"text\":\"Exploring robotics for independent purposes\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO ROBOTICS\"},{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"Hands-on introduction to key concepts and tools underpinning robotic systems in use and development today.\"}],\"text\":\"Introduction to Robotics provides a hands-on overview of key concepts and tools for understanding and developing robotic systems.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"key concepts and tools underpinning robotic systems\"}],\"text\":\"Robotic systems concepts and tools\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_3e76f42476ef5e31cd0ae175","course_id":"ECE/ME 439","catalog_version_id":"1e3c25d5e2c936359661c8ceb71cdd1807fd0b257826ec0c4fd581076fcaf1eb","record_version_id":"36200fbb69dc89bdcb61767d365df88ada956166a2a7bde24523125d65654bb7","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"8bae29ba61efe49698fd32f29ca3d915bfd9ce6a6877c4875468470b28bd1082","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Dr. Adamczyk was a great professor and caring overall. However, his class, ME 439, was extremely disorganized although its content was a lot of fun. I think it would have been easier for me if I had mastered Linux and ROS before taking this course. So again, the class was a lot of fun but it needs a lot of improvement organization-wise.\",\"course_id\":\"ECE/ME 439\",\"date\":\"2024-01-23 05:06:29 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7a4797dfed8504e5d656124c\",\"instructor_id\":\"rmp:2215832\",\"instructor_name\":\"Peter Adamczyk\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4OTE0MzU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\"},{\"comment\":\"Good prof, but the way this class is set up is poor. You don't really get that great of a feel of the code from the classwork, but the mechanics is also not emphasized. If you want to learn the topic, the effort must come from you, OUTSIDE class. But still fun.\",\"course_id\":\"ECE/ME 439\",\"date\":\"2023-01-22 22:51:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"58002eaa814a0a6671587c35\",\"instructor_id\":\"rmp:2215832\",\"instructor_name\":\"Peter Adamczyk\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM3MzY1ODk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\"}],\"evidence_count\":2,\"review_ids\":[\"7a4797dfed8504e5d656124c\",\"58002eaa814a0a6671587c35\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2215832\",\"name\":\"Peter Adamczyk\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2023\"},\"sentiment\":\"mixed\",\"summary\":\"Instructor is caring and accessible, but the course organization is described as extremely disorganized and poor.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"This was the professor's first time teaching the course; some hiccups but only due to the experimentation and calibration of a first time course. One of the most accessible professors, very receptive to feedback and requests, devoted to giving student's the most useful possible experience.  Broad spectrum of knowledge and activities. Interesting.\",\"course_id\":\"ECE/ME 439\",\"date\":\"2016-12-17 17:12:24 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"1ca475acee9841f0a9400f8e\",\"instructor_id\":\"rmp:2215832\",\"instructor_name\":\"Peter Adamczyk\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3NTQ3MTUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\"},{\"comment\":\"Good class, exceptional teacher.\",\"course_id\":\"ECE/ME 439\",\"date\":\"2016-12-23 19:20:36 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d16a0744f5c794c0ce87418b\",\"instructor_id\":\"rmp:2215832\",\"instructor_name\":\"Peter Adamczyk\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3NjEzOTM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\"},{\"comment\":\"Dr. Adamczyk was a great professor and caring overall. However, his class, ME 439, was extremely disorganized although its content was a lot of fun. I think it would have been easier for me if I had mastered Linux and ROS before taking this course. So again, the class was a lot of fun but it needs a lot of improvement organization-wise.\",\"course_id\":\"ECE/ME 439\",\"date\":\"2024-01-23 05:06:29 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7a4797dfed8504e5d656124c\",\"instructor_id\":\"rmp:2215832\",\"instructor_name\":\"Peter Adamczyk\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4OTE0MzU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\"}],\"evidence_count\":3,\"review_ids\":[\"1ca475acee9841f0a9400f8e\",\"d16a0744f5c794c0ce87418b\",\"7a4797dfed8504e5d656124c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2215832\",\"name\":\"Peter Adamczyk\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2016\"},\"sentiment\":\"positive\",\"summary\":\"Students find the professor exceptional, fun, and devoted to student experience, despite organizational issues.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Good prof, but the way this class is set up is poor. You don't really get that great of a feel of the code from the classwork, but the mechanics is also not emphasized. If you want to learn the topic, the effort must come from you, OUTSIDE class. But still fun.\",\"course_id\":\"ECE/ME 439\",\"date\":\"2023-01-22 22:51:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"58002eaa814a0a6671587c35\",\"instructor_id\":\"rmp:2215832\",\"instructor_name\":\"Peter Adamczyk\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM3MzY1ODk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\"}],\"evidence_count\":1,\"review_ids\":[\"58002eaa814a0a6671587c35\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2215832\",\"name\":\"Peter Adamczyk\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2023\"},\"sentiment\":\"negative\",\"summary\":\"The class setup is poor; students must put in significant effort outside of class to truly learn the topic.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_3e76f42476ef5e31cd0ae175","course_id":"ECE/ME 439","catalog_version_id":"4e6b5fd5b9bdcc267cbdf2d8dbf86aa459ca3bf002d0161614385e5dd92b0e45","record_version_id":"83c1a39a48c0f179f74c47e65cc4b03791720f7c8b85f8cf3ddd2df2523eccca","job_id":"enrich-6556a505c10f448d98d02466","output_id":"846444968ff2859f8e50c07385782d0d8bac8d6733fdc5e06f515b0de4578550","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"cond-senior\",\"cond-guest\"],\"condition\":null,\"course\":null,\"evidence\":\"Senior standing or member of Engineering Guest Students\",\"id\":\"req-root\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"Senior standing\",\"course\":null,\"evidence\":\"Senior standing\",\"id\":\"cond-senior\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"cond-guest\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"req-root\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_3e76f42476ef5e31cd0ae175","course_id":"ECE/ME 439","catalog_version_id":"4e6b5fd5b9bdcc267cbdf2d8dbf86aa459ca3bf002d0161614385e5dd92b0e45","record_version_id":"83c1a39a48c0f179f74c47e65cc4b03791720f7c8b85f8cf3ddd2df2523eccca","job_id":"enrich-6556a505c10f448d98d02466","output_id":"846444968ff2859f8e50c07385782d0d8bac8d6733fdc5e06f515b0de4578550","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"Hands-on introduction to key concepts and tools underpinning robotic systems in use and development today.\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"},{\"course_id\":\"ECE/ME 439\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Specify a simple task for a robot, and implement sensors, actuators and a control system to accomplish it\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"label\":\"lab-work\"},{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"Students are expected to have familiarity with a high level programming language such as Python (recommended), MATLAB, Java or Julia.\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"},{\"course_id\":\"ECE/ME 439\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Apply standard algorithms to predict and control the behavior of robotic manipulators\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"label\":\"programming\"}],\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"Students are expected to have familiarity with a high level programming language such as Python (recommended), MATLAB, Java or Julia.\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Familiarity with a high level programming language such as Python, MATLAB, Java or Julia\"}],\"search_phrases\":[\"Introduction to Robotics\",\"robotic systems\",\"mechatronic actuators\",\"robot sensors\",\"robotic manipulators\",\"robot control systems\",\"robotics ethics\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Predict and control the behavior of common mechatronic actuators\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Predict and control mechatronic actuators\"},{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Predict and interpret the response of common sensors in relation to their environment\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Interpret sensor responses\"},{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Apply standard algorithms to predict and control the behavior of robotic manipulators\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Control robotic manipulators using standard algorithms\"},{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"Analyze the ethical challenges presented by specific robotic applications\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Analyze ethical challenges in robotics\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO ROBOTICS\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"},{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"Hands-on introduction to key concepts and tools underpinning robotic systems in use and development today.\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Hands-on Introduction to Robotics covering concepts and tools for robotic systems, including actuators, sensors, manipulators, and control systems.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Predict and control the behavior of common mechatronic actuators\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Mechatronic actuators\"},{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Predict and interpret the response of common sensors in relation to their environment\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Robot sensors\"},{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Apply standard algorithms to predict and control the behavior of robotic manipulators\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Robotic manipulators\"},{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Interpret the operation of a robot control system and add new functionality to it\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Robot control systems\"},{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"Analyze the ethical challenges presented by specific robotic applications\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Ethics in robotics\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_3e76f42476ef5e31cd0ae175","course_id":"ECE/ME 439","catalog_version_id":"4e6b5fd5b9bdcc267cbdf2d8dbf86aa459ca3bf002d0161614385e5dd92b0e45","record_version_id":"83c1a39a48c0f179f74c47e65cc4b03791720f7c8b85f8cf3ddd2df2523eccca","job_id":"enrich-6556a505c10f448d98d02466","output_id":"846444968ff2859f8e50c07385782d0d8bac8d6733fdc5e06f515b0de4578550","section":"student_experience","status":"invalid","value_json":null,"candidate_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"organization\",\"review_ids\":[\"review:3\",\"review:4\"],\"sentiment\":\"negative\",\"subject_instructor_id\":null,\"summary\":\"Cited reviews criticize the course organization, noting that classwork does not provide enough feel for the code or mechanics, and describing the class as disorganized.\"},{\"aspect\":\"teaching_clarity\",\"review_ids\":[\"review:1\",\"review:2\"],\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2215832\",\"summary\":\"Cited reviews praise Peter Adamczyk for being accessible, receptive to feedback, and an exceptional teacher.\"},{\"aspect\":\"overall\",\"review_ids\":[\"review:1\",\"review:3\",\"review:4\"],\"sentiment\":\"positive\",\"subject_instructor_id\":null,\"summary\":\"Reviewers describe the course content and activities as interesting and fun, despite organizational challenges.\"}]}","error":"Name the instructor: teaching_clarity themes and single-instructor overall themes require subject_instructor_id. Split teaching feedback into separate named-instructor themes, each citing only that instructor's reviews.","model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_3e76f42476ef5e31cd0ae175","course_id":"ECE/ME 439","catalog_version_id":"1e3c25d5e2c936359661c8ceb71cdd1807fd0b257826ec0c4fd581076fcaf1eb","record_version_id":"36200fbb69dc89bdcb61767d365df88ada956166a2a7bde24523125d65654bb7","job_id":"enrich-789789da373eecc1ff75f626","output_id":"ad116d8c34518e9da8d3208ea6906ce5e6364a1361502cf02a9fe152b79f5d45","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Senior standing or member of Engineering Guest Students\",\"course\":null,\"evidence\":\"Senior standing or member of Engineering Guest Students\",\"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":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_3e76f42476ef5e31cd0ae175","course_id":"ECE/ME 439","catalog_version_id":"1e3c25d5e2c936359661c8ceb71cdd1807fd0b257826ec0c4fd581076fcaf1eb","record_version_id":"36200fbb69dc89bdcb61767d365df88ada956166a2a7bde24523125d65654bb7","job_id":"enrich-789789da373eecc1ff75f626","output_id":"ad116d8c34518e9da8d3208ea6906ce5e6364a1361502cf02a9fe152b79f5d45","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"Students are expected to have familiarity with a high level programming language such as Python (recommended), MATLAB, Java or Julia.\"}],\"text\":\"Familiarity with a high-level programming language (Python, MATLAB, Java, or Julia)\"}],\"search_phrases\":[\"robotics introduction\",\"robotic systems tools\",\"robotics programming Python\",\"hands-on robotics\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"Hands-on introduction to key concepts and tools underpinning robotic systems\"}],\"text\":\"Understanding robotic systems concepts and tools\"},{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"explore robotics for their own purposes\"}],\"text\":\"Exploring robotics for independent purposes\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO ROBOTICS\"},{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"Hands-on introduction to key concepts and tools underpinning robotic systems in use and development today.\"}],\"text\":\"Introduction to Robotics provides a hands-on overview of key concepts and tools for understanding and developing robotic systems.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"key concepts and tools underpinning robotic systems\"}],\"text\":\"Robotic systems concepts and tools\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_3e76f42476ef5e31cd0ae175","course_id":"ECE/ME 439","catalog_version_id":"1e3c25d5e2c936359661c8ceb71cdd1807fd0b257826ec0c4fd581076fcaf1eb","record_version_id":"36200fbb69dc89bdcb61767d365df88ada956166a2a7bde24523125d65654bb7","job_id":"enrich-789789da373eecc1ff75f626","output_id":"ad116d8c34518e9da8d3208ea6906ce5e6364a1361502cf02a9fe152b79f5d45","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_3e76f42476ef5e31cd0ae175","course_id":"ECE/ME 439","catalog_version_id":"4e6b5fd5b9bdcc267cbdf2d8dbf86aa459ca3bf002d0161614385e5dd92b0e45","record_version_id":"83c1a39a48c0f179f74c47e65cc4b03791720f7c8b85f8cf3ddd2df2523eccca","job_id":"enrich-79348710a077dbb34341f483","output_id":"657eee5be4fcfd394ecb3fcb8979cf48ae0d3cd50a1b4066c34715ff5e4e98aa","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"cond-senior\",\"cond-guest\"],\"condition\":null,\"course\":null,\"evidence\":\"Senior standing or member of Engineering Guest Students\",\"id\":\"req-root\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"Senior standing\",\"course\":null,\"evidence\":\"Senior standing\",\"id\":\"cond-senior\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"cond-guest\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"req-root\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_3e76f42476ef5e31cd0ae175","course_id":"ECE/ME 439","catalog_version_id":"4e6b5fd5b9bdcc267cbdf2d8dbf86aa459ca3bf002d0161614385e5dd92b0e45","record_version_id":"83c1a39a48c0f179f74c47e65cc4b03791720f7c8b85f8cf3ddd2df2523eccca","job_id":"enrich-79348710a077dbb34341f483","output_id":"657eee5be4fcfd394ecb3fcb8979cf48ae0d3cd50a1b4066c34715ff5e4e98aa","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"Hands-on introduction to key concepts and tools underpinning robotic systems in use and development today.\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"},{\"course_id\":\"ECE/ME 439\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Specify a simple task for a robot, and implement sensors, actuators and a control system to accomplish it\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"label\":\"lab-work\"},{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"Students are expected to have familiarity with a high level programming language such as Python (recommended), MATLAB, Java or Julia.\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"},{\"course_id\":\"ECE/ME 439\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Apply standard algorithms to predict and control the behavior of robotic manipulators\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"label\":\"programming\"}],\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"Students are expected to have familiarity with a high level programming language such as Python (recommended), MATLAB, Java or Julia.\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Familiarity with a high level programming language such as Python, MATLAB, Java or Julia\"}],\"search_phrases\":[\"Introduction to Robotics\",\"robotic systems\",\"mechatronic actuators\",\"robot sensors\",\"robotic manipulators\",\"robot control systems\",\"robotics ethics\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Predict and control the behavior of common mechatronic actuators\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Predict and control mechatronic actuators\"},{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Predict and interpret the response of common sensors in relation to their environment\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Interpret sensor responses\"},{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Apply standard algorithms to predict and control the behavior of robotic manipulators\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Control robotic manipulators using standard algorithms\"},{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"Analyze the ethical challenges presented by specific robotic applications\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Analyze ethical challenges in robotics\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO ROBOTICS\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"},{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"Hands-on introduction to key concepts and tools underpinning robotic systems in use and development today.\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Hands-on Introduction to Robotics covering concepts and tools for robotic systems, including actuators, sensors, manipulators, and control systems.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Predict and control the behavior of common mechatronic actuators\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Mechatronic actuators\"},{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Predict and interpret the response of common sensors in relation to their environment\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Robot sensors\"},{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Apply standard algorithms to predict and control the behavior of robotic manipulators\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Robotic manipulators\"},{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Interpret the operation of a robot control system and add new functionality to it\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Robot control systems\"},{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"Analyze the ethical challenges presented by specific robotic applications\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Ethics in robotics\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_3e76f42476ef5e31cd0ae175","course_id":"ECE/ME 439","catalog_version_id":"4e6b5fd5b9bdcc267cbdf2d8dbf86aa459ca3bf002d0161614385e5dd92b0e45","record_version_id":"83c1a39a48c0f179f74c47e65cc4b03791720f7c8b85f8cf3ddd2df2523eccca","job_id":"enrich-79348710a077dbb34341f483","output_id":"657eee5be4fcfd394ecb3fcb8979cf48ae0d3cd50a1b4066c34715ff5e4e98aa","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Good prof, but the way this class is set up is poor. You don't really get that great of a feel of the code from the classwork, but the mechanics is also not emphasized. If you want to learn the topic, the effort must come from you, OUTSIDE class. But still fun.\",\"course_id\":\"ECE/ME 439\",\"date\":\"2023-01-22 22:51:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"58002eaa814a0a6671587c35\",\"instructor_id\":\"rmp:2215832\",\"instructor_name\":\"Peter Adamczyk\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM3MzY1ODk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\"},{\"comment\":\"Dr. Adamczyk was a great professor and caring overall. However, his class, ME 439, was extremely disorganized although its content was a lot of fun. I think it would have been easier for me if I had mastered Linux and ROS before taking this course. So again, the class was a lot of fun but it needs a lot of improvement organization-wise.\",\"course_id\":\"ECE/ME 439\",\"date\":\"2024-01-23 05:06:29 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7a4797dfed8504e5d656124c\",\"instructor_id\":\"rmp:2215832\",\"instructor_name\":\"Peter Adamczyk\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4OTE0MzU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\"}],\"evidence_count\":2,\"review_ids\":[\"58002eaa814a0a6671587c35\",\"7a4797dfed8504e5d656124c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2215832\",\"name\":\"Peter Adamczyk\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2023\"},\"sentiment\":\"negative\",\"subject_instructor_id\":null,\"summary\":\"Reviewers said the course setup was poor or disorganized, with classwork not providing enough feel for the code or mechanics.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"This was the professor's first time teaching the course; some hiccups but only due to the experimentation and calibration of a first time course. One of the most accessible professors, very receptive to feedback and requests, devoted to giving student's the most useful possible experience.  Broad spectrum of knowledge and activities. Interesting.\",\"course_id\":\"ECE/ME 439\",\"date\":\"2016-12-17 17:12:24 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"1ca475acee9841f0a9400f8e\",\"instructor_id\":\"rmp:2215832\",\"instructor_name\":\"Peter Adamczyk\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3NTQ3MTUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\"},{\"comment\":\"Good class, exceptional teacher.\",\"course_id\":\"ECE/ME 439\",\"date\":\"2016-12-23 19:20:36 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d16a0744f5c794c0ce87418b\",\"instructor_id\":\"rmp:2215832\",\"instructor_name\":\"Peter Adamczyk\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3NjEzOTM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\"},{\"comment\":\"Dr. Adamczyk was a great professor and caring overall. However, his class, ME 439, was extremely disorganized although its content was a lot of fun. I think it would have been easier for me if I had mastered Linux and ROS before taking this course. So again, the class was a lot of fun but it needs a lot of improvement organization-wise.\",\"course_id\":\"ECE/ME 439\",\"date\":\"2024-01-23 05:06:29 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7a4797dfed8504e5d656124c\",\"instructor_id\":\"rmp:2215832\",\"instructor_name\":\"Peter Adamczyk\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4OTE0MzU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\"}],\"evidence_count\":3,\"review_ids\":[\"1ca475acee9841f0a9400f8e\",\"d16a0744f5c794c0ce87418b\",\"7a4797dfed8504e5d656124c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2215832\",\"name\":\"Peter Adamczyk\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2016\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2215832\",\"summary\":\"Peter Adamczyk was described as accessible, receptive to feedback, exceptional, and caring.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"This was the professor's first time teaching the course; some hiccups but only due to the experimentation and calibration of a first time course. One of the most accessible professors, very receptive to feedback and requests, devoted to giving student's the most useful possible experience.  Broad spectrum of knowledge and activities. Interesting.\",\"course_id\":\"ECE/ME 439\",\"date\":\"2016-12-17 17:12:24 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"1ca475acee9841f0a9400f8e\",\"instructor_id\":\"rmp:2215832\",\"instructor_name\":\"Peter Adamczyk\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3NTQ3MTUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\"},{\"comment\":\"Good prof, but the way this class is set up is poor. You don't really get that great of a feel of the code from the classwork, but the mechanics is also not emphasized. If you want to learn the topic, the effort must come from you, OUTSIDE class. But still fun.\",\"course_id\":\"ECE/ME 439\",\"date\":\"2023-01-22 22:51:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"58002eaa814a0a6671587c35\",\"instructor_id\":\"rmp:2215832\",\"instructor_name\":\"Peter Adamczyk\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM3MzY1ODk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\"},{\"comment\":\"Dr. Adamczyk was a great professor and caring overall. However, his class, ME 439, was extremely disorganized although its content was a lot of fun. I think it would have been easier for me if I had mastered Linux and ROS before taking this course. So again, the class was a lot of fun but it needs a lot of improvement organization-wise.\",\"course_id\":\"ECE/ME 439\",\"date\":\"2024-01-23 05:06:29 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7a4797dfed8504e5d656124c\",\"instructor_id\":\"rmp:2215832\",\"instructor_name\":\"Peter Adamczyk\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4OTE0MzU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\"}],\"evidence_count\":3,\"review_ids\":[\"1ca475acee9841f0a9400f8e\",\"58002eaa814a0a6671587c35\",\"7a4797dfed8504e5d656124c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2215832\",\"name\":\"Peter Adamczyk\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2016\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2215832\",\"summary\":\"In Peter Adamczyk's section, students found the content and activities interesting and fun, while noting the course needed organizational improvement.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_3e76f42476ef5e31cd0ae175","course_id":"ECE/ME 439","catalog_version_id":"1e3c25d5e2c936359661c8ceb71cdd1807fd0b257826ec0c4fd581076fcaf1eb","record_version_id":"36200fbb69dc89bdcb61767d365df88ada956166a2a7bde24523125d65654bb7","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"860cbd65098c8b7474e8d487d3c5b97c9e2af4c40d2f26360ae5aa2bea1c557e","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Senior standing or member of Engineering Guest Students\",\"course\":null,\"evidence\":\"Senior standing or member of Engineering Guest Students\",\"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":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_3e76f42476ef5e31cd0ae175","course_id":"ECE/ME 439","catalog_version_id":"1e3c25d5e2c936359661c8ceb71cdd1807fd0b257826ec0c4fd581076fcaf1eb","record_version_id":"36200fbb69dc89bdcb61767d365df88ada956166a2a7bde24523125d65654bb7","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"860cbd65098c8b7474e8d487d3c5b97c9e2af4c40d2f26360ae5aa2bea1c557e","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"Students are expected to have familiarity with a high level programming language such as Python (recommended), MATLAB, Java or Julia.\"}],\"text\":\"Familiarity with a high-level programming language (Python, MATLAB, Java, or Julia)\"}],\"search_phrases\":[\"robotics introduction\",\"robotic systems tools\",\"robotics programming Python\",\"hands-on robotics\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"Hands-on introduction to key concepts and tools underpinning robotic systems\"}],\"text\":\"Understanding robotic systems concepts and tools\"},{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"explore robotics for their own purposes\"}],\"text\":\"Exploring robotics for independent purposes\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO ROBOTICS\"},{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"Hands-on introduction to key concepts and tools underpinning robotic systems in use and development today.\"}],\"text\":\"Introduction to Robotics provides a hands-on overview of key concepts and tools for understanding and developing robotic systems.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"key concepts and tools underpinning robotic systems\"}],\"text\":\"Robotic systems concepts and tools\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_3e76f42476ef5e31cd0ae175","course_id":"ECE/ME 439","catalog_version_id":"1e3c25d5e2c936359661c8ceb71cdd1807fd0b257826ec0c4fd581076fcaf1eb","record_version_id":"36200fbb69dc89bdcb61767d365df88ada956166a2a7bde24523125d65654bb7","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"860cbd65098c8b7474e8d487d3c5b97c9e2af4c40d2f26360ae5aa2bea1c557e","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Dr. Adamczyk was a great professor and caring overall. However, his class, ME 439, was extremely disorganized although its content was a lot of fun. I think it would have been easier for me if I had mastered Linux and ROS before taking this course. So again, the class was a lot of fun but it needs a lot of improvement organization-wise.\",\"course_id\":\"ECE/ME 439\",\"date\":\"2024-01-23 05:06:29 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7a4797dfed8504e5d656124c\",\"instructor_id\":\"rmp:2215832\",\"instructor_name\":\"Peter Adamczyk\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4OTE0MzU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\"},{\"comment\":\"Good prof, but the way this class is set up is poor. You don't really get that great of a feel of the code from the classwork, but the mechanics is also not emphasized. If you want to learn the topic, the effort must come from you, OUTSIDE class. But still fun.\",\"course_id\":\"ECE/ME 439\",\"date\":\"2023-01-22 22:51:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"58002eaa814a0a6671587c35\",\"instructor_id\":\"rmp:2215832\",\"instructor_name\":\"Peter Adamczyk\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM3MzY1ODk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\"}],\"evidence_count\":2,\"review_ids\":[\"7a4797dfed8504e5d656124c\",\"58002eaa814a0a6671587c35\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2215832\",\"name\":\"Peter Adamczyk\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2023\"},\"sentiment\":\"mixed\",\"summary\":\"Instructor is caring and accessible, but the course organization is described as extremely disorganized and poor.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"This was the professor's first time teaching the course; some hiccups but only due to the experimentation and calibration of a first time course. One of the most accessible professors, very receptive to feedback and requests, devoted to giving student's the most useful possible experience.  Broad spectrum of knowledge and activities. Interesting.\",\"course_id\":\"ECE/ME 439\",\"date\":\"2016-12-17 17:12:24 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"1ca475acee9841f0a9400f8e\",\"instructor_id\":\"rmp:2215832\",\"instructor_name\":\"Peter Adamczyk\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3NTQ3MTUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\"},{\"comment\":\"Good class, exceptional teacher.\",\"course_id\":\"ECE/ME 439\",\"date\":\"2016-12-23 19:20:36 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d16a0744f5c794c0ce87418b\",\"instructor_id\":\"rmp:2215832\",\"instructor_name\":\"Peter Adamczyk\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3NjEzOTM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\"},{\"comment\":\"Dr. Adamczyk was a great professor and caring overall. However, his class, ME 439, was extremely disorganized although its content was a lot of fun. I think it would have been easier for me if I had mastered Linux and ROS before taking this course. So again, the class was a lot of fun but it needs a lot of improvement organization-wise.\",\"course_id\":\"ECE/ME 439\",\"date\":\"2024-01-23 05:06:29 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7a4797dfed8504e5d656124c\",\"instructor_id\":\"rmp:2215832\",\"instructor_name\":\"Peter Adamczyk\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4OTE0MzU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\"}],\"evidence_count\":3,\"review_ids\":[\"1ca475acee9841f0a9400f8e\",\"d16a0744f5c794c0ce87418b\",\"7a4797dfed8504e5d656124c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2215832\",\"name\":\"Peter Adamczyk\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2016\"},\"sentiment\":\"positive\",\"summary\":\"Students find the professor exceptional, fun, and devoted to student experience, despite organizational issues.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Good prof, but the way this class is set up is poor. You don't really get that great of a feel of the code from the classwork, but the mechanics is also not emphasized. If you want to learn the topic, the effort must come from you, OUTSIDE class. But still fun.\",\"course_id\":\"ECE/ME 439\",\"date\":\"2023-01-22 22:51:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"58002eaa814a0a6671587c35\",\"instructor_id\":\"rmp:2215832\",\"instructor_name\":\"Peter Adamczyk\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM3MzY1ODk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\"}],\"evidence_count\":1,\"review_ids\":[\"58002eaa814a0a6671587c35\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2215832\",\"name\":\"Peter Adamczyk\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2023\"},\"sentiment\":\"negative\",\"summary\":\"The class setup is poor; students must put in significant effort outside of class to truly learn the topic.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_3e76f42476ef5e31cd0ae175","course_id":"ECE/ME 439","catalog_version_id":"1e3c25d5e2c936359661c8ceb71cdd1807fd0b257826ec0c4fd581076fcaf1eb","record_version_id":"36200fbb69dc89bdcb61767d365df88ada956166a2a7bde24523125d65654bb7","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"860cbd65098c8b7474e8d487d3c5b97c9e2af4c40d2f26360ae5aa2bea1c557e","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"149a52c9cce4e0f99fd2389374914c2637f17afdbd92d03ea6f15499869de1cf\",\"course_id\":\"ECE/ME 439\",\"current_instructors\":[{\"instructor_uid\":\"instructor_561adca534f433c99b5b2836\",\"message\":\"Summary generation failed\",\"name\":\"Peter Adamczyk\",\"review_status\":\"generation_failed\",\"rmp_instructor_id\":\"rmp:2215832\",\"summary\":[{\"citations\":[{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.39 GPA, 69.4% A/AB (n=72 letter grades); Fall 2024: 3.44 GPA, 75.0% A/AB (n=72 letter grades); Spring 2025: 3.71 GPA, 90.0% A/AB (n=80 letter grades). Includes jointly taught sections.\"}]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":\"instructor_561adca534f433c99b5b2836\",\"mode\":\"professor\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.39 GPA, 69.4% A/AB (n=72 letter grades); Fall 2024: 3.44 GPA, 75.0% A/AB (n=72 letter grades); Spring 2025: 3.71 GPA, 90.0% A/AB (n=80 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"PETER ADAMCZYK is recorded teaching in Fall 2016, Fall 2017, Fall 2018, Fall 2019, Spring 2020, Fall 2020, Fall 2021, Spring 2022, Fall 2022, Spring 2023, Fall 2023, Fall 2024, Spring 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_561adca534f433c99b5b2836\", \"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":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_3e76f42476ef5e31cd0ae175","course_id":"ECE/ME 439","catalog_version_id":"1e3c25d5e2c936359661c8ceb71cdd1807fd0b257826ec0c4fd581076fcaf1eb","record_version_id":"36200fbb69dc89bdcb61767d365df88ada956166a2a7bde24523125d65654bb7","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"e17f1802abcc3b5bf8478cca0d8f8861fc99fb66b80fa9815ebb6c1d5e142ed5","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Senior standing or member of Engineering Guest Students\",\"course\":null,\"evidence\":\"Senior standing or member of Engineering Guest Students\",\"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":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_3e76f42476ef5e31cd0ae175","course_id":"ECE/ME 439","catalog_version_id":"1e3c25d5e2c936359661c8ceb71cdd1807fd0b257826ec0c4fd581076fcaf1eb","record_version_id":"36200fbb69dc89bdcb61767d365df88ada956166a2a7bde24523125d65654bb7","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"e17f1802abcc3b5bf8478cca0d8f8861fc99fb66b80fa9815ebb6c1d5e142ed5","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"Students are expected to have familiarity with a high level programming language such as Python (recommended), MATLAB, Java or Julia.\"}],\"text\":\"Familiarity with a high-level programming language (Python, MATLAB, Java, or Julia)\"}],\"search_phrases\":[\"robotics introduction\",\"robotic systems tools\",\"robotics programming Python\",\"hands-on robotics\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"Hands-on introduction to key concepts and tools underpinning robotic systems\"}],\"text\":\"Understanding robotic systems concepts and tools\"},{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"explore robotics for their own purposes\"}],\"text\":\"Exploring robotics for independent purposes\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO ROBOTICS\"},{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"Hands-on introduction to key concepts and tools underpinning robotic systems in use and development today.\"}],\"text\":\"Introduction to Robotics provides a hands-on overview of key concepts and tools for understanding and developing robotic systems.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECE/ME 439\",\"field\":\"description\",\"quote\":\"key concepts and tools underpinning robotic systems\"}],\"text\":\"Robotic systems concepts and tools\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_3e76f42476ef5e31cd0ae175","course_id":"ECE/ME 439","catalog_version_id":"1e3c25d5e2c936359661c8ceb71cdd1807fd0b257826ec0c4fd581076fcaf1eb","record_version_id":"36200fbb69dc89bdcb61767d365df88ada956166a2a7bde24523125d65654bb7","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"e17f1802abcc3b5bf8478cca0d8f8861fc99fb66b80fa9815ebb6c1d5e142ed5","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Dr. Adamczyk was a great professor and caring overall. However, his class, ME 439, was extremely disorganized although its content was a lot of fun. I think it would have been easier for me if I had mastered Linux and ROS before taking this course. So again, the class was a lot of fun but it needs a lot of improvement organization-wise.\",\"course_id\":\"ECE/ME 439\",\"date\":\"2024-01-23 05:06:29 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7a4797dfed8504e5d656124c\",\"instructor_id\":\"rmp:2215832\",\"instructor_name\":\"Peter Adamczyk\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4OTE0MzU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\"},{\"comment\":\"Good prof, but the way this class is set up is poor. You don't really get that great of a feel of the code from the classwork, but the mechanics is also not emphasized. If you want to learn the topic, the effort must come from you, OUTSIDE class. But still fun.\",\"course_id\":\"ECE/ME 439\",\"date\":\"2023-01-22 22:51:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"58002eaa814a0a6671587c35\",\"instructor_id\":\"rmp:2215832\",\"instructor_name\":\"Peter Adamczyk\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM3MzY1ODk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\"}],\"evidence_count\":2,\"review_ids\":[\"7a4797dfed8504e5d656124c\",\"58002eaa814a0a6671587c35\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2215832\",\"name\":\"Peter Adamczyk\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2023\"},\"sentiment\":\"mixed\",\"summary\":\"Instructor is caring and accessible, but the course organization is described as extremely disorganized and poor.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"This was the professor's first time teaching the course; some hiccups but only due to the experimentation and calibration of a first time course. One of the most accessible professors, very receptive to feedback and requests, devoted to giving student's the most useful possible experience.  Broad spectrum of knowledge and activities. Interesting.\",\"course_id\":\"ECE/ME 439\",\"date\":\"2016-12-17 17:12:24 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"1ca475acee9841f0a9400f8e\",\"instructor_id\":\"rmp:2215832\",\"instructor_name\":\"Peter Adamczyk\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3NTQ3MTUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\"},{\"comment\":\"Good class, exceptional teacher.\",\"course_id\":\"ECE/ME 439\",\"date\":\"2016-12-23 19:20:36 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d16a0744f5c794c0ce87418b\",\"instructor_id\":\"rmp:2215832\",\"instructor_name\":\"Peter Adamczyk\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3NjEzOTM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\"},{\"comment\":\"Dr. Adamczyk was a great professor and caring overall. However, his class, ME 439, was extremely disorganized although its content was a lot of fun. I think it would have been easier for me if I had mastered Linux and ROS before taking this course. So again, the class was a lot of fun but it needs a lot of improvement organization-wise.\",\"course_id\":\"ECE/ME 439\",\"date\":\"2024-01-23 05:06:29 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7a4797dfed8504e5d656124c\",\"instructor_id\":\"rmp:2215832\",\"instructor_name\":\"Peter Adamczyk\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4OTE0MzU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\"}],\"evidence_count\":3,\"review_ids\":[\"1ca475acee9841f0a9400f8e\",\"d16a0744f5c794c0ce87418b\",\"7a4797dfed8504e5d656124c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2215832\",\"name\":\"Peter Adamczyk\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2016\"},\"sentiment\":\"positive\",\"summary\":\"Students find the professor exceptional, fun, and devoted to student experience, despite organizational issues.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Good prof, but the way this class is set up is poor. You don't really get that great of a feel of the code from the classwork, but the mechanics is also not emphasized. If you want to learn the topic, the effort must come from you, OUTSIDE class. But still fun.\",\"course_id\":\"ECE/ME 439\",\"date\":\"2023-01-22 22:51:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"58002eaa814a0a6671587c35\",\"instructor_id\":\"rmp:2215832\",\"instructor_name\":\"Peter Adamczyk\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM3MzY1ODk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\"}],\"evidence_count\":1,\"review_ids\":[\"58002eaa814a0a6671587c35\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2215832\",\"name\":\"Peter Adamczyk\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2023\"},\"sentiment\":\"negative\",\"summary\":\"The class setup is poor; students must put in significant effort outside of class to truly learn the topic.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_3e76f42476ef5e31cd0ae175","course_id":"ECE/ME 439","catalog_version_id":"1e3c25d5e2c936359661c8ceb71cdd1807fd0b257826ec0c4fd581076fcaf1eb","record_version_id":"36200fbb69dc89bdcb61767d365df88ada956166a2a7bde24523125d65654bb7","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"e17f1802abcc3b5bf8478cca0d8f8861fc99fb66b80fa9815ebb6c1d5e142ed5","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"149a52c9cce4e0f99fd2389374914c2637f17afdbd92d03ea6f15499869de1cf\",\"course_id\":\"ECE/ME 439\",\"current_instructors\":[{\"instructor_uid\":\"instructor_561adca534f433c99b5b2836\",\"message\":null,\"name\":\"Peter Adamczyk\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2215832\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Peter Adamczyk\",\"review_date\":\"2016-12-17 17:12:24 +0000 UTC\",\"review_id\":\"1ca475acee9841f0a9400f8e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2215832\",\"source_review_id\":\"UmF0aW5nLTI3NTQ3MTUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\",\"type\":\"review\"},{\"instructor_name\":\"Peter Adamczyk\",\"review_date\":\"2016-12-23 19:20:36 +0000 UTC\",\"review_id\":\"d16a0744f5c794c0ce87418b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2215832\",\"source_review_id\":\"UmF0aW5nLTI3NjEzOTM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\",\"type\":\"review\"},{\"instructor_name\":\"Peter Adamczyk\",\"review_date\":\"2024-01-23 05:06:29 +0000 UTC\",\"review_id\":\"7a4797dfed8504e5d656124c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2215832\",\"source_review_id\":\"UmF0aW5nLTM4OTE0MzU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\",\"type\":\"review\"}],\"text\":\"Peter Adamczyk is accessible, caring, and exceptional, offering fun content. However, reviews note the class is disorganized and poorly set up, requiring significant independent effort to learn the material.\"},{\"citations\":[{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.39 GPA, 69.4% A/AB (n=72 letter grades); Fall 2024: 3.44 GPA, 75.0% A/AB (n=72 letter grades); Spring 2025: 3.71 GPA, 90.0% A/AB (n=80 letter grades). Includes jointly taught sections.\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Peter Adamczyk\",\"review_date\":\"2023-01-22 22:51:01 +0000 UTC\",\"review_id\":\"58002eaa814a0a6671587c35\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2215832\",\"source_review_id\":\"UmF0aW5nLTM3MzY1ODk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\",\"type\":\"review\"}],\"text\":\"One reviewer states that learning the topic requires significant effort outside of class because the classwork does not provide a good feel for the code.\"}],\"errors\":[],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Peter Adamczyk\",\"review_date\":\"2016-12-17 17:12:24 +0000 UTC\",\"review_id\":\"1ca475acee9841f0a9400f8e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2215832\",\"source_review_id\":\"UmF0aW5nLTI3NTQ3MTUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\",\"type\":\"review\"},{\"instructor_name\":\"Peter Adamczyk\",\"review_date\":\"2016-12-23 19:20:36 +0000 UTC\",\"review_id\":\"d16a0744f5c794c0ce87418b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2215832\",\"source_review_id\":\"UmF0aW5nLTI3NjEzOTM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\",\"type\":\"review\"},{\"instructor_name\":\"Peter Adamczyk\",\"review_date\":\"2024-01-23 05:06:29 +0000 UTC\",\"review_id\":\"7a4797dfed8504e5d656124c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2215832\",\"source_review_id\":\"UmF0aW5nLTM4OTE0MzU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\",\"type\":\"review\"}],\"text\":\"Peter Adamczyk is described as an accessible and caring teacher who makes the content fun, though one reviewer notes the class is extremely disorganized.\"},{\"citations\":[{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.39 GPA, 69.4% A/AB (n=72 letter grades); Fall 2024: 3.44 GPA, 75.0% A/AB (n=72 letter grades); Spring 2025: 3.71 GPA, 90.0% A/AB (n=80 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Peter Adamczyk\",\"review_date\":\"2024-01-23 05:06:29 +0000 UTC\",\"review_id\":\"7a4797dfed8504e5d656124c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2215832\",\"source_review_id\":\"UmF0aW5nLTM4OTE0MzU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2215832\",\"type\":\"review\"}],\"text\":\"A student found the course extremely disorganized and suggested that mastering Linux and ROS beforehand would have made the experience easier.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ECE/ME 439\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"source_record\":{\"entity_id\":\"b08342ca-fea6-3b70-b04d-82cdcf2f6572\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"PETER ADAMCZYK is recorded teaching in Fall 2016, Fall 2017, Fall 2018, Fall 2019, Spring 2020, Fall 2020, Fall 2021, Spring 2022, Fall 2022, Spring 2023, Fall 2023, Fall 2024, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false}]