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2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | battery_engineering | $5,000-$50,000 challenge-scale | seed_task_metadata | compiler_101_20260702T140603Z | aa-seed-task-101 | 0.2.0 | tasks/101 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | battery_degradation_modeling | [] | ["battery", "battery_engineering", "cell", "degradation", "engineering", "feature"] | 101 | Battery cell degradation feature engineering | Battery cell degradation feature engineering | [] | 2 | 22 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 2, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 6, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | battery_engineering | $120k-$210k salary range | seed_task_metadata | compiler_102_20260702T140605Z | aa-seed-task-102 | 0.2.0 | tasks/102 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | thermal_safety_screen | [] | ["battery_engineering", "pack", "risk", "runaway", "screen", "thermal"] | 102 | Pack thermal runaway risk screen | Pack thermal runaway risk screen | [] | 2 | 40 | {"api_interaction_events.jsonl": 1, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 3, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 11, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": ... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | battery_engineering | $1,000-$10,000 prize or benchmark-value | seed_task_metadata | compiler_103_20260702T140606Z | aa-seed-task-103 | 0.2.0 | tasks/103 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | SOC_estimation | [] | ["audit", "battery_engineering", "bms", "estimator", "state-of-charge"] | 103 | BMS state-of-charge estimator audit | BMS state-of-charge estimator audit | [] | 2 | 28 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 8, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | battery_engineering | $60-$120/hr role pay range | seed_task_metadata | compiler_104_20260702T140608Z | aa-seed-task-104 | 0.2.0 | tasks/104 | 0.1.9 | aa-experience-compiler-v0.2 | 15 | storage_dispatch | [] | ["battery", "battery_engineering", "dispatch", "optimizer", "second-life"] | 104 | Second-life battery dispatch optimizer | Second-life battery dispatch optimizer | [] | 2 | 20 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 0, "evaluation_examples.jsonl": 0, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | battery_engineering | $55-$110/hr professional wage | seed_task_metadata | compiler_105_20260702T140609Z | aa-seed-task-105 | 0.2.0 | tasks/105 | 0.1.9 | aa-experience-compiler-v0.2 | 15 | fast_charge_analysis | [] | ["anomaly", "battery_engineering", "curve", "ev", "fast-charge", "review"] | 105 | EV fast-charge curve anomaly review | EV fast-charge curve anomaly review | [] | 2 | 30 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 0, "evaluation_examples.jsonl": 0, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | power_systems | $750-$5,000 expert fixed-price project | seed_task_metadata | compiler_106_20260702T140611Z | aa-seed-task-106 | 0.2.0 | tasks/106 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | DER_hosting_capacity | [] | ["capacity", "distribution", "feeder", "hosting", "power_systems", "screen"] | 106 | Distribution feeder hosting capacity screen | Distribution feeder hosting capacity screen | [] | 2 | 34 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 9, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | power_systems | $55-$110/hr wage | seed_task_metadata | compiler_107_20260702T140612Z | aa-seed-task-107 | 0.2.0 | tasks/107 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | microgrid_dispatch | [] | ["dispatch", "islanding", "microgrid", "plan", "power_systems"] | 107 | Microgrid islanding dispatch plan | Microgrid islanding dispatch plan | [] | 2 | 26 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 7, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | power_systems | $5,000-$25,000 project budget | seed_task_metadata | compiler_108_20260702T140614Z | aa-seed-task-108 | 0.2.0 | tasks/108 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | asset_loading_analysis | [] | ["analysis", "contingency", "loading", "power_systems", "transformer"] | 108 | Transformer loading contingency analysis | Transformer loading contingency analysis | [] | 2 | 24 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 7, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 6... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | power_systems | $40-$85/hr graduate research/engineering assistant-equivalent wage | seed_task_metadata | compiler_109_20260702T140615Z | aa-seed-task-109 | 0.2.0 | tasks/109 | 0.1.9 | aa-experience-compiler-v0.2 | 15 | volt_var_control | [] | ["power", "power_systems", "reactive", "recommendation", "setpoint"] | 109 | Reactive power setpoint recommendation | Reactive power setpoint recommendation | [] | 2 | 22 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 0, "evaluation_examples.jsonl": 0, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | power_systems | $1,000-$8,000 project value | seed_task_metadata | compiler_110_20260702T140618Z | aa-seed-task-110 | 0.2.0 | tasks/110 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | protection_coordination | [] | ["check", "consistency", "power_systems", "relay", "settings", "substation"] | 110 | Substation relay settings consistency check | Substation relay settings consistency check | [] | 2 | 52 | {"api_interaction_events.jsonl": 1, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 15, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": ... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | robotics_control | $5,000-$50,000 challenge-scale | seed_task_metadata | compiler_111_20260702T140619Z | aa-seed-task-111 | 0.2.0 | tasks/111 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | trajectory_optimization | [] | ["arm", "jerk", "minimization", "robot", "robotics_control", "trajectory"] | 111 | Robot arm trajectory jerk minimization | Robot arm trajectory jerk minimization | [] | 2 | 18 | {"api_interaction_events.jsonl": 1, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 5, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | robotics_control | $120k-$210k salary range | seed_task_metadata | compiler_112_20260702T140621Z | aa-seed-task-112 | 0.2.0 | tasks/112 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | localization_diagnostics | [] | ["autonomous", "failure", "localization", "mobile", "robot", "robotics_control", "triage"] | 112 | Autonomous mobile robot localization failure triage | Autonomous mobile robot localization failure triage | [] | 2 | 24 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 6, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 2... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | robotics_control | $1,000-$10,000 prize or benchmark-value | seed_task_metadata | compiler_113_20260702T140622Z | aa-seed-task-113 | 0.2.0 | tasks/113 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | multi_agent_planning | [] | ["allocation", "coverage", "drone", "path", "robotics_control", "swarm"] | 113 | Drone swarm coverage path allocation | Drone swarm coverage path allocation | [] | 2 | 24 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 6, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | robotics_control | $60-$120/hr role pay range | seed_task_metadata | compiler_114_20260702T140623Z | aa-seed-task-114 | 0.2.0 | tasks/114 | 0.1.9 | aa-experience-compiler-v0.2 | 15 | force_control_tuning | [] | ["assembly", "for", "force-control", "insertion", "robotics_control", "tuning"] | 114 | Force-control tuning for assembly insertion | Force-control tuning for assembly insertion | [] | 2 | 22 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 0, "evaluation_examples.jsonl": 0, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | robotics_control | $55-$110/hr professional wage | seed_task_metadata | compiler_115_20260702T140625Z | aa-seed-task-115 | 0.2.0 | tasks/115 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | machine_vision_QA | [] | ["audit", "pick", "quality", "robotics_control", "vision-guided"] | 115 | Vision-guided pick quality audit | Vision-guided pick quality audit | [] | 2 | 32 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 8, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 1... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | aerospace_engineering | $750-$5,000 expert fixed-price project | seed_task_metadata | compiler_116_20260702T140626Z | aa-seed-task-116 | 0.2.0 | tasks/116 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | spacecraft_power_budget | [] | ["aerospace_engineering", "budget", "cubesat", "eclipse", "power", "simulation"] | 116 | CubeSat power budget eclipse simulation | CubeSat power budget eclipse simulation | [] | 2 | 30 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 8, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | aerospace_engineering | $55-$110/hr wage | seed_task_metadata | compiler_117_20260702T140628Z | aa-seed-task-117 | 0.2.0 | tasks/117 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | telemetry_QA | [] | ["aerospace_engineering", "design", "launch", "limit-check", "telemetry", "vehicle"] | 117 | Launch vehicle telemetry limit-check design | Launch vehicle telemetry limit-check design | [] | 2 | 26 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 7, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | aerospace_engineering | $5,000-$25,000 project budget | seed_task_metadata | compiler_118_20260702T140629Z | aa-seed-task-118 | 0.2.0 | tasks/118 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | conjunction_screening | [] | ["aerospace_engineering", "conjunction", "debris", "orbital", "triage"] | 118 | Orbital debris conjunction triage | Orbital debris conjunction triage | [] | 2 | 18 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 5, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 2... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | aerospace_engineering | $40-$85/hr graduate research/engineering assistant-equivalent wage | seed_task_metadata | compiler_119_20260702T140630Z | aa-seed-task-119 | 0.2.0 | tasks/119 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | composite_repair_review | [] | ["aerospace_engineering", "aid", "aircraft", "composite", "disposition", "repair"] | 119 | Aircraft composite repair disposition aid | Aircraft composite repair disposition aid | [] | 2 | 20 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 2, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 5, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 2... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | aerospace_engineering | $1,000-$8,000 project value | seed_task_metadata | compiler_120_20260702T140632Z | aa-seed-task-120 | 0.2.0 | tasks/120 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | ground_station_scheduling | [] | ["aerospace_engineering", "ground-pass", "optimizer", "satellite", "scheduling"] | 120 | Satellite ground-pass scheduling optimizer | Satellite ground-pass scheduling optimizer | [] | 2 | 24 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 7, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | mechanical_engineering | $5,000-$50,000 challenge-scale | seed_task_metadata | compiler_121_20260702T140633Z | aa-seed-task-121 | 0.2.0 | tasks/121 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | CFD_setup_review | [] | ["audit", "boundary-condition", "cfd", "mechanical_engineering", "sanity"] | 121 | CFD boundary-condition sanity audit | CFD boundary-condition sanity audit | [] | 2 | 24 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 7, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | mechanical_engineering | $120k-$210k salary range | seed_task_metadata | compiler_122_20260702T140634Z | aa-seed-task-122 | 0.2.0 | tasks/122 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | FEA_convergence | [] | ["convergence", "finite-element", "mechanical_engineering", "mesh", "plan"] | 122 | Finite-element mesh convergence plan | Finite-element mesh convergence plan | [] | 2 | 20 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 5, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | mechanical_engineering | $1,000-$10,000 prize or benchmark-value | seed_task_metadata | compiler_123_20260702T140636Z | aa-seed-task-123 | 0.2.0 | tasks/123 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | hydraulic_actuator_sizing | [] | ["actuator", "hydraulic", "load", "mechanical_engineering", "shock", "sizing", "under"] | 123 | Hydraulic actuator sizing under shock load | Hydraulic actuator sizing under shock load | [] | 2 | 30 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 2, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 10, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": ... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | mechanical_engineering | $60-$120/hr role pay range | seed_task_metadata | compiler_124_20260702T140637Z | aa-seed-task-124 | 0.2.0 | tasks/124 | 0.1.9 | aa-experience-compiler-v0.2 | 15 | HVAC_cycle_diagnostics | [] | ["cycle", "diagnostic", "heat-pump", "mechanical_engineering", "refrigerant"] | 124 | Heat-pump refrigerant cycle diagnostic | Heat-pump refrigerant cycle diagnostic | [] | 2 | 26 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 0, "evaluation_examples.jsonl": 0, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | mechanical_engineering | $55-$110/hr professional wage | seed_task_metadata | compiler_125_20260702T140639Z | aa-seed-task-125 | 0.2.0 | tasks/125 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | rotordynamics_vibration | [] | ["mechanical_engineering", "spectrum", "triage", "turbomachinery", "vibration"] | 125 | Turbomachinery vibration spectrum triage | Turbomachinery vibration spectrum triage | [] | 2 | 22 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 7, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | electrical_engineering | $750-$5,000 expert fixed-price project | seed_task_metadata | compiler_126_20260702T140640Z | aa-seed-task-126 | 0.2.0 | tasks/126 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | signal_integrity_review | [] | ["electrical_engineering", "high-speed", "interface", "pcb", "review", "timing"] | 126 | PCB high-speed interface timing review | PCB high-speed interface timing review | [] | 2 | 24 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 7, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | electrical_engineering | $55-$110/hr wage | seed_task_metadata | compiler_127_20260702T140642Z | aa-seed-task-127 | 0.2.0 | tasks/127 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | converter_loss_analysis | [] | ["budget", "electrical_engineering", "electronics", "loss", "power"] | 127 | Power electronics loss budget | Power electronics loss budget | [] | 2 | 36 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 3, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 10, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": ... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | electrical_engineering | $5,000-$25,000 project budget | seed_task_metadata | compiler_128_20260702T140643Z | aa-seed-task-128 | 0.2.0 | tasks/128 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | EMI_filter_design | [] | ["component", "electrical_engineering", "emi", "filter", "selection"] | 128 | EMI filter component selection | EMI filter component selection | [] | 2 | 20 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 6, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | electrical_engineering | $40-$85/hr graduate research/engineering assistant-equivalent wage | seed_task_metadata | compiler_129_20260702T140644Z | aa-seed-task-129 | 0.2.0 | tasks/129 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | FPGA_architecture | [] | ["electrical_engineering", "fpga", "resource", "study", "trade", "utilization"] | 129 | FPGA resource utilization trade study | FPGA resource utilization trade study | [] | 2 | 26 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 8, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 2... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | electrical_engineering | $1,000-$8,000 project value | seed_task_metadata | compiler_130_20260702T140646Z | aa-seed-task-130 | 0.2.0 | tasks/130 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | sensor_fusion | [] | ["audit", "covariance", "electrical_engineering", "fusion", "sensor", "tuning"] | 130 | Sensor fusion covariance tuning audit | Sensor fusion covariance tuning audit | [] | 2 | 22 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 2, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 7, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | semiconductor | $5,000-$50,000 challenge-scale | seed_task_metadata | compiler_131_20260702T140647Z | aa-seed-task-131 | 0.2.0 | tasks/131 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | wafer_yield_analysis | [] | ["excursion", "root-cause", "screen", "semiconductor", "wafer", "yield"] | 131 | Wafer yield excursion root-cause screen | Wafer yield excursion root-cause screen | [] | 2 | 26 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 8, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 1... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | semiconductor | $120k-$210k salary range | seed_task_metadata | compiler_132_20260702T140648Z | aa-seed-task-132 | 0.2.0 | tasks/132 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | lithography_process_window | [] | ["analysis", "lithography", "process-window", "semiconductor"] | 132 | Lithography process-window analysis | Lithography process-window analysis | [] | 2 | 22 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 6, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | semiconductor | $1,000-$10,000 prize or benchmark-value | seed_task_metadata | compiler_133_20260702T140650Z | aa-seed-task-133 | 0.2.0 | tasks/133 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | etch_process_control | [] | ["drift", "etch", "plasma", "recipe", "review", "semiconductor"] | 133 | Plasma etch recipe drift review | Plasma etch recipe drift review | [] | 2 | 22 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 6, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | semiconductor | $60-$120/hr role pay range | seed_task_metadata | compiler_134_20260702T140651Z | aa-seed-task-134 | 0.2.0 | tasks/134 | 0.1.9 | aa-experience-compiler-v0.2 | 15 | cleanroom_monitoring | [] | ["cleanroom", "dashboard", "excursion", "particle", "semiconductor", "spec"] | 134 | Cleanroom particle excursion dashboard spec | Cleanroom particle excursion dashboard spec | [] | 2 | 22 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 0, "evaluation_examples.jsonl": 0, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | semiconductor | $55-$110/hr professional wage | seed_task_metadata | compiler_135_20260702T140652Z | aa-seed-task-135 | 0.2.0 | tasks/135 | 0.1.9 | aa-experience-compiler-v0.2 | 15 | ATE_binning | [] | ["audit", "binning", "ic", "rule", "semiconductor", "test"] | 135 | IC test binning rule audit | IC test binning rule audit | [] | 2 | 22 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 0, "evaluation_examples.jsonl": 0, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | materials_science | $750-$5,000 expert fixed-price project | seed_task_metadata | compiler_136_20260702T140653Z | aa-seed-task-136 | 0.2.0 | tasks/136 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | heat_treatment_analysis | [] | ["alloy", "analysis", "heat-treatment", "materials_science", "response"] | 136 | Alloy heat-treatment response analysis | Alloy heat-treatment response analysis | [] | 2 | 20 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 5, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | materials_science | $55-$110/hr wage | seed_task_metadata | compiler_137_20260702T140655Z | aa-seed-task-137 | 0.2.0 | tasks/137 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | polymer_creep_modeling | [] | ["creep", "fit", "materials_science", "model", "parameter", "polymer"] | 137 | Polymer creep model parameter fit | Polymer creep model parameter fit | [] | 2 | 20 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 2, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 5, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 1... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | materials_science | $5,000-$25,000 project budget | seed_task_metadata | compiler_138_20260702T140656Z | aa-seed-task-138 | 0.2.0 | tasks/138 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | fracture_mechanics | [] | ["ceramic", "comparison", "fracture", "materials_science", "toughness"] | 138 | Ceramic fracture toughness comparison | Ceramic fracture toughness comparison | [] | 2 | 28 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 8, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | materials_science | $40-$85/hr graduate research/engineering assistant-equivalent wage | seed_task_metadata | compiler_139_20260702T140657Z | aa-seed-task-139 | 0.2.0 | tasks/139 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | corrosion_analysis | [] | ["corrosion", "coupon", "exposure", "materials_science", "ranking"] | 139 | Corrosion coupon exposure ranking | Corrosion coupon exposure ranking | [] | 2 | 22 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 6, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | materials_science | $1,000-$8,000 project value | seed_task_metadata | compiler_140_20260702T140659Z | aa-seed-task-140 | 0.2.0 | tasks/140 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | AM_quality_analysis | [] | ["additive", "ct", "manufacturing", "materials_science", "porosity", "review"] | 140 | Additive manufacturing porosity CT review | Additive manufacturing porosity CT review | [] | 2 | 26 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 8, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 2... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | computational_biology | $5,000-$50,000 challenge-scale | seed_task_metadata | compiler_141_20260702T140700Z | aa-seed-task-141 | 0.2.0 | tasks/141 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | single_cell_QC | [] | ["and", "clustering", "computational_biology", "plan", "qc", "rna", "single-cell"] | 141 | Single-cell RNA QC and clustering plan | Single-cell RNA QC and clustering plan | [] | 2 | 24 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 7, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | computational_biology | $120k-$210k salary range | seed_task_metadata | compiler_142_20260702T140701Z | aa-seed-task-142 | 0.2.0 | tasks/142 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | CRISPR_guide_analysis | [] | ["computational_biology", "crispr", "guide", "off-target", "prioritization"] | 142 | CRISPR guide off-target prioritization | CRISPR guide off-target prioritization | [] | 2 | 24 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 7, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | computational_biology | $1,000-$10,000 prize or benchmark-value | seed_task_metadata | compiler_143_20260702T140703Z | aa-seed-task-143 | 0.2.0 | tasks/143 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | protein_variant_analysis | [] | ["computational_biology", "protein", "ranking", "stability", "variant"] | 143 | Protein variant stability ranking | Protein variant stability ranking | [] | 2 | 22 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 6, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 8... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | computational_biology | $60-$120/hr role pay range | seed_task_metadata | compiler_144_20260702T140704Z | aa-seed-task-144 | 0.2.0 | tasks/144 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | metabolomics_QC | [] | ["batch-effect", "computational_biology", "correction", "metabolomics", "plan"] | 144 | Metabolomics batch-effect correction plan | Metabolomics batch-effect correction plan | [] | 2 | 16 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 6, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 2... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | computational_biology | $55-$110/hr professional wage | seed_task_metadata | compiler_145_20260702T140706Z | aa-seed-task-145 | 0.2.0 | tasks/145 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | pathway_analysis | [] | ["audit", "computational_biology", "enrichment", "evidence", "pathway"] | 145 | Pathway enrichment evidence audit | Pathway enrichment evidence audit | [] | 2 | 40 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 4, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 12, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": ... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | bioscience | $750-$5,000 expert fixed-price project | seed_task_metadata | compiler_146_20260702T140708Z | aa-seed-task-146 | 0.2.0 | tasks/146 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | assay_normalization | [] | ["assay", "bioscience", "drift", "normalization", "plate"] | 146 | Assay plate drift normalization | Assay plate drift normalization | [] | 2 | 24 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 2, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 7, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | bioscience | $55-$110/hr wage | seed_task_metadata | compiler_147_20260702T140709Z | aa-seed-task-147 | 0.2.0 | tasks/147 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | qPCR_QC | [] | ["bioscience", "efficiency", "primer", "qpcr", "review"] | 147 | qPCR primer efficiency review | qPCR primer efficiency review | [] | 2 | 32 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 10, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": ... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | bioscience | $5,000-$25,000 project budget | seed_task_metadata | compiler_148_20260702T140711Z | aa-seed-task-148 | 0.2.0 | tasks/148 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | liquid_handling_optimization | [] | ["automation", "bioscience", "lab", "liquid-class", "tuning"] | 148 | Lab automation liquid-class tuning | Lab automation liquid-class tuning | [] | 2 | 18 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 3, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 5, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | bioscience | $40-$85/hr graduate research/engineering assistant-equivalent wage | seed_task_metadata | compiler_149_20260702T140712Z | aa-seed-task-149 | 0.2.0 | tasks/149 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | research_data_governance | [] | ["audit", "bioscience", "completeness", "eln", "metadata"] | 149 | ELN metadata completeness audit | ELN metadata completeness audit | [] | 2 | 20 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 5, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 2... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | bioscience | $1,000-$8,000 project value | seed_task_metadata | compiler_150_20260702T140713Z | aa-seed-task-150 | 0.2.0 | tasks/150 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | bioprocess_optimization | [] | ["bioreactor", "bioscience", "feed", "screen", "strategy"] | 150 | Bioreactor feed strategy screen | Bioreactor feed strategy screen | [] | 2 | 16 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 2, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 6, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 1... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | medical_research | $5,000-$50,000 challenge-scale | seed_task_metadata | compiler_151_20260702T140715Z | aa-seed-task-151 | 0.2.0 | tasks/151 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | clinical_safety_timeline | [] | ["adverse-event", "clinical", "medical_research", "reconstruction", "timeline"] | 151 | Clinical adverse-event timeline reconstruction | Clinical adverse-event timeline reconstruction | [] | 2 | 28 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 7, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | medical_research | $120k-$210k salary range | seed_task_metadata | compiler_152_20260702T140716Z | aa-seed-task-152 | 0.2.0 | tasks/152 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | imaging_endpoint_QC | [] | ["endpoint", "imaging", "measurement", "medical_research", "qc"] | 152 | Imaging endpoint measurement QC | Imaging endpoint measurement QC | [] | 2 | 26 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 7, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | medical_research | $1,000-$10,000 prize or benchmark-value | seed_task_metadata | compiler_153_20260702T140718Z | aa-seed-task-153 | 0.2.0 | tasks/153 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | RWE_cohort_design | [] | ["analysis", "attrition", "cohort", "evidence", "medical_research", "real-world"] | 153 | Real-world evidence cohort attrition analysis | Real-world evidence cohort attrition analysis | [] | 2 | 40 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 12, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": ... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | medical_research | $60-$120/hr role pay range | seed_task_metadata | compiler_154_20260702T140719Z | aa-seed-task-154 | 0.2.0 | tasks/154 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | protocol_deviation_review | [] | ["classification", "deviation", "medical_research", "protocol", "severity"] | 154 | Protocol deviation severity classification | Protocol deviation severity classification | [] | 2 | 22 | {"api_interaction_events.jsonl": 1, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 6, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | medical_research | $55-$110/hr professional wage | seed_task_metadata | compiler_155_20260702T140721Z | aa-seed-task-155 | 0.2.0 | tasks/155 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | evidence_grading | [] | ["claim", "evidence", "grading", "literature", "medical", "medical_research"] | 155 | Medical literature claim evidence grading | Medical literature claim evidence grading | [] | 2 | 26 | {"api_interaction_events.jsonl": 3, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 3, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 7, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | chemistry | $750-$5,000 expert fixed-price project | seed_task_metadata | compiler_156_20260702T140722Z | aa-seed-task-156 | 0.2.0 | tasks/156 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | DOE_reaction_optimization | [] | ["chemistry", "design", "optimization", "reaction", "yield"] | 156 | Reaction yield optimization design | Reaction yield optimization design | [] | 2 | 20 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 5, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 1... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | chemistry | $55-$110/hr wage | seed_task_metadata | compiler_157_20260702T140723Z | aa-seed-task-157 | 0.2.0 | tasks/157 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | docking_analysis | [] | ["chemistry", "docking", "hit", "molecular", "triage"] | 157 | Molecular docking hit triage | Molecular docking hit triage | [] | 2 | 18 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 5, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 1... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | chemistry | $5,000-$25,000 project budget | seed_task_metadata | compiler_158_20260702T140725Z | aa-seed-task-158 | 0.2.0 | tasks/158 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | impurity_trending | [] | ["chemistry", "impurity", "investigation", "trend"] | 158 | Impurity trend investigation | Impurity trend investigation | [] | 2 | 22 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 5, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 9, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 1... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | chemistry | $40-$85/hr graduate research/engineering assistant-equivalent wage | seed_task_metadata | compiler_159_20260702T140726Z | aa-seed-task-159 | 0.2.0 | tasks/159 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | LCMS_QC | [] | ["chemistry", "integration", "lc-ms", "peak", "qc"] | 159 | LC-MS peak integration QC | LC-MS peak integration QC | [] | 2 | 26 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 2, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 7, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 3... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | chemistry | $1,000-$8,000 project value | seed_task_metadata | compiler_160_20260702T140728Z | aa-seed-task-160 | 0.2.0 | tasks/160 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | formulation_screening | [] | ["chemistry", "formulation", "screen", "solubility"] | 160 | Solubility formulation screen | Solubility formulation screen | [] | 2 | 34 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 10, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": ... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | climate | $5,000-$50,000 challenge-scale | seed_task_metadata | compiler_161_20260702T140729Z | aa-seed-task-161 | 0.2.0 | tasks/161 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | flood_risk_geospatial | [] | ["analysis", "climate", "flood", "raster", "risk", "threshold"] | 161 | Flood risk raster threshold analysis | Flood risk raster threshold analysis | [] | 2 | 28 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 9, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 1... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | climate | $120k-$210k salary range | seed_task_metadata | compiler_162_20260702T140731Z | aa-seed-task-162 | 0.2.0 | tasks/162 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | wildfire_portfolio_risk | [] | ["climate", "exposure", "portfolio", "screen", "wildfire"] | 162 | Wildfire exposure portfolio screen | Wildfire exposure portfolio screen | [] | 2 | 26 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 8, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 1... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | climate | $1,000-$10,000 prize or benchmark-value | seed_task_metadata | compiler_163_20260702T140732Z | aa-seed-task-163 | 0.2.0 | tasks/163 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | abatement_cost_analysis | [] | ["abatement", "carbon", "climate", "cost", "curve", "marginal"] | 163 | Carbon abatement marginal cost curve | Carbon abatement marginal cost curve | [] | 2 | 38 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 2, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 10, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": ... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | climate | $60-$120/hr role pay range | seed_task_metadata | compiler_164_20260702T140734Z | aa-seed-task-164 | 0.2.0 | tasks/164 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | scenario_analysis | [] | ["climate", "revenue", "scenario", "sensitivity"] | 164 | Climate scenario revenue sensitivity | Climate scenario revenue sensitivity | [] | 2 | 20 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 2, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 8, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 5... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | climate | $55-$110/hr professional wage | seed_task_metadata | compiler_165_20260702T140735Z | aa-seed-task-165 | 0.2.0 | tasks/165 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | remote_sensing_triage | [] | ["candidate", "climate", "methane", "plume", "satellite", "triage"] | 165 | Satellite methane plume candidate triage | Satellite methane plume candidate triage | [] | 2 | 22 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 6, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | geospatial | $750-$5,000 expert fixed-price project | seed_task_metadata | compiler_166_20260702T140737Z | aa-seed-task-166 | 0.2.0 | tasks/166 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | least_cost_path | [] | ["for", "geospatial", "model", "route", "suitability", "terrain", "transmission"] | 166 | Terrain suitability model for transmission route | Terrain suitability model for transmission route | [] | 2 | 24 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 2, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 8, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | geospatial | $55-$110/hr wage | seed_task_metadata | compiler_167_20260702T140738Z | aa-seed-task-167 | 0.2.0 | tasks/167 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | solar_siting_GIS | [] | ["constraints", "geospatial", "parcel-level", "siting", "solar"] | 167 | Parcel-level solar siting constraints | Parcel-level solar siting constraints | [] | 2 | 22 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 7, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 2... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | geospatial | $5,000-$25,000 project budget | seed_task_metadata | compiler_168_20260702T140740Z | aa-seed-task-168 | 0.2.0 | tasks/168 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | maritime_logistics_GIS | [] | ["congestion", "design", "geospatial", "kpi", "ports"] | 168 | Ports congestion geospatial KPI design | Ports congestion geospatial KPI design | [] | 2 | 30 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 8, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | geospatial | $40-$85/hr graduate research/engineering assistant-equivalent wage | seed_task_metadata | compiler_169_20260702T140741Z | aa-seed-task-169 | 0.2.0 | tasks/169 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | agriculture_remote_sensing | [] | ["audit", "crop", "geospatial", "index", "remote-sensing", "stress"] | 169 | Crop stress remote-sensing index audit | Crop stress remote-sensing index audit | [] | 2 | 28 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 8, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 1... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | geospatial | $1,000-$8,000 project value | seed_task_metadata | compiler_170_20260702T140742Z | aa-seed-task-170 | 0.2.0 | tasks/170 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | disaster_response_GIS | [] | ["accessibility", "analysis", "emergency", "geospatial", "shelter"] | 170 | Emergency shelter accessibility analysis | Emergency shelter accessibility analysis | [] | 2 | 20 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 6, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 1... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | cybersecurity | $5,000-$50,000 challenge-scale | seed_task_metadata | compiler_171_20260702T140744Z | aa-seed-task-171 | 0.2.0 | tasks/171 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | zero_trust_policy | [] | ["access", "cybersecurity", "policy", "simulation", "zero-trust"] | 171 | Zero-trust access policy simulation | Zero-trust access policy simulation | [] | 2 | 22 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 6, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | cybersecurity | $120k-$210k salary range | seed_task_metadata | compiler_172_20260702T140745Z | aa-seed-task-172 | 0.2.0 | tasks/172 | 0.1.9 | aa-experience-compiler-v0.2 | 15 | IAM_graph_analysis | [] | ["cloud", "cybersecurity", "escalation", "graph", "iam", "privilege"] | 172 | Cloud IAM privilege escalation graph | Cloud IAM privilege escalation graph | [] | 2 | 26 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 0, "evaluation_examples.jsonl": 0, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | cybersecurity | $1,000-$10,000 prize or benchmark-value | seed_task_metadata | compiler_173_20260702T140746Z | aa-seed-task-173 | 0.2.0 | tasks/173 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | OT_security_monitoring | [] | ["alert", "control", "correlation", "cybersecurity", "industrial"] | 173 | Industrial control alert correlation | Industrial control alert correlation | [] | 2 | 20 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 5, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | cybersecurity | $60-$120/hr role pay range | seed_task_metadata | compiler_174_20260702T140748Z | aa-seed-task-174 | 0.2.0 | tasks/174 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | threat_modeling | [] | ["backlog", "cybersecurity", "model", "sdlc", "secure", "threat"] | 174 | Secure SDLC threat model backlog | Secure SDLC threat model backlog | [] | 2 | 32 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 8, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 3... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | cybersecurity | $55-$110/hr professional wage | seed_task_metadata | compiler_175_20260702T140749Z | aa-seed-task-175 | 0.2.0 | tasks/175 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | DLP_rule_tuning | [] | ["cybersecurity", "data-loss", "prevention", "rule", "tuning"] | 175 | Data-loss prevention rule tuning | Data-loss prevention rule tuning | [] | 2 | 18 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 2, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 6, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | quant_finance | $750-$5,000 expert fixed-price project | seed_task_metadata | compiler_176_20260702T140750Z | aa-seed-task-176 | 0.2.0 | tasks/176 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | options_risk_analysis | [] | ["greeks", "options", "portfolio", "quant_finance", "stress", "test"] | 176 | Options portfolio Greeks stress test | Options portfolio Greeks stress test | [] | 2 | 30 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 10, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": ... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | quant_finance | $55-$110/hr wage | seed_task_metadata | compiler_177_20260702T140752Z | aa-seed-task-177 | 0.2.0 | tasks/177 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | credit_risk_model | [] | ["credit", "expected", "loss", "model", "portfolio", "quant_finance"] | 177 | Credit portfolio expected loss model | Credit portfolio expected loss model | [] | 2 | 30 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 8, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | quant_finance | $5,000-$25,000 project budget | seed_task_metadata | compiler_178_20260702T140753Z | aa-seed-task-178 | 0.2.0 | tasks/178 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | liquidity_risk | [] | ["intraday", "ladder", "liquidity", "quant_finance", "stress"] | 178 | Intraday liquidity stress ladder | Intraday liquidity stress ladder | [] | 2 | 24 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 6, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | quant_finance | $40-$85/hr graduate research/engineering assistant-equivalent wage | seed_task_metadata | compiler_179_20260702T140755Z | aa-seed-task-179 | 0.2.0 | tasks/179 | 0.1.9 | aa-experience-compiler-v0.2 | 15 | portfolio_factor_analysis | [] | ["drift", "exposure", "factor", "quant_finance", "report"] | 179 | Factor exposure drift report | Factor exposure drift report | [] | 2 | 24 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 0, "evaluation_examples.jsonl": 0, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | quant_finance | $1,000-$8,000 project value | seed_task_metadata | compiler_180_20260702T140756Z | aa-seed-task-180 | 0.2.0 | tasks/180 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | market_data_QC | [] | ["audit", "data", "market", "outlier", "quant_finance", "repair"] | 180 | Market data outlier repair audit | Market data outlier repair audit | [] | 2 | 20 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 5, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | energy | $5,000-$50,000 challenge-scale | seed_task_metadata | compiler_181_20260702T140758Z | aa-seed-task-181 | 0.2.0 | tasks/181 | 0.1.9 | aa-experience-compiler-v0.2 | 15 | storage_market_dispatch | [] | ["energy", "optimization", "revenue", "stack", "storage"] | 181 | Energy storage revenue stack optimization | Energy storage revenue stack optimization | [] | 2 | 30 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 0, "evaluation_examples.jsonl": 0, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | energy | $120k-$210k salary range | seed_task_metadata | compiler_182_20260702T140759Z | aa-seed-task-182 | 0.2.0 | tasks/182 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | hydrogen_electrolyzer_dispatch | [] | ["electrolyzer", "energy", "hydrogen", "load-following", "screen"] | 182 | Hydrogen electrolyzer load-following screen | Hydrogen electrolyzer load-following screen | [] | 2 | 22 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 3, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 6, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 1... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | manufacturing | $1,000-$10,000 prize or benchmark-value | seed_task_metadata | compiler_183_20260702T140800Z | aa-seed-task-183 | 0.2.0 | tasks/183 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | additive_process_monitoring | [] | ["additive", "anomaly", "build", "manufacturing", "parameter", "triage"] | 183 | Additive build parameter anomaly triage | Additive build parameter anomaly triage | [] | 2 | 26 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 2, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 7, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 4... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | manufacturing | $60-$120/hr role pay range | seed_task_metadata | compiler_184_20260702T140802Z | aa-seed-task-184 | 0.2.0 | tasks/184 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | digital_twin_capacity | [] | ["analysis", "bottleneck", "digital", "manufacturing", "scenario", "twin"] | 184 | Digital twin bottleneck scenario analysis | Digital twin bottleneck scenario analysis | [] | 2 | 28 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 8, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | supply_chain | $55-$110/hr professional wage | seed_task_metadata | compiler_185_20260702T140803Z | aa-seed-task-185 | 0.2.0 | tasks/185 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | cold_chain_predictive_quality | [] | ["cold-chain", "excursion", "lane", "prediction", "supply_chain"] | 185 | Cold-chain lane excursion prediction | Cold-chain lane excursion prediction | [] | 2 | 22 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 6, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | supply_chain | $750-$5,000 expert fixed-price project | seed_task_metadata | compiler_186_20260702T140805Z | aa-seed-task-186 | 0.2.0 | tasks/186 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | multi_echelon_inventory | [] | ["inventory", "multi-echelon", "simulation", "stress", "supply_chain"] | 186 | Multi-echelon inventory stress simulation | Multi-echelon inventory stress simulation | [] | 2 | 28 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 7, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | telecommunications | $55-$110/hr wage | seed_task_metadata | compiler_187_20260702T140806Z | aa-seed-task-187 | 0.2.0 | tasks/187 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | RAN_capacity_analysis | [] | ["5g", "capacity", "cell", "interference", "telecommunications", "triage"] | 187 | 5G cell capacity interference triage | 5G cell capacity interference triage | [] | 2 | 30 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 8, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | telecommunications | $5,000-$25,000 project budget | seed_task_metadata | compiler_188_20260702T140808Z | aa-seed-task-188 | 0.2.0 | tasks/188 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | fiber_restoration_planning | [] | ["backbone", "optical", "plan", "restoration", "telecommunications"] | 188 | Optical backbone restoration plan | Optical backbone restoration plan | [] | 2 | 26 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 8, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 1... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | environmental_science | $40-$85/hr graduate research/engineering assistant-equivalent wage | seed_task_metadata | compiler_189_20260702T140809Z | aa-seed-task-189 | 0.2.0 | tasks/189 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | nutrient_load_modeling | [] | ["apportionment", "environmental_science", "load", "nutrient", "source", "watershed"] | 189 | Watershed nutrient load source apportionment | Watershed nutrient load source apportionment | [] | 2 | 30 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 2, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 9, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 1... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | environmental_science | $1,000-$8,000 project value | seed_task_metadata | compiler_190_20260702T140811Z | aa-seed-task-190 | 0.2.0 | tasks/190 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | air_sensor_calibration | [] | ["air", "audit", "calibration", "drift", "environmental_science", "quality", "sensor"] | 190 | Air quality sensor calibration drift audit | Air quality sensor calibration drift audit | [] | 2 | 26 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 7, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | agriculture | $5,000-$50,000 challenge-scale | seed_task_metadata | compiler_191_20260702T140812Z | aa-seed-task-191 | 0.2.0 | tasks/191 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | variable_rate_nitrogen | [] | ["agriculture", "nitrogen", "precision", "prescription"] | 191 | Precision agriculture nitrogen prescription | Precision agriculture nitrogen prescription | [] | 2 | 20 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 6, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | agriculture | $120k-$210k salary range | seed_task_metadata | compiler_192_20260702T140814Z | aa-seed-task-192 | 0.2.0 | tasks/192 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | crop_AI_model_QC | [] | ["agriculture", "audit", "crop", "disease", "error", "image", "model"] | 192 | Crop disease image model error audit | Crop disease image model error audit | [] | 2 | 28 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 8, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 3... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | insurance | $1,000-$10,000 prize or benchmark-value | seed_task_metadata | compiler_193_20260702T140815Z | aa-seed-task-193 | 0.2.0 | tasks/193 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | catastrophe_model_QA | [] | ["catastrophe", "check", "exceedance", "insurance", "loss", "model"] | 193 | Catastrophe model loss exceedance check | Catastrophe model loss exceedance check | [] | 2 | 30 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 8, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | insurance | $60-$120/hr role pay range | seed_task_metadata | compiler_194_20260702T140817Z | aa-seed-task-194 | 0.2.0 | tasks/194 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | reinsurance_pricing_support | [] | ["insurance", "layer", "pricing", "reinsurance", "sensitivity"] | 194 | Reinsurance layer pricing sensitivity | Reinsurance layer pricing sensitivity | [] | 2 | 32 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 9, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | technical_writing | $55-$110/hr professional wage | seed_task_metadata | compiler_195_20260702T140818Z | aa-seed-task-195 | 0.2.0 | tasks/195 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | safety_case_documentation | [] | ["autonomy", "case", "evidence", "feature", "for", "map", "safety", "technical_writing"] | 195 | Safety case evidence map for autonomy feature | Safety case evidence map for autonomy feature | [] | 2 | 24 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 2, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 7, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | technical_writing | $750-$5,000 expert fixed-price project | seed_task_metadata | compiler_196_20260702T140820Z | aa-seed-task-196 | 0.2.0 | tasks/196 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | regulated_traceability | [] | ["matrix", "regulatory", "submission", "technical_writing", "traceability"] | 196 | Regulatory submission traceability matrix | Regulatory submission traceability matrix | [] | 2 | 34 | {"api_interaction_events.jsonl": 1, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 2, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 9, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 2... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | public_health | $55-$110/hr wage | seed_task_metadata | compiler_197_20260702T140822Z | aa-seed-task-197 | 0.2.0 | tasks/197 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | hospital_capacity_modeling | [] | ["bed", "capacity", "hospital", "optimization", "public_health", "surge"] | 197 | Hospital bed capacity surge optimization | Hospital bed capacity surge optimization | [] | 2 | 42 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 11, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": ... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | public_health | $5,000-$25,000 project budget | seed_task_metadata | compiler_198_20260702T140823Z | aa-seed-task-198 | 0.2.0 | tasks/198 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | epidemiological_nowcasting | [] | ["check", "epidemiological", "nowcast", "public_health", "signal"] | 198 | Epidemiological signal nowcast check | Epidemiological signal nowcast check | [] | 2 | 18 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 0, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 5, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | architecture_design | $40-$85/hr graduate research/engineering assistant-equivalent wage | seed_task_metadata | compiler_199_20260702T140824Z | aa-seed-task-199 | 0.2.0 | tasks/199 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | urban_climate_design | [] | ["architecture_design", "heat", "island", "mitigation", "prioritization", "urban"] | 199 | Urban heat island mitigation prioritization | Urban heat island mitigation prioritization | [] | 2 | 18 | {"api_interaction_events.jsonl": 1, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 2, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 7, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
2 | aa-experience-compiler-v0.2 | seed_dataset_v0.2 | architecture_design | $1,000-$8,000 project value | seed_task_metadata | compiler_200_20260702T140826Z | aa-seed-task-200 | 0.2.0 | tasks/200 | 0.1.9 | aa-experience-compiler-v0.2 | 13 | building_performance_design | [] | ["architecture_design", "daylight-energy", "facade", "parametric", "study", "trade"] | 200 | Parametric facade daylight-energy trade study | Parametric facade daylight-energy trade study | [] | 2 | 26 | {"api_interaction_events.jsonl": 0, "async_workflow_events.jsonl": 0, "collaboration_events.jsonl": 0, "cross_system_events.jsonl": 0, "database_events.jsonl": 1, "document_events.jsonl": 0, "enterprise_app_events.jsonl": 0, "environment_response_pairs.jsonl": 8, "evaluation_examples.jsonl": 6, "failure_cases.jsonl": 0... |
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Agent Apprenticeship Seed Dataset v0.2
Real-world agent work experience, looped into collective learning.
The living ecosystem where AI agents complete tasks through workflow loops, improve through iterative execution, are evaluated by mentor agents or humans in the loop, and turn completed work into reusable work experience and data to improve future agents.
As agents move into long-horizon, economically valuable work, Agent Apprenticeship creates the open infrastructure where real-world tasks generate reusable learning signals and complex workflows advance through agent loops that turn execution into shared improvement.
Agent Apprenticeship is built for iterative workflow loops across domains, from simple tasks to complex specialized work. Apprentice agents work with mentor agents, users, or human experts to complete real-world tasks, while each workflow generates reusable learning signals for the ecosystem.
The latest seed dataset includes:
- 500+ curated seed tasks sourced and grounded from the real world
- 495 reusable agent lessons
- 1000+ full agent execution traces
- 1000+ agent work episodes / task rollouts
- 505 full agent work experience compilations
- 39k+ structured experience compilation records
The seed dataset spans specialized, economically valuable tasks across domains and forms the first layer of the Agent Apprenticeship ecosystem.
Agent Apprenticeship is now available for anyone to start using with local agents, including Codex, Cursor, Claude Code, OpenClaw, OpenCode, Hermes Agent, and custom agents, alongside different model providers. Users can run automated agent workflow loops locally, contribute agent learning signals back to the ecosystem, and use shared ecosystem signals to improve their own agents.
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