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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
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aa-experience-compiler-v0.2
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battery_degradation_modeling
[]
["battery", "battery_engineering", "cell", "degradation", "engineering", "feature"]
101
Battery cell degradation feature engineering
Battery cell degradation feature engineering
[]
2
22
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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
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tasks/102
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thermal_safety_screen
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["battery_engineering", "pack", "risk", "runaway", "screen", "thermal"]
102
Pack thermal runaway risk screen
Pack thermal runaway risk screen
[]
2
40
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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
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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
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["battery", "battery_engineering", "dispatch", "optimizer", "second-life"]
104
Second-life battery dispatch optimizer
Second-life battery dispatch optimizer
[]
2
20
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
[]
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119
Aircraft composite repair disposition aid
Aircraft composite repair disposition aid
[]
2
20
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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
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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
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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
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122
Finite-element mesh convergence plan
Finite-element mesh convergence plan
[]
2
20
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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
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aa-experience-compiler-v0.2
13
hydraulic_actuator_sizing
[]
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123
Hydraulic actuator sizing under shock load
Hydraulic actuator sizing under shock load
[]
2
30
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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
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124
Heat-pump refrigerant cycle diagnostic
Heat-pump refrigerant cycle diagnostic
[]
2
26
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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
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125
Turbomachinery vibration spectrum triage
Turbomachinery vibration spectrum triage
[]
2
22
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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
[]
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126
PCB high-speed interface timing review
PCB high-speed interface timing review
[]
2
24
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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
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tasks/127
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aa-experience-compiler-v0.2
13
converter_loss_analysis
[]
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127
Power electronics loss budget
Power electronics loss budget
[]
2
36
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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