[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_109a2edd1f31030737ae670c","course_id":"DS 333","catalog_version_id":"92e174c436de9bcceb7d5482862a20e13f1c944ef2c213279946f3bcca20e5b3","record_version_id":"f97e32b82056ca9f903edf186a5516dc6c7cf9fabdae4ff87acaed6758c56dde","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"b6f1fd58674bdbc80643c9c7fd83fe9d8be8acad9696ac719a872b88bde34b49","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"r1\",\"r2\"],\"condition\":null,\"course\":null,\"evidence\":\"DS 140orLAND ARC 210\",\"id\":\"root\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":140,\"minimum_grade\":null,\"subjects\":[\"DS\"],\"timing\":\"prior\"},\"evidence\":\"DS 140\",\"id\":\"r1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":210,\"minimum_grade\":null,\"subjects\":[\"LANDARC\"],\"timing\":\"prior\"},\"evidence\":\"LAND ARC 210\",\"id\":\"r2\",\"kind\":\"course\"}],\"notes\":[\"Source text 'DS 140orLAND ARC 210' lacks spaces around 'or'; interpreted as an OR condition between DS 140 and LAND ARC 210.\"],\"root\":\"root\",\"status\":\"needs_review\"}","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_109a2edd1f31030737ae670c","course_id":"DS 333","catalog_version_id":"92e174c436de9bcceb7d5482862a20e13f1c944ef2c213279946f3bcca20e5b3","record_version_id":"f97e32b82056ca9f903edf186a5516dc6c7cf9fabdae4ff87acaed6758c56dde","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"b6f1fd58674bdbc80643c9c7fd83fe9d8be8acad9696ac719a872b88bde34b49","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"description\",\"quote\":\"Modern tools and techniques including professional design software and digital fabrication equipment are used in combination with traditional model making for tangible prototyping using a variety of media.\",\"source_url\":\"https://guide.wisc.edu/courses/ds/\"}],\"label\":\"lab-work\"},{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Demonstrate proficiency in industry standard software to design original digital files for fabrication.\",\"source_url\":\"https://guide.wisc.edu/courses/ds/\"}],\"label\":\"programming\"}],\"assumed_background\":[],\"search_phrases\":[\"digital fabrication for designers\",\"laser cutting and 3D printing\",\"tangible prototyping\",\"traditional model making\",\"physical form design\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Develop practical skills in operating laser cutters and 3D printers, understanding both the technical aspects and material limitations of these tools\",\"source_url\":\"https://guide.wisc.edu/courses/ds/\"}],\"text\":\"Operating laser cutters and 3D printers while understanding technical aspects and material limitations\"},{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Gain hands-on experience in assembly techniques, using basic hand tools to assemble and complete designs\",\"source_url\":\"https://guide.wisc.edu/courses/ds/\"}],\"text\":\"Assembly techniques using basic hand tools to complete designs\"},{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Troubleshoot and iterate multiple design solutions, fostering problem-solving and critical thinking abilities essential for successful digital fabrication.\",\"source_url\":\"https://guide.wisc.edu/courses/ds/\"}],\"text\":\"Troubleshooting and iterating design solutions for digital fabrication\"},{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"Explore the integration of digital and physical methods to create functional and aesthetically compelling projects\",\"source_url\":\"https://guide.wisc.edu/courses/ds/\"}],\"text\":\"Integrating digital and physical methods to create functional and aesthetically compelling projects\"}],\"summary\":{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"title\",\"quote\":\"DIGITAL FABRICATION FOR DESIGNERS\",\"source_url\":\"https://guide.wisc.edu/courses/ds/\"},{\"course_id\":\"DS 333\",\"field\":\"description\",\"quote\":\"Modern tools and techniques including professional design software and digital fabrication equipment are used in combination with traditional model making for tangible prototyping using a variety of media.\",\"source_url\":\"https://guide.wisc.edu/courses/ds/\"}],\"text\":\"Digital Fabrication for Designers combines professional design software, laser cutting, and 3D printing with traditional model making for tangible prototyping.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"description\",\"quote\":\"Leverage digital design software, laser cutting, and 3D printing alongside traditional methods and manual tools to develop design concepts into physical forms.\",\"source_url\":\"https://guide.wisc.edu/courses/ds/\"}],\"text\":\"Digital design software, laser cutting, and 3D printing\"},{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"description\",\"quote\":\"Modern tools and techniques including professional design software and digital fabrication equipment are used in combination with traditional model making for tangible prototyping using a variety of media.\",\"source_url\":\"https://guide.wisc.edu/courses/ds/\"}],\"text\":\"Traditional model making and tangible prototyping\"}]}","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_109a2edd1f31030737ae670c","course_id":"DS 333","catalog_version_id":"92e174c436de9bcceb7d5482862a20e13f1c944ef2c213279946f3bcca20e5b3","record_version_id":"f97e32b82056ca9f903edf186a5516dc6c7cf9fabdae4ff87acaed6758c56dde","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"b6f1fd58674bdbc80643c9c7fd83fe9d8be8acad9696ac719a872b88bde34b49","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","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_109a2edd1f31030737ae670c","course_id":"DS 333","catalog_version_id":"92e174c436de9bcceb7d5482862a20e13f1c944ef2c213279946f3bcca20e5b3","record_version_id":"f97e32b82056ca9f903edf186a5516dc6c7cf9fabdae4ff87acaed6758c56dde","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"b6f1fd58674bdbc80643c9c7fd83fe9d8be8acad9696ac719a872b88bde34b49","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"617ba8350066529ad4bcf8ab7959258d6efbc4c12ea55e9b2e8e2f3f84bc0182\",\"course_id\":\"DS 333\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"course_id\":\"DS 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"77e5a246-5dc2-358d-a409-ec00a016ef38\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2026: 4.00 GPA, 100.0% A/AB (n=6 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[],\"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_109a2edd1f31030737ae670c","course_id":"DS 333","catalog_version_id":"06823f5fca959afb0036dd7a95b7474ec35e8f5221a83343cff2052d17e5de87","record_version_id":"5a2f1fa16b610f8f7e8ea2c8e5cf250d2da3ccb1b59551a35eb6d982464b4c70","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"a377a6ea6c6871969f90bdc2980a996d0d9fcd745f7b2931fde7be562c55fa73","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"DS 140orLAND ARC 210\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":140,\"minimum_grade\":null,\"subjects\":[\"DS\"],\"timing\":\"prior\"},\"evidence\":\"DS 140\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":210,\"minimum_grade\":null,\"subjects\":[\"LANDARC\"],\"timing\":\"prior\"},\"evidence\":\"LAND ARC 210\",\"id\":\"n2\",\"kind\":\"course\"}],\"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_109a2edd1f31030737ae670c","course_id":"DS 333","catalog_version_id":"06823f5fca959afb0036dd7a95b7474ec35e8f5221a83343cff2052d17e5de87","record_version_id":"5a2f1fa16b610f8f7e8ea2c8e5cf250d2da3ccb1b59551a35eb6d982464b4c70","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"a377a6ea6c6871969f90bdc2980a996d0d9fcd745f7b2931fde7be562c55fa73","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"DS 140\",\"field\":\"description\",\"quote\":\"Manual and digital techniques for idea exploration, concept development, and design presentation using a variety of media.\"},{\"course_id\":\"DS 140\",\"field\":\"description\",\"quote\":\"Projects in hand drawing techniques and professional design software.\"},{\"course_id\":\"LANDARC 210\",\"field\":\"description\",\"quote\":\"Introduction to the techniques and processes used in solving three-dimensional design problems in the urban and natural environment through studio exercises.\"}],\"text\":\"Foundational skills in visual thinking, hand drawing, professional design software, and 3D design problem solving.\"}],\"search_phrases\":[\"digital fabrication design\",\"3D printing laser cutting prototyping\",\"tangible prototyping tools\",\"design software techniques\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"description\",\"quote\":\"Leverage digital design software, laser cutting, and 3D printing alongside traditional methods and manual tools to develop design concepts into physical forms.\"}],\"text\":\"Developing design concepts into physical forms using digital and traditional fabrication methods.\"},{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"description\",\"quote\":\"Modern tools and techniques including professional design software and digital fabrication equipment are used in combination with traditional model making for tangible prototyping using a variety of media.\"}],\"text\":\"Using professional design software and digital fabrication equipment for tangible prototyping.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"title\",\"quote\":\"DIGITAL FABRICATION FOR DESIGNERS\"},{\"course_id\":\"DS 333\",\"field\":\"description\",\"quote\":\"Modern tools and techniques including professional design software and digital fabrication equipment are used in combination with traditional model making for tangible prototyping using a variety of media.\"}],\"text\":\"DS 333 teaches tangible prototyping and physical form development using digital fabrication tools like 3D printing and laser cutting alongside traditional model making.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"description\",\"quote\":\"tangible prototyping using a variety of media\"}],\"text\":\"Tangible prototyping with various media.\"},{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"description\",\"quote\":\"digital fabrication equipment\"}],\"text\":\"Digital fabrication equipment.\"},{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"description\",\"quote\":\"traditional model making\"}],\"text\":\"Traditional model making.\"}]}","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_109a2edd1f31030737ae670c","course_id":"DS 333","catalog_version_id":"06823f5fca959afb0036dd7a95b7474ec35e8f5221a83343cff2052d17e5de87","record_version_id":"5a2f1fa16b610f8f7e8ea2c8e5cf250d2da3ccb1b59551a35eb6d982464b4c70","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"a377a6ea6c6871969f90bdc2980a996d0d9fcd745f7b2931fde7be562c55fa73","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_109a2edd1f31030737ae670c","course_id":"DS 333","catalog_version_id":"06823f5fca959afb0036dd7a95b7474ec35e8f5221a83343cff2052d17e5de87","record_version_id":"5a2f1fa16b610f8f7e8ea2c8e5cf250d2da3ccb1b59551a35eb6d982464b4c70","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"9bfbff7f74c2b2a1bcaca0e7baf27469b0643542922536458b4d9bb005aec277","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"DS 140orLAND ARC 210\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":140,\"minimum_grade\":null,\"subjects\":[\"DS\"],\"timing\":\"prior\"},\"evidence\":\"DS 140\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":210,\"minimum_grade\":null,\"subjects\":[\"LANDARC\"],\"timing\":\"prior\"},\"evidence\":\"LAND ARC 210\",\"id\":\"n2\",\"kind\":\"course\"}],\"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_109a2edd1f31030737ae670c","course_id":"DS 333","catalog_version_id":"06823f5fca959afb0036dd7a95b7474ec35e8f5221a83343cff2052d17e5de87","record_version_id":"5a2f1fa16b610f8f7e8ea2c8e5cf250d2da3ccb1b59551a35eb6d982464b4c70","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"9bfbff7f74c2b2a1bcaca0e7baf27469b0643542922536458b4d9bb005aec277","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"DS 140\",\"field\":\"description\",\"quote\":\"Manual and digital techniques for idea exploration, concept development, and design presentation using a variety of media.\"},{\"course_id\":\"DS 140\",\"field\":\"description\",\"quote\":\"Projects in hand drawing techniques and professional design software.\"},{\"course_id\":\"LANDARC 210\",\"field\":\"description\",\"quote\":\"Introduction to the techniques and processes used in solving three-dimensional design problems in the urban and natural environment through studio exercises.\"}],\"text\":\"Foundational skills in visual thinking, hand drawing, professional design software, and 3D design problem solving.\"}],\"search_phrases\":[\"digital fabrication design\",\"3D printing laser cutting prototyping\",\"tangible prototyping tools\",\"design software techniques\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"description\",\"quote\":\"Leverage digital design software, laser cutting, and 3D printing alongside traditional methods and manual tools to develop design concepts into physical forms.\"}],\"text\":\"Developing design concepts into physical forms using digital and traditional fabrication methods.\"},{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"description\",\"quote\":\"Modern tools and techniques including professional design software and digital fabrication equipment are used in combination with traditional model making for tangible prototyping using a variety of media.\"}],\"text\":\"Using professional design software and digital fabrication equipment for tangible prototyping.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"title\",\"quote\":\"DIGITAL FABRICATION FOR DESIGNERS\"},{\"course_id\":\"DS 333\",\"field\":\"description\",\"quote\":\"Modern tools and techniques including professional design software and digital fabrication equipment are used in combination with traditional model making for tangible prototyping using a variety of media.\"}],\"text\":\"DS 333 teaches tangible prototyping and physical form development using digital fabrication tools like 3D printing and laser cutting alongside traditional model making.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"description\",\"quote\":\"tangible prototyping using a variety of media\"}],\"text\":\"Tangible prototyping with various media.\"},{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"description\",\"quote\":\"digital fabrication equipment\"}],\"text\":\"Digital fabrication equipment.\"},{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"description\",\"quote\":\"traditional model making\"}],\"text\":\"Traditional model making.\"}]}","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_109a2edd1f31030737ae670c","course_id":"DS 333","catalog_version_id":"06823f5fca959afb0036dd7a95b7474ec35e8f5221a83343cff2052d17e5de87","record_version_id":"5a2f1fa16b610f8f7e8ea2c8e5cf250d2da3ccb1b59551a35eb6d982464b4c70","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"9bfbff7f74c2b2a1bcaca0e7baf27469b0643542922536458b4d9bb005aec277","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_109a2edd1f31030737ae670c","course_id":"DS 333","catalog_version_id":"92e174c436de9bcceb7d5482862a20e13f1c944ef2c213279946f3bcca20e5b3","record_version_id":"f97e32b82056ca9f903edf186a5516dc6c7cf9fabdae4ff87acaed6758c56dde","job_id":"enrich-6556a505c10f448d98d02466","output_id":"60e30c0686ccc5da9b609eb42625a6fea721a06297c74af9c600c1c4e35d9844","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"r1\",\"r2\"],\"condition\":null,\"course\":null,\"evidence\":\"DS 140orLAND ARC 210\",\"id\":\"root\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":140,\"minimum_grade\":null,\"subjects\":[\"DS\"],\"timing\":\"prior\"},\"evidence\":\"DS 140\",\"id\":\"r1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":210,\"minimum_grade\":null,\"subjects\":[\"LANDARC\"],\"timing\":\"prior\"},\"evidence\":\"LAND ARC 210\",\"id\":\"r2\",\"kind\":\"course\"}],\"notes\":[\"Source text 'DS 140orLAND ARC 210' lacks spaces around 'or'; interpreted as an OR condition between DS 140 and LAND ARC 210.\"],\"root\":\"root\",\"status\":\"needs_review\"}","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_109a2edd1f31030737ae670c","course_id":"DS 333","catalog_version_id":"92e174c436de9bcceb7d5482862a20e13f1c944ef2c213279946f3bcca20e5b3","record_version_id":"f97e32b82056ca9f903edf186a5516dc6c7cf9fabdae4ff87acaed6758c56dde","job_id":"enrich-6556a505c10f448d98d02466","output_id":"60e30c0686ccc5da9b609eb42625a6fea721a06297c74af9c600c1c4e35d9844","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"description\",\"quote\":\"Modern tools and techniques including professional design software and digital fabrication equipment are used in combination with traditional model making for tangible prototyping using a variety of media.\",\"source_url\":\"https://guide.wisc.edu/courses/ds/\"}],\"label\":\"lab-work\"},{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Demonstrate proficiency in industry standard software to design original digital files for fabrication.\",\"source_url\":\"https://guide.wisc.edu/courses/ds/\"}],\"label\":\"programming\"}],\"assumed_background\":[],\"search_phrases\":[\"digital fabrication for designers\",\"laser cutting and 3D printing\",\"tangible prototyping\",\"traditional model making\",\"physical form design\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Develop practical skills in operating laser cutters and 3D printers, understanding both the technical aspects and material limitations of these tools\",\"source_url\":\"https://guide.wisc.edu/courses/ds/\"}],\"text\":\"Operating laser cutters and 3D printers while understanding technical aspects and material limitations\"},{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Gain hands-on experience in assembly techniques, using basic hand tools to assemble and complete designs\",\"source_url\":\"https://guide.wisc.edu/courses/ds/\"}],\"text\":\"Assembly techniques using basic hand tools to complete designs\"},{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Troubleshoot and iterate multiple design solutions, fostering problem-solving and critical thinking abilities essential for successful digital fabrication.\",\"source_url\":\"https://guide.wisc.edu/courses/ds/\"}],\"text\":\"Troubleshooting and iterating design solutions for digital fabrication\"},{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"Explore the integration of digital and physical methods to create functional and aesthetically compelling projects\",\"source_url\":\"https://guide.wisc.edu/courses/ds/\"}],\"text\":\"Integrating digital and physical methods to create functional and aesthetically compelling projects\"}],\"summary\":{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"title\",\"quote\":\"DIGITAL FABRICATION FOR DESIGNERS\",\"source_url\":\"https://guide.wisc.edu/courses/ds/\"},{\"course_id\":\"DS 333\",\"field\":\"description\",\"quote\":\"Modern tools and techniques including professional design software and digital fabrication equipment are used in combination with traditional model making for tangible prototyping using a variety of media.\",\"source_url\":\"https://guide.wisc.edu/courses/ds/\"}],\"text\":\"Digital Fabrication for Designers combines professional design software, laser cutting, and 3D printing with traditional model making for tangible prototyping.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"description\",\"quote\":\"Leverage digital design software, laser cutting, and 3D printing alongside traditional methods and manual tools to develop design concepts into physical forms.\",\"source_url\":\"https://guide.wisc.edu/courses/ds/\"}],\"text\":\"Digital design software, laser cutting, and 3D printing\"},{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"description\",\"quote\":\"Modern tools and techniques including professional design software and digital fabrication equipment are used in combination with traditional model making for tangible prototyping using a variety of media.\",\"source_url\":\"https://guide.wisc.edu/courses/ds/\"}],\"text\":\"Traditional model making and tangible prototyping\"}]}","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_109a2edd1f31030737ae670c","course_id":"DS 333","catalog_version_id":"92e174c436de9bcceb7d5482862a20e13f1c944ef2c213279946f3bcca20e5b3","record_version_id":"f97e32b82056ca9f903edf186a5516dc6c7cf9fabdae4ff87acaed6758c56dde","job_id":"enrich-6556a505c10f448d98d02466","output_id":"60e30c0686ccc5da9b609eb42625a6fea721a06297c74af9c600c1c4e35d9844","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","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_109a2edd1f31030737ae670c","course_id":"DS 333","catalog_version_id":"06823f5fca959afb0036dd7a95b7474ec35e8f5221a83343cff2052d17e5de87","record_version_id":"5a2f1fa16b610f8f7e8ea2c8e5cf250d2da3ccb1b59551a35eb6d982464b4c70","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"a961e3952fafac5b098e170140d81ff48f74bed26b83923eec7495c72501ed21","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"DS 140orLAND ARC 210\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":140,\"minimum_grade\":null,\"subjects\":[\"DS\"],\"timing\":\"prior\"},\"evidence\":\"DS 140\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":210,\"minimum_grade\":null,\"subjects\":[\"LANDARC\"],\"timing\":\"prior\"},\"evidence\":\"LAND ARC 210\",\"id\":\"n2\",\"kind\":\"course\"}],\"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_109a2edd1f31030737ae670c","course_id":"DS 333","catalog_version_id":"06823f5fca959afb0036dd7a95b7474ec35e8f5221a83343cff2052d17e5de87","record_version_id":"5a2f1fa16b610f8f7e8ea2c8e5cf250d2da3ccb1b59551a35eb6d982464b4c70","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"a961e3952fafac5b098e170140d81ff48f74bed26b83923eec7495c72501ed21","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"DS 140\",\"field\":\"description\",\"quote\":\"Manual and digital techniques for idea exploration, concept development, and design presentation using a variety of media.\"},{\"course_id\":\"DS 140\",\"field\":\"description\",\"quote\":\"Projects in hand drawing techniques and professional design software.\"},{\"course_id\":\"LANDARC 210\",\"field\":\"description\",\"quote\":\"Introduction to the techniques and processes used in solving three-dimensional design problems in the urban and natural environment through studio exercises.\"}],\"text\":\"Foundational skills in visual thinking, hand drawing, professional design software, and 3D design problem solving.\"}],\"search_phrases\":[\"digital fabrication design\",\"3D printing laser cutting prototyping\",\"tangible prototyping tools\",\"design software techniques\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"description\",\"quote\":\"Leverage digital design software, laser cutting, and 3D printing alongside traditional methods and manual tools to develop design concepts into physical forms.\"}],\"text\":\"Developing design concepts into physical forms using digital and traditional fabrication methods.\"},{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"description\",\"quote\":\"Modern tools and techniques including professional design software and digital fabrication equipment are used in combination with traditional model making for tangible prototyping using a variety of media.\"}],\"text\":\"Using professional design software and digital fabrication equipment for tangible prototyping.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"title\",\"quote\":\"DIGITAL FABRICATION FOR DESIGNERS\"},{\"course_id\":\"DS 333\",\"field\":\"description\",\"quote\":\"Modern tools and techniques including professional design software and digital fabrication equipment are used in combination with traditional model making for tangible prototyping using a variety of media.\"}],\"text\":\"DS 333 teaches tangible prototyping and physical form development using digital fabrication tools like 3D printing and laser cutting alongside traditional model making.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"description\",\"quote\":\"tangible prototyping using a variety of media\"}],\"text\":\"Tangible prototyping with various media.\"},{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"description\",\"quote\":\"digital fabrication equipment\"}],\"text\":\"Digital fabrication equipment.\"},{\"evidence\":[{\"course_id\":\"DS 333\",\"field\":\"description\",\"quote\":\"traditional model making\"}],\"text\":\"Traditional model making.\"}]}","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_109a2edd1f31030737ae670c","course_id":"DS 333","catalog_version_id":"06823f5fca959afb0036dd7a95b7474ec35e8f5221a83343cff2052d17e5de87","record_version_id":"5a2f1fa16b610f8f7e8ea2c8e5cf250d2da3ccb1b59551a35eb6d982464b4c70","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"a961e3952fafac5b098e170140d81ff48f74bed26b83923eec7495c72501ed21","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_109a2edd1f31030737ae670c","course_id":"DS 333","catalog_version_id":"06823f5fca959afb0036dd7a95b7474ec35e8f5221a83343cff2052d17e5de87","record_version_id":"5a2f1fa16b610f8f7e8ea2c8e5cf250d2da3ccb1b59551a35eb6d982464b4c70","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"a961e3952fafac5b098e170140d81ff48f74bed26b83923eec7495c72501ed21","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"43ab2e54dea2009500cfb379b5e9534efb79b62255401d0a7491d92755b112e9\",\"course_id\":\"DS 333\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":false,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"DS 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"77e5a246-5dc2-358d-a409-ec00a016ef38\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2026: 4.00 GPA, 100.0% A/AB (n=6 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[],\"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}]