[{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_16b002cb61d416743661e65d","course_id":"COMPSCI/ISYE/MATH 730","catalog_version_id":"5b7da97725da4496c5e7d3631b045c05865245daa6c930fed71ed98ee7988243","record_version_id":"a9be5a4067925ca04018925302e61b3ebb4f4da7da3ac566cb9a62db36414fd3","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"847e7bd60ca83d0f910f9600e3c344b90eca860d0b6e7976ceaa55a34bd32e4a","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":726,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\",\"ISYE\",\"MATH\",\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"STAT/COMP SCI/I SY E/MATH 726\",\"id\":\"n0\",\"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_16b002cb61d416743661e65d","course_id":"COMPSCI/ISYE/MATH 730","catalog_version_id":"5b7da97725da4496c5e7d3631b045c05865245daa6c930fed71ed98ee7988243","record_version_id":"a9be5a4067925ca04018925302e61b3ebb4f4da7da3ac566cb9a62db36414fd3","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"847e7bd60ca83d0f910f9600e3c344b90eca860d0b6e7976ceaa55a34bd32e4a","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"Students are strongly encouraged to have knowledge of linear algebra and familiarity with basic mathematical analysis.\"}],\"text\":\"Linear algebra and basic mathematical analysis\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"title\",\"quote\":\"NONLINEAR OPTIMIZATION I\"}],\"text\":\"Foundations of nonlinear optimization\"}],\"search_phrases\":[\"nonlinear optimization algorithms\",\"interior-point methods\",\"sequential quadratic programming\",\"optimality conditions\",\"duality theory\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 730\",\"field\":\"description\",\"quote\":\"Theory and algorithms for nonlinearly constrained optimization.\"}],\"text\":\"Nonlinearly constrained optimization theory and algorithms\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 730\",\"field\":\"description\",\"quote\":\"Geometric and algebraic expression of first-order optimality conditions. Second-order optimality conditions.\"}],\"text\":\"First and second-order optimality conditions\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 730\",\"field\":\"description\",\"quote\":\"Duality.\"}],\"text\":\"Duality theory\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 730\",\"field\":\"description\",\"quote\":\"Nonlinear programming algorithms: merit functions and filters; interior-point, augmented Lagrangian, and sequential quadratic programming algorithms.\"}],\"text\":\"Advanced nonlinear programming algorithms\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 730\",\"field\":\"title\",\"quote\":\"NONLINEAR OPTIMIZATION II\"},{\"course_id\":\"COMPSCI/ISYE/MATH 730\",\"field\":\"description\",\"quote\":\"Theory and algorithms for nonlinearly constrained optimization.\"}],\"text\":\"NONLINEAR OPTIMIZATION II covers theory and algorithms for nonlinearly constrained optimization, including optimality conditions, duality, and methods like interior-point and SQP.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 730\",\"field\":\"description\",\"quote\":\"Relevant geometric concepts, including tangent and normal cones, theorems of the alternative, and separation results.\"}],\"text\":\"Geometric concepts: tangent/normal cones, separation results\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 730\",\"field\":\"description\",\"quote\":\"Constraint qualifications.\"}],\"text\":\"Constraint qualifications\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 730\",\"field\":\"description\",\"quote\":\"merit functions and filters; interior-point, augmented Lagrangian, and sequential quadratic programming algorithms.\"}],\"text\":\"Merit functions, filters, interior-point, augmented Lagrangian, SQP\"}]}","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_16b002cb61d416743661e65d","course_id":"COMPSCI/ISYE/MATH 730","catalog_version_id":"5b7da97725da4496c5e7d3631b045c05865245daa6c930fed71ed98ee7988243","record_version_id":"a9be5a4067925ca04018925302e61b3ebb4f4da7da3ac566cb9a62db36414fd3","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"847e7bd60ca83d0f910f9600e3c344b90eca860d0b6e7976ceaa55a34bd32e4a","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_16b002cb61d416743661e65d","course_id":"COMPSCI/ISYE/MATH 730","catalog_version_id":"5b7da97725da4496c5e7d3631b045c05865245daa6c930fed71ed98ee7988243","record_version_id":"a9be5a4067925ca04018925302e61b3ebb4f4da7da3ac566cb9a62db36414fd3","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"e052d2c4ff96306165ca0379b79daafdce8603d511a401ca3fb0c6b00e1aeec9","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":726,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\",\"ISYE\",\"MATH\",\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"STAT/COMP SCI/I SY E/MATH 726\",\"id\":\"n0\",\"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":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_16b002cb61d416743661e65d","course_id":"COMPSCI/ISYE/MATH 730","catalog_version_id":"5b7da97725da4496c5e7d3631b045c05865245daa6c930fed71ed98ee7988243","record_version_id":"a9be5a4067925ca04018925302e61b3ebb4f4da7da3ac566cb9a62db36414fd3","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"e052d2c4ff96306165ca0379b79daafdce8603d511a401ca3fb0c6b00e1aeec9","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"Students are strongly encouraged to have knowledge of linear algebra and familiarity with basic mathematical analysis.\"}],\"text\":\"Linear algebra and basic mathematical analysis\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"title\",\"quote\":\"NONLINEAR OPTIMIZATION I\"}],\"text\":\"Foundations of nonlinear optimization\"}],\"search_phrases\":[\"nonlinear optimization algorithms\",\"interior-point methods\",\"sequential quadratic programming\",\"optimality conditions\",\"duality theory\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 730\",\"field\":\"description\",\"quote\":\"Theory and algorithms for nonlinearly constrained optimization.\"}],\"text\":\"Nonlinearly constrained optimization theory and algorithms\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 730\",\"field\":\"description\",\"quote\":\"Geometric and algebraic expression of first-order optimality conditions. Second-order optimality conditions.\"}],\"text\":\"First and second-order optimality conditions\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 730\",\"field\":\"description\",\"quote\":\"Duality.\"}],\"text\":\"Duality theory\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 730\",\"field\":\"description\",\"quote\":\"Nonlinear programming algorithms: merit functions and filters; interior-point, augmented Lagrangian, and sequential quadratic programming algorithms.\"}],\"text\":\"Advanced nonlinear programming algorithms\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 730\",\"field\":\"title\",\"quote\":\"NONLINEAR OPTIMIZATION II\"},{\"course_id\":\"COMPSCI/ISYE/MATH 730\",\"field\":\"description\",\"quote\":\"Theory and algorithms for nonlinearly constrained optimization.\"}],\"text\":\"NONLINEAR OPTIMIZATION II covers theory and algorithms for nonlinearly constrained optimization, including optimality conditions, duality, and methods like interior-point and SQP.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 730\",\"field\":\"description\",\"quote\":\"Relevant geometric concepts, including tangent and normal cones, theorems of the alternative, and separation results.\"}],\"text\":\"Geometric concepts: tangent/normal cones, separation results\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 730\",\"field\":\"description\",\"quote\":\"Constraint qualifications.\"}],\"text\":\"Constraint qualifications\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 730\",\"field\":\"description\",\"quote\":\"merit functions and filters; interior-point, augmented Lagrangian, and sequential quadratic programming algorithms.\"}],\"text\":\"Merit functions, filters, interior-point, augmented Lagrangian, SQP\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_16b002cb61d416743661e65d","course_id":"COMPSCI/ISYE/MATH 730","catalog_version_id":"5b7da97725da4496c5e7d3631b045c05865245daa6c930fed71ed98ee7988243","record_version_id":"a9be5a4067925ca04018925302e61b3ebb4f4da7da3ac566cb9a62db36414fd3","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"e052d2c4ff96306165ca0379b79daafdce8603d511a401ca3fb0c6b00e1aeec9","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":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_16b002cb61d416743661e65d","course_id":"COMPSCI/ISYE/MATH 730","catalog_version_id":"5b7da97725da4496c5e7d3631b045c05865245daa6c930fed71ed98ee7988243","record_version_id":"a9be5a4067925ca04018925302e61b3ebb4f4da7da3ac566cb9a62db36414fd3","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"ac97a4d10f6c9602470226f047ffe3f83fa427141323b0e340fcfa09863a893f","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":726,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\",\"ISYE\",\"MATH\",\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"STAT/COMP SCI/I SY E/MATH 726\",\"id\":\"n0\",\"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":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_16b002cb61d416743661e65d","course_id":"COMPSCI/ISYE/MATH 730","catalog_version_id":"5b7da97725da4496c5e7d3631b045c05865245daa6c930fed71ed98ee7988243","record_version_id":"a9be5a4067925ca04018925302e61b3ebb4f4da7da3ac566cb9a62db36414fd3","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"ac97a4d10f6c9602470226f047ffe3f83fa427141323b0e340fcfa09863a893f","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"Students are strongly encouraged to have knowledge of linear algebra and familiarity with basic mathematical analysis.\"}],\"text\":\"Linear algebra and basic mathematical analysis\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"title\",\"quote\":\"NONLINEAR OPTIMIZATION I\"}],\"text\":\"Foundations of nonlinear optimization\"}],\"search_phrases\":[\"nonlinear optimization algorithms\",\"interior-point methods\",\"sequential quadratic programming\",\"optimality conditions\",\"duality theory\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 730\",\"field\":\"description\",\"quote\":\"Theory and algorithms for nonlinearly constrained optimization.\"}],\"text\":\"Nonlinearly constrained optimization theory and algorithms\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 730\",\"field\":\"description\",\"quote\":\"Geometric and algebraic expression of first-order optimality conditions. Second-order optimality conditions.\"}],\"text\":\"First and second-order optimality conditions\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 730\",\"field\":\"description\",\"quote\":\"Duality.\"}],\"text\":\"Duality theory\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 730\",\"field\":\"description\",\"quote\":\"Nonlinear programming algorithms: merit functions and filters; interior-point, augmented Lagrangian, and sequential quadratic programming algorithms.\"}],\"text\":\"Advanced nonlinear programming algorithms\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 730\",\"field\":\"title\",\"quote\":\"NONLINEAR OPTIMIZATION II\"},{\"course_id\":\"COMPSCI/ISYE/MATH 730\",\"field\":\"description\",\"quote\":\"Theory and algorithms for nonlinearly constrained optimization.\"}],\"text\":\"NONLINEAR OPTIMIZATION II covers theory and algorithms for nonlinearly constrained optimization, including optimality conditions, duality, and methods like interior-point and SQP.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 730\",\"field\":\"description\",\"quote\":\"Relevant geometric concepts, including tangent and normal cones, theorems of the alternative, and separation results.\"}],\"text\":\"Geometric concepts: tangent/normal cones, separation results\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 730\",\"field\":\"description\",\"quote\":\"Constraint qualifications.\"}],\"text\":\"Constraint qualifications\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 730\",\"field\":\"description\",\"quote\":\"merit functions and filters; interior-point, augmented Lagrangian, and sequential quadratic programming algorithms.\"}],\"text\":\"Merit functions, filters, interior-point, augmented Lagrangian, SQP\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_16b002cb61d416743661e65d","course_id":"COMPSCI/ISYE/MATH 730","catalog_version_id":"5b7da97725da4496c5e7d3631b045c05865245daa6c930fed71ed98ee7988243","record_version_id":"a9be5a4067925ca04018925302e61b3ebb4f4da7da3ac566cb9a62db36414fd3","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"ac97a4d10f6c9602470226f047ffe3f83fa427141323b0e340fcfa09863a893f","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":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_16b002cb61d416743661e65d","course_id":"COMPSCI/ISYE/MATH 730","catalog_version_id":"5b7da97725da4496c5e7d3631b045c05865245daa6c930fed71ed98ee7988243","record_version_id":"a9be5a4067925ca04018925302e61b3ebb4f4da7da3ac566cb9a62db36414fd3","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"ac97a4d10f6c9602470226f047ffe3f83fa427141323b0e340fcfa09863a893f","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"cdd7eca8d983ae86787546f1b1b60b6c2c6f8c94ec7bdb76ced8fab28f3618ca\",\"course_id\":\"COMPSCI/ISYE/MATH 730\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":false,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"COMPSCI/ISYE/MATH 730\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e5f09a86-bba2-33e8-bf07-ca7590869fd2\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH 730\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e5f09a86-bba2-33e8-bf07-ca7590869fd2\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH 730\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e5f09a86-bba2-33e8-bf07-ca7590869fd2\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2020: 3.71 GPA, 83.3% A/AB (n=12 letter grades); Fall 2022: 3.59 GPA, 76.5% A/AB (n=17 letter grades); Spring 2026: 3.59 GPA, 72.7% A/AB (n=11 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":true}]