idacy's picture
TRACE artifact: framework, corpus, instrumented case, provider case, evaluators, figures
2955ecc verified
Raw
History Blame Contribute Delete
129 kB
{
"metadata": {
"created": "2026-05-16",
"dataset_id": "synthetic_observable_sites_2026_05_16",
"policy_threshold_operations": 1e+25,
"scenario_count": 14,
"source_of_truth": [
"observables/observables.yaml",
"observables/rules/README.md",
"observables/rules/source_ledger.yaml",
"observables/rules/feature_rule_index.yaml",
"observables/rules/derived_signals.yaml",
"observables/rules/capability_rules.yaml",
"observables/rules/training_core_rules.yaml",
"observables/rules/training_support_rules.yaml",
"observables/rules/discrepancy_rules.yaml",
"observables/rules/aggregation_rules.yaml"
],
"synthetic_notice": "All site names, SKUs, telemetry, and workloads are synthetic. Numeric telemetry values are scenario fixtures, not vendor defaults.",
"thresholds_from_observable_rules": {
"benign_attribution_explanation_overlap_fraction": 0.8,
"max_attribution_overlap_fraction": 0.05,
"max_benchmark_duration_seconds": 7200.0,
"max_sparse_achieved_to_capacity_ratio": 1.1,
"min_activity_fabric_duration_seconds": 1800.0,
"min_activity_fabric_overlap_fraction": 0.5,
"min_activity_for_checkpoint_pair": 0.5,
"min_activity_for_fabric_pair": 0.55,
"min_activity_screen_duration_seconds": 600.0,
"min_activity_screen_score": 0.5,
"min_attribution_channel_coverage_fraction": 0.8,
"min_benchmark_like_cadence_score": 0.75,
"min_benchmark_regularity_score": 0.9,
"min_bytes_explained_fraction": 0.7,
"min_capacity_clock_alignment_confidence": 0.8,
"min_capacity_possible_coverage_fraction": 0.6,
"min_capacity_ruleout_coverage_fraction": 0.9,
"min_checkpoint_activity_adjacency_fraction": 0.5,
"min_checkpoint_pair_burst_count": 2.0,
"min_checkpoint_pair_score": 0.55,
"min_fabric_cadence_pair_score": 0.6,
"min_large_compute_coverage_fraction": 0.75,
"min_negative_screen_clock_alignment_confidence": 0.8,
"min_negative_screen_identity_coverage_fraction": 0.75,
"min_negative_screen_primary_coverage_fraction": 0.75,
"min_negative_screen_scope_mapping_coverage_fraction": 0.75,
"min_non_serving_pair_score": 0.6,
"min_operation_activity_overlap_fraction": 0.8,
"min_primary_B_channel_coverage_fraction": 0.75,
"min_serving_activity_overlap_fraction": 0.5,
"min_serving_channel_coverage_fraction": 0.8,
"min_serving_suppression_score": 0.7,
"min_sparse_capacity_conflict_coverage_fraction": 0.75,
"min_sparse_hpc_activity_score": 0.5,
"min_sparse_hpc_fabric_cadence_score": 0.6,
"min_sparse_hpc_overlap_fraction": 0.5,
"min_unattributed_activity_duration_seconds": 600.0,
"min_unattributed_activity_score": 0.7,
"policy_threshold_operations": 1e+25,
"unit_or_hidden_capacity_suppression_score": 0.7
},
"version": "0.1"
},
"sites": [
{
"audit_window": {
"end": "2026-05-01T00:00:00Z",
"start": "2026-04-01T00:00:00Z"
},
"caveats": [
"synthetic high-warning fixture, not a calibrated probability"
],
"coverage": {
"achieved_ops": 0.94,
"activity": 0.94,
"attribution": 0.92,
"benchmark_hpc": 0.9,
"capacity": 0.96,
"clock_alignment": 0.93,
"fabric": 0.92,
"identity_shape": 0.92,
"scope_mapping": 0.94,
"serving": 0.9,
"storage": 0.92,
"storage_operations": 0.9
},
"expected": {
"A_capacity_gate_label": "capacity_possible_for_scope",
"B_training_candidate_detection_labels": [
"large_compute_candidate",
"distributed_training_like_candidate",
"checkpoint_training_like_candidate",
"sparse_large_compute_training_like_candidate"
],
"C_discrepancy_and_explanation_review_labels": [],
"capacity_short_circuit": false,
"final_route": "high_training_like_warning"
},
"expected_algorithm_outputs": {
"aggregation_outputs": {
"A_capacity_gate": [
"capacity_possible_for_scope"
],
"B_training_candidate_detection": [
"large_compute_candidate",
"distributed_training_like_candidate",
"checkpoint_training_like_candidate",
"sparse_large_compute_training_like_candidate"
],
"C_discrepancy_and_explanation_review": [],
"final_claim_routing": [
"high_training_like_warning"
]
},
"derived_signal_checks": {
"achieved_operations": 1.15e+25,
"activity_score": 0.91,
"capacity_upper_bound_operations": 4.2467328e+25,
"checkpoint_score": 0.82,
"fabric_cadence_score": 0.86
},
"final_route": "high_training_like_warning",
"minimal_sparse_labels": [
"accelerator_count_threshold_capacity_screen",
"peak_rate_capacity_screen",
"threshold_scale_capacity_possible",
"accelerator_activity_screen",
"large_compute_candidate",
"collective_like_training_candidate",
"checkpoint_like_training_candidate",
"non_serving_accelerator_compute_candidate"
]
},
"normalized_signals": {
"achieved_operations": 1.15e+25,
"achieved_operations_unit_normalized": true,
"activity_duration_seconds": 2592000,
"activity_fabric_overlap_fraction": 0.82,
"activity_score": 0.88,
"attribution_overlap_fraction": 1.0,
"benchmark_duration_seconds": 2592000,
"benchmark_regularity_score": 0.0,
"bytes_explained_fraction": 0.0,
"capacity_adjustment_factor": 1.0,
"checkpoint_activity_adjacency_fraction": 0.78,
"checkpoint_burst_count": 3,
"checkpoint_periodicity_score": 0.82,
"collective_cadence_score": 0.86,
"health_throttle_conflict": false,
"hidden_or_unmonitored_capacity_possible": false,
"hpc_mpi_score": 0.0,
"hpc_overlap_fraction": 0.0,
"non_serving_score": 0.88,
"participant_count": 6144,
"physical_timeline_conflict": false,
"power_activity_conflict": false,
"serving_activity_overlap_fraction": 0.0,
"serving_counterevidence_score": 0.12,
"storage_operation_overlap_fraction": 0.0,
"topology_route_conflict": false
},
"operator_context": {
"operator_type": "synthetic_monitored_operator",
"telemetry_stack": "inventory_scheduler_activity_fabric_storage_power_network",
"trust_tier": "synthetic_operator_signed"
},
"raw_features": {
"accelerator_busy_or_utilization_fraction": [
{
"sample_time": "2026-04-16T00:00:00Z",
"value": 0.88
}
],
"accelerator_compute_billing_usage_intervals": [
{
"accelerator_shape_or_sku": "SYN-ACCEL",
"billing_usage_type": "synthetic_running_accelerator_usage",
"end_time": "2026-05-01T00:00:00Z",
"start_time": "2026-04-01T00:00:00Z",
"usage_quantity": 15925248000.0,
"usage_unit": "accelerator_seconds"
}
],
"accelerator_count_by_family_sku": [
{
"accelerator_family": "SYN",
"accelerator_sku": "SYN-ACCEL",
"count": 8192,
"form_factor": "synthetic_module",
"memory_class": "synthetic_high_bandwidth",
"valid_from": "2026-04-01T00:00:00Z",
"valid_to": "2026-05-01T00:00:00Z"
}
],
"advertised_peak_rate_by_precision": [
{
"peak_rate": 2000000000000000.0,
"precision_or_mode": "synthetic_tensor_ops",
"valid_from": "2026-04-01T00:00:00Z",
"valid_to": "2026-05-01T00:00:00Z"
}
],
"allocated_accelerator_count_by_sku": [
{
"accelerator_profile": "full",
"accelerator_sku": "SYN-ACCEL",
"count": 6144,
"end_time": "2026-05-01T00:00:00Z",
"partition_scope": "accelerator_pool",
"start_time": "2026-04-01T00:00:00Z"
}
],
"compute_running_intervals": [
{
"accelerator_count": 6144,
"accelerator_shape_or_sku": "SYN-ACCEL",
"compute_resource_state": "running",
"end_time": "2026-05-01T00:00:00Z",
"start_time": "2026-04-01T00:00:00Z"
}
],
"electrical_service_status_intervals": [
{
"end_time": "2026-05-01T00:00:00Z",
"service_capacity_mva": 8.192,
"service_capacity_mw": 7.3728,
"service_class": "synthetic_datacenter_service",
"service_status": "energized",
"service_voltage_kv": 34.5,
"start_time": "2026-04-01T00:00:00Z"
}
],
"fabric_port_device_sample_counters": [
{
"counter_name": "collective_cadence_score",
"counter_unit": "score_0_to_1",
"counter_value": 0.86,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-04-16T00:00:00Z"
},
{
"counter_name": "participant_count",
"counter_unit": "accelerators",
"counter_value": 6144,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-04-16T00:00:00Z"
},
{
"counter_name": "regularity_score",
"counter_unit": "score_0_to_1",
"counter_value": 0.0,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-04-16T00:00:00Z"
}
],
"generic_achieved_operation_rate": [
{
"counter_scope": "accelerator_pool",
"operation_rate": 4.436728395061728e+18,
"operation_unit": "synthetic_normalized_operations",
"sample_time": "2026-04-16T00:00:00Z"
}
],
"load_balancer_gateway_flow_activity": [
{
"bytes": 120000000000000,
"connection_count": 1200000,
"end_time": "2026-05-01T00:00:00Z",
"start_time": "2026-04-01T00:00:00Z"
}
],
"north_south_external_egress": [
{
"bytes": 120000000000000,
"direction": "egress",
"end_time": "2026-05-01T00:00:00Z",
"flow_count": 120000,
"start_time": "2026-04-01T00:00:00Z"
}
],
"object_storage_operation_counts": [
{
"bytes": 820000000000000,
"end_time": "2026-04-07T00:45:00Z",
"object_count": 3486,
"object_count_type": "distinct_objects",
"operation_count": 9200,
"operation_type": "synthetic_checkpoint_state_write",
"start_time": "2026-04-07T00:00:00Z"
},
{
"bytes": 820000000000000,
"end_time": "2026-04-13T00:45:00Z",
"object_count": 3486,
"object_count_type": "distinct_objects",
"operation_count": 9200,
"operation_type": "synthetic_checkpoint_state_write",
"start_time": "2026-04-13T00:00:00Z"
},
{
"bytes": 820000000000000,
"end_time": "2026-04-19T00:45:00Z",
"object_count": 3486,
"object_count_type": "distinct_objects",
"operation_count": 9200,
"operation_type": "synthetic_checkpoint_state_write",
"start_time": "2026-04-19T00:00:00Z"
}
],
"scaleout_fabric_domain_graph": [
{
"link_bandwidth_gbps": 800,
"link_count": 32768,
"node_count": 1024,
"scaleout_fabric_type": "synthetic_low_latency_fabric",
"switch_count": 128,
"valid_from": "2026-04-01T00:00:00Z",
"valid_to": "2026-05-01T00:00:00Z"
}
],
"scaleout_port_tx_rx_bytes_packets": [
{
"rx_bytes": 8600000000000000,
"rx_packets": 860000000,
"sample_time": "2026-04-16T00:00:00Z",
"tx_bytes": 8600000000000000,
"tx_packets": 860000000
}
],
"storage_write_operation_bytes": [
{
"end_time": "2026-04-07T00:45:00Z",
"start_time": "2026-04-07T00:00:00Z",
"write_bytes": 820000000000000,
"write_operation_count": 9200
},
{
"end_time": "2026-04-13T00:45:00Z",
"start_time": "2026-04-13T00:00:00Z",
"write_bytes": 820000000000000,
"write_operation_count": 9200
},
{
"end_time": "2026-04-19T00:45:00Z",
"start_time": "2026-04-19T00:00:00Z",
"write_bytes": 820000000000000,
"write_operation_count": 9200
}
],
"tensor_matrix_mxu_neuron_or_engine_active_fraction": [
{
"engine_scope": "all_accelerators",
"sample_time": "2026-04-16T00:00:00Z",
"value": 0.91
}
]
},
"scenario_key": "A_clean_threshold_training",
"scenario_name": "Clean threshold-scale training-like run",
"scope": "site_a_clean_training/accelerator_pool",
"site_id": "site_a_clean_training"
},
{
"audit_window": {
"end": "2026-04-06T00:00:00Z",
"start": "2026-04-03T00:00:00Z"
},
"caveats": [
"capacity is live but limited, so the negative claim depends on primary and identity-shape coverage"
],
"coverage": {
"achieved_ops": 0.94,
"activity": 0.94,
"attribution": 0.92,
"benchmark_hpc": 0.9,
"capacity": 0.82,
"clock_alignment": 0.93,
"fabric": 0.92,
"identity_shape": 0.92,
"scope_mapping": 0.94,
"serving": 0.9,
"storage": 0.92,
"storage_operations": 0.9
},
"expected": {
"A_capacity_gate_label": "capacity_limited_but_not_ruled_out",
"B_training_candidate_detection_labels": [],
"C_discrepancy_and_explanation_review_labels": [
"negative_screen_coverage_sufficient"
],
"capacity_short_circuit": false,
"final_route": "no_training_like_candidate_detected_in_covered_live_segment"
},
"expected_algorithm_outputs": {
"aggregation_outputs": {
"A_capacity_gate": [
"capacity_limited_but_not_ruled_out"
],
"B_training_candidate_detection": [],
"C_discrepancy_and_explanation_review": [
"negative_screen_coverage_sufficient"
],
"final_claim_routing": [
"no_training_like_candidate_detected_in_covered_live_segment"
]
},
"derived_signal_checks": {
"achieved_operations": 0.0,
"activity_score": 0.08,
"capacity_upper_bound_operations": 4.2467328e+22,
"checkpoint_score": 0.0,
"fabric_cadence_score": 0.05
},
"final_route": "no_training_like_candidate_detected_in_covered_live_segment",
"minimal_sparse_labels": [
"accelerator_count_threshold_capacity_screen",
"peak_rate_capacity_screen",
"threshold_scale_capacity_not_supported_sparse"
]
},
"normalized_signals": {
"achieved_operations": 0.0,
"achieved_operations_unit_normalized": true,
"activity_duration_seconds": 259200,
"activity_fabric_overlap_fraction": 0.0,
"activity_score": 0.05,
"attribution_overlap_fraction": 1.0,
"benchmark_duration_seconds": 259200,
"benchmark_regularity_score": 0.0,
"bytes_explained_fraction": 0.0,
"capacity_adjustment_factor": 1.0,
"checkpoint_activity_adjacency_fraction": 0.0,
"checkpoint_burst_count": 0,
"checkpoint_periodicity_score": 0.0,
"collective_cadence_score": 0.05,
"health_throttle_conflict": false,
"hidden_or_unmonitored_capacity_possible": false,
"hpc_mpi_score": 0.0,
"hpc_overlap_fraction": 0.0,
"non_serving_score": 0.85,
"participant_count": 0,
"physical_timeline_conflict": false,
"power_activity_conflict": false,
"serving_activity_overlap_fraction": 0.0,
"serving_counterevidence_score": 0.15000000000000002,
"storage_operation_overlap_fraction": 0.0,
"topology_route_conflict": false
},
"operator_context": {
"operator_type": "synthetic_monitored_operator",
"telemetry_stack": "inventory_scheduler_activity_fabric_storage_power_network",
"trust_tier": "synthetic_operator_signed"
},
"raw_features": {
"accelerator_busy_or_utilization_fraction": [
{
"sample_time": "2026-04-04T12:00:00Z",
"value": 0.05
}
],
"accelerator_count_by_family_sku": [
{
"accelerator_family": "SYN",
"accelerator_sku": "SYN-ACCEL",
"count": 1024,
"form_factor": "synthetic_module",
"memory_class": "synthetic_high_bandwidth",
"valid_from": "2026-04-03T00:00:00Z",
"valid_to": "2026-04-06T00:00:00Z"
}
],
"advertised_peak_rate_by_precision": [
{
"peak_rate": 160000000000000.0,
"precision_or_mode": "synthetic_tensor_ops",
"valid_from": "2026-04-03T00:00:00Z",
"valid_to": "2026-04-06T00:00:00Z"
}
],
"electrical_service_status_intervals": [
{
"end_time": "2026-04-06T00:00:00Z",
"service_capacity_mva": 1.024,
"service_capacity_mw": 0.9216,
"service_class": "synthetic_datacenter_service",
"service_status": "energized",
"service_voltage_kv": 34.5,
"start_time": "2026-04-03T00:00:00Z"
}
],
"fabric_port_device_sample_counters": [
{
"counter_name": "collective_cadence_score",
"counter_unit": "score_0_to_1",
"counter_value": 0.05,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-04-04T12:00:00Z"
},
{
"counter_name": "participant_count",
"counter_unit": "accelerators",
"counter_value": 0,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-04-04T12:00:00Z"
},
{
"counter_name": "regularity_score",
"counter_unit": "score_0_to_1",
"counter_value": 0.0,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-04-04T12:00:00Z"
}
],
"load_balancer_gateway_flow_activity": [
{
"bytes": 150000000000000,
"connection_count": 1500000,
"end_time": "2026-04-06T00:00:00Z",
"start_time": "2026-04-03T00:00:00Z"
}
],
"north_south_external_egress": [
{
"bytes": 150000000000000,
"direction": "egress",
"end_time": "2026-04-06T00:00:00Z",
"flow_count": 150000,
"start_time": "2026-04-03T00:00:00Z"
}
],
"scaleout_fabric_domain_graph": [
{
"link_bandwidth_gbps": 800,
"link_count": 4096,
"node_count": 128,
"scaleout_fabric_type": "synthetic_low_latency_fabric",
"switch_count": 16,
"valid_from": "2026-04-03T00:00:00Z",
"valid_to": "2026-04-06T00:00:00Z"
}
],
"scaleout_port_tx_rx_bytes_packets": [
{
"rx_bytes": 500000000000000,
"rx_packets": 50000000,
"sample_time": "2026-04-04T12:00:00Z",
"tx_bytes": 500000000000000,
"tx_packets": 50000000
}
],
"tensor_matrix_mxu_neuron_or_engine_active_fraction": [
{
"engine_scope": "all_accelerators",
"sample_time": "2026-04-04T12:00:00Z",
"value": 0.08
}
]
},
"scenario_key": "B_covered_negative",
"scenario_name": "Clean covered negative",
"scope": "site_b_covered_negative/accelerator_pool",
"site_id": "site_b_covered_negative"
},
{
"audit_window": {
"end": "2026-04-12T00:00:00Z",
"start": "2026-04-05T00:00:00Z"
},
"caveats": [
"rule-out applies only to the monitored scope/window, hidden capacity remains outside the claim"
],
"coverage": {
"achieved_ops": 0.94,
"activity": 0.94,
"attribution": 0.92,
"benchmark_hpc": 0.9,
"capacity": 0.97,
"clock_alignment": 0.93,
"fabric": 0.92,
"identity_shape": 0.92,
"scope_mapping": 0.94,
"serving": 0.9,
"storage": 0.92,
"storage_operations": 0.9
},
"expected": {
"A_capacity_gate_label": "capacity_ruled_out_for_scope",
"B_training_candidate_detection_labels": [],
"C_discrepancy_and_explanation_review_labels": [],
"capacity_short_circuit": true,
"final_route": "capacity_ruled_out_for_scope"
},
"expected_algorithm_outputs": {
"aggregation_outputs": {
"A_capacity_gate": [
"capacity_ruled_out_for_scope"
],
"B_training_candidate_detection": [],
"C_discrepancy_and_explanation_review": [],
"final_claim_routing": [
"capacity_ruled_out_for_scope"
]
},
"derived_signal_checks": {
"achieved_operations": 0.0,
"activity_score": 0.0,
"capacity_upper_bound_operations": 1.548288e+22,
"checkpoint_score": 0.0,
"fabric_cadence_score": 0.0
},
"final_route": "capacity_ruled_out_for_scope",
"minimal_sparse_labels": [
"accelerator_count_threshold_capacity_screen",
"peak_rate_capacity_screen",
"threshold_scale_capacity_not_supported_sparse"
]
},
"normalized_signals": {
"achieved_operations": 0.0,
"achieved_operations_unit_normalized": true,
"activity_duration_seconds": 604800,
"activity_fabric_overlap_fraction": 0.0,
"activity_score": 0.0,
"attribution_overlap_fraction": 1.0,
"benchmark_duration_seconds": 604800,
"benchmark_regularity_score": 0.0,
"bytes_explained_fraction": 0.0,
"capacity_adjustment_factor": 1.0,
"checkpoint_activity_adjacency_fraction": 0.0,
"checkpoint_burst_count": 0,
"checkpoint_periodicity_score": 0.0,
"collective_cadence_score": 0.0,
"health_throttle_conflict": false,
"hidden_or_unmonitored_capacity_possible": false,
"hpc_mpi_score": 0.0,
"hpc_overlap_fraction": 0.0,
"non_serving_score": 0.85,
"participant_count": 0,
"physical_timeline_conflict": false,
"power_activity_conflict": false,
"serving_activity_overlap_fraction": 0.0,
"serving_counterevidence_score": 0.15000000000000002,
"storage_operation_overlap_fraction": 0.0,
"topology_route_conflict": false
},
"operator_context": {
"operator_type": "synthetic_monitored_operator",
"telemetry_stack": "inventory_scheduler_activity_fabric_storage_power_network",
"trust_tier": "synthetic_operator_signed"
},
"raw_features": {
"accelerator_count_by_family_sku": [
{
"accelerator_family": "SYN",
"accelerator_sku": "SYN-ACCEL",
"count": 256,
"form_factor": "synthetic_module",
"memory_class": "synthetic_high_bandwidth",
"valid_from": "2026-04-05T00:00:00Z",
"valid_to": "2026-04-12T00:00:00Z"
}
],
"advertised_peak_rate_by_precision": [
{
"peak_rate": 100000000000000.0,
"precision_or_mode": "synthetic_tensor_ops",
"valid_from": "2026-04-05T00:00:00Z",
"valid_to": "2026-04-12T00:00:00Z"
}
],
"electrical_service_status_intervals": [
{
"end_time": "2026-04-12T00:00:00Z",
"service_capacity_mva": 0.256,
"service_capacity_mw": 0.2304,
"service_class": "synthetic_datacenter_service",
"service_status": "energized",
"service_voltage_kv": 34.5,
"start_time": "2026-04-05T00:00:00Z"
}
],
"load_balancer_gateway_flow_activity": [
{
"bytes": 150000000000000,
"connection_count": 1500000,
"end_time": "2026-04-12T00:00:00Z",
"start_time": "2026-04-05T00:00:00Z"
}
],
"north_south_external_egress": [
{
"bytes": 150000000000000,
"direction": "egress",
"end_time": "2026-04-12T00:00:00Z",
"flow_count": 150000,
"start_time": "2026-04-05T00:00:00Z"
}
],
"scaleout_fabric_domain_graph": [
{
"link_bandwidth_gbps": 800,
"link_count": 1024,
"node_count": 32,
"scaleout_fabric_type": "synthetic_low_latency_fabric",
"switch_count": 4,
"valid_from": "2026-04-05T00:00:00Z",
"valid_to": "2026-04-12T00:00:00Z"
}
]
},
"scenario_key": "C_capacity_ruled_out",
"scenario_name": "Capacity ruled out",
"scope": "site_c_capacity_ruleout/accelerator_pool",
"site_id": "site_c_capacity_ruleout"
},
{
"audit_window": {
"end": "2026-05-07T00:00:00Z",
"start": "2026-04-07T00:00:00Z"
},
"caveats": [
"missing primary activity and identity-shape coverage blocks the no-candidate conclusion"
],
"coverage": {
"achieved_ops": 0.94,
"activity": 0.42,
"attribution": 0.92,
"benchmark_hpc": 0.9,
"capacity": 0.65,
"clock_alignment": 0.91,
"fabric": 0.38,
"identity_shape": 0.4,
"scope_mapping": 0.93,
"serving": 0.9,
"storage": 0.44,
"storage_operations": 0.9
},
"expected": {
"A_capacity_gate_label": "capacity_possible_for_scope",
"B_training_candidate_detection_labels": [],
"C_discrepancy_and_explanation_review_labels": [
"negative_screen_blocked_by_missingness",
"inconclusive_due_to_missingness"
],
"capacity_short_circuit": false,
"final_route": "inconclusive_due_to_missingness"
},
"expected_algorithm_outputs": {
"aggregation_outputs": {
"A_capacity_gate": [
"capacity_possible_for_scope"
],
"B_training_candidate_detection": [],
"C_discrepancy_and_explanation_review": [
"negative_screen_blocked_by_missingness",
"inconclusive_due_to_missingness"
],
"final_claim_routing": [
"inconclusive_due_to_missingness"
]
},
"derived_signal_checks": {
"achieved_operations": 0.0,
"activity_score": 0.07,
"capacity_upper_bound_operations": 2.1233664e+25,
"checkpoint_score": 0.0,
"fabric_cadence_score": 0.0
},
"final_route": "inconclusive_due_to_missingness",
"minimal_sparse_labels": [
"accelerator_count_threshold_capacity_screen",
"peak_rate_capacity_screen",
"threshold_scale_capacity_possible"
]
},
"normalized_signals": {
"achieved_operations": 0.0,
"achieved_operations_unit_normalized": true,
"activity_duration_seconds": 2592000,
"activity_fabric_overlap_fraction": 0.0,
"activity_score": 0.04,
"attribution_overlap_fraction": 1.0,
"benchmark_duration_seconds": 2592000,
"benchmark_regularity_score": 0.0,
"bytes_explained_fraction": 0.0,
"capacity_adjustment_factor": 1.0,
"checkpoint_activity_adjacency_fraction": 0.0,
"checkpoint_burst_count": 0,
"checkpoint_periodicity_score": 0.0,
"collective_cadence_score": 0.0,
"health_throttle_conflict": false,
"hidden_or_unmonitored_capacity_possible": false,
"hpc_mpi_score": 0.0,
"hpc_overlap_fraction": 0.0,
"non_serving_score": 0.85,
"participant_count": 0,
"physical_timeline_conflict": false,
"power_activity_conflict": false,
"serving_activity_overlap_fraction": 0.0,
"serving_counterevidence_score": 0.15000000000000002,
"storage_operation_overlap_fraction": 0.0,
"topology_route_conflict": false
},
"operator_context": {
"operator_type": "synthetic_monitored_operator",
"telemetry_stack": "inventory_scheduler_activity_fabric_storage_power_network",
"trust_tier": "synthetic_operator_signed"
},
"raw_features": {
"accelerator_busy_or_utilization_fraction": [
{
"sample_time": "2026-04-22T00:00:00Z",
"value": 0.04
}
],
"accelerator_count_by_family_sku": [
{
"accelerator_family": "SYN",
"accelerator_sku": "SYN-ACCEL",
"count": 4096,
"form_factor": "synthetic_module",
"memory_class": "synthetic_high_bandwidth",
"valid_from": "2026-04-07T00:00:00Z",
"valid_to": "2026-05-07T00:00:00Z"
}
],
"advertised_peak_rate_by_precision": [
{
"peak_rate": 2000000000000000.0,
"precision_or_mode": "synthetic_tensor_ops",
"valid_from": "2026-04-07T00:00:00Z",
"valid_to": "2026-05-07T00:00:00Z"
}
],
"electrical_service_status_intervals": [
{
"end_time": "2026-05-07T00:00:00Z",
"service_capacity_mva": 4.096,
"service_capacity_mw": 3.6864,
"service_class": "synthetic_datacenter_service",
"service_status": "energized",
"service_voltage_kv": 34.5,
"start_time": "2026-04-07T00:00:00Z"
}
],
"load_balancer_gateway_flow_activity": [
{
"bytes": 150000000000000,
"connection_count": 1500000,
"end_time": "2026-05-07T00:00:00Z",
"start_time": "2026-04-07T00:00:00Z"
}
],
"north_south_external_egress": [
{
"bytes": 150000000000000,
"direction": "egress",
"end_time": "2026-05-07T00:00:00Z",
"flow_count": 150000,
"start_time": "2026-04-07T00:00:00Z"
}
],
"scaleout_fabric_domain_graph": [
{
"link_bandwidth_gbps": 800,
"link_count": 16384,
"node_count": 512,
"scaleout_fabric_type": "synthetic_low_latency_fabric",
"switch_count": 64,
"valid_from": "2026-04-07T00:00:00Z",
"valid_to": "2026-05-07T00:00:00Z"
}
],
"tensor_matrix_mxu_neuron_or_engine_active_fraction": [
{
"engine_scope": "all_accelerators",
"sample_time": "2026-04-22T00:00:00Z",
"value": 0.07
}
]
},
"scenario_key": "D_missingness_blocks_negative_screen",
"scenario_name": "Missingness blocks negative screen",
"scope": "site_d_missing_negative_screen/accelerator_pool",
"site_id": "site_d_missing_negative_screen"
},
{
"audit_window": {
"end": "2026-05-09T00:00:00Z",
"start": "2026-04-09T00:00:00Z"
},
"caveats": [
"checkpoint-like writes are explained by an overlapping backup operation"
],
"coverage": {
"achieved_ops": 0.94,
"activity": 0.94,
"attribution": 0.92,
"benchmark_hpc": 0.9,
"capacity": 0.96,
"clock_alignment": 0.93,
"fabric": 0.92,
"identity_shape": 0.92,
"scope_mapping": 0.94,
"serving": 0.9,
"storage": 0.92,
"storage_operations": 0.9
},
"expected": {
"A_capacity_gate_label": "capacity_possible_for_scope",
"B_training_candidate_detection_labels": [
"checkpoint_training_like_candidate"
],
"C_discrepancy_and_explanation_review_labels": [
"candidate_explained_by_storage_operation"
],
"capacity_short_circuit": false,
"final_route": "candidate_explained_or_demoted"
},
"expected_algorithm_outputs": {
"aggregation_outputs": {
"A_capacity_gate": [
"capacity_possible_for_scope"
],
"B_training_candidate_detection": [
"checkpoint_training_like_candidate"
],
"C_discrepancy_and_explanation_review": [
"candidate_explained_by_storage_operation"
],
"final_claim_routing": [
"candidate_explained_or_demoted"
]
},
"derived_signal_checks": {
"achieved_operations": 2.5e+24,
"activity_score": 0.79,
"capacity_upper_bound_operations": 2.1233664e+25,
"checkpoint_score": 0.84,
"fabric_cadence_score": 0.15
},
"final_route": "candidate_explained_or_demoted",
"minimal_sparse_labels": [
"accelerator_count_threshold_capacity_screen",
"peak_rate_capacity_screen",
"threshold_scale_capacity_possible",
"accelerator_activity_screen",
"checkpoint_like_training_candidate",
"non_serving_accelerator_compute_candidate",
"storage_operation_explanation_screen"
]
},
"normalized_signals": {
"achieved_operations": 2.5e+24,
"achieved_operations_unit_normalized": true,
"activity_duration_seconds": 2592000,
"activity_fabric_overlap_fraction": 0.0,
"activity_score": 0.76,
"attribution_overlap_fraction": 1.0,
"benchmark_duration_seconds": 2592000,
"benchmark_regularity_score": 0.0,
"bytes_explained_fraction": 0.88,
"capacity_adjustment_factor": 1.0,
"checkpoint_activity_adjacency_fraction": 0.78,
"checkpoint_burst_count": 5,
"checkpoint_periodicity_score": 0.84,
"collective_cadence_score": 0.15,
"health_throttle_conflict": false,
"hidden_or_unmonitored_capacity_possible": false,
"hpc_mpi_score": 0.0,
"hpc_overlap_fraction": 0.0,
"non_serving_score": 0.8,
"participant_count": 0,
"physical_timeline_conflict": false,
"power_activity_conflict": false,
"serving_activity_overlap_fraction": 0.0,
"serving_counterevidence_score": 0.19999999999999996,
"storage_operation_overlap_fraction": 0.92,
"topology_route_conflict": false
},
"operator_context": {
"operator_type": "synthetic_monitored_operator",
"telemetry_stack": "inventory_scheduler_activity_fabric_storage_power_network",
"trust_tier": "synthetic_operator_signed"
},
"raw_features": {
"accelerator_busy_or_utilization_fraction": [
{
"sample_time": "2026-04-24T00:00:00Z",
"value": 0.76
}
],
"accelerator_compute_billing_usage_intervals": [
{
"accelerator_shape_or_sku": "SYN-ACCEL",
"billing_usage_type": "synthetic_running_accelerator_usage",
"end_time": "2026-05-09T00:00:00Z",
"start_time": "2026-04-09T00:00:00Z",
"usage_quantity": 8066304000.0,
"usage_unit": "accelerator_seconds"
}
],
"accelerator_count_by_family_sku": [
{
"accelerator_family": "SYN",
"accelerator_sku": "SYN-ACCEL",
"count": 4096,
"form_factor": "synthetic_module",
"memory_class": "synthetic_high_bandwidth",
"valid_from": "2026-04-09T00:00:00Z",
"valid_to": "2026-05-09T00:00:00Z"
}
],
"advertised_peak_rate_by_precision": [
{
"peak_rate": 2000000000000000.0,
"precision_or_mode": "synthetic_tensor_ops",
"valid_from": "2026-04-09T00:00:00Z",
"valid_to": "2026-05-09T00:00:00Z"
}
],
"allocated_accelerator_count_by_sku": [
{
"accelerator_profile": "full",
"accelerator_sku": "SYN-ACCEL",
"count": 3112,
"end_time": "2026-05-09T00:00:00Z",
"partition_scope": "accelerator_pool",
"start_time": "2026-04-09T00:00:00Z"
}
],
"compute_running_intervals": [
{
"accelerator_count": 3112,
"accelerator_shape_or_sku": "SYN-ACCEL",
"compute_resource_state": "running",
"end_time": "2026-05-09T00:00:00Z",
"start_time": "2026-04-09T00:00:00Z"
}
],
"electrical_service_status_intervals": [
{
"end_time": "2026-05-09T00:00:00Z",
"service_capacity_mva": 4.096,
"service_capacity_mw": 3.6864,
"service_class": "synthetic_datacenter_service",
"service_status": "energized",
"service_voltage_kv": 34.5,
"start_time": "2026-04-09T00:00:00Z"
}
],
"fabric_port_device_sample_counters": [
{
"counter_name": "collective_cadence_score",
"counter_unit": "score_0_to_1",
"counter_value": 0.15,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-04-24T00:00:00Z"
},
{
"counter_name": "participant_count",
"counter_unit": "accelerators",
"counter_value": 0,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-04-24T00:00:00Z"
},
{
"counter_name": "regularity_score",
"counter_unit": "score_0_to_1",
"counter_value": 0.0,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-04-24T00:00:00Z"
}
],
"generic_achieved_operation_rate": [
{
"counter_scope": "accelerator_pool",
"operation_rate": 9.645061728395063e+17,
"operation_unit": "synthetic_normalized_operations",
"sample_time": "2026-04-24T00:00:00Z"
}
],
"load_balancer_gateway_flow_activity": [
{
"bytes": 199999999999999,
"connection_count": 1999999,
"end_time": "2026-05-09T00:00:00Z",
"start_time": "2026-04-09T00:00:00Z"
}
],
"north_south_external_egress": [
{
"bytes": 199999999999999,
"direction": "egress",
"end_time": "2026-05-09T00:00:00Z",
"flow_count": 199999,
"start_time": "2026-04-09T00:00:00Z"
}
],
"object_storage_operation_counts": [
{
"bytes": 840000000000000,
"end_time": "2026-04-13T07:36:25.714286Z",
"object_count": 3568,
"object_count_type": "distinct_objects",
"operation_count": 9400,
"operation_type": "synthetic_checkpoint_state_write",
"start_time": "2026-04-13T06:51:25.714286Z"
},
{
"bytes": 840000000000000,
"end_time": "2026-04-17T14:27:51.428571Z",
"object_count": 3568,
"object_count_type": "distinct_objects",
"operation_count": 9400,
"operation_type": "synthetic_checkpoint_state_write",
"start_time": "2026-04-17T13:42:51.428571Z"
},
{
"bytes": 840000000000000,
"end_time": "2026-04-21T21:19:17.142857Z",
"object_count": 3568,
"object_count_type": "distinct_objects",
"operation_count": 9400,
"operation_type": "synthetic_checkpoint_state_write",
"start_time": "2026-04-21T20:34:17.142857Z"
},
{
"bytes": 840000000000000,
"end_time": "2026-04-26T04:10:42.857143Z",
"object_count": 3568,
"object_count_type": "distinct_objects",
"operation_count": 9400,
"operation_type": "synthetic_checkpoint_state_write",
"start_time": "2026-04-26T03:25:42.857143Z"
},
{
"bytes": 840000000000000,
"end_time": "2026-04-30T11:02:08.571429Z",
"object_count": 3568,
"object_count_type": "distinct_objects",
"operation_count": 9400,
"operation_type": "synthetic_checkpoint_state_write",
"start_time": "2026-04-30T10:17:08.571429Z"
}
],
"scaleout_fabric_domain_graph": [
{
"link_bandwidth_gbps": 800,
"link_count": 16384,
"node_count": 512,
"scaleout_fabric_type": "synthetic_low_latency_fabric",
"switch_count": 64,
"valid_from": "2026-04-09T00:00:00Z",
"valid_to": "2026-05-09T00:00:00Z"
}
],
"scaleout_port_tx_rx_bytes_packets": [
{
"rx_bytes": 1500000000000000,
"rx_packets": 150000000,
"sample_time": "2026-04-24T00:00:00Z",
"tx_bytes": 1500000000000000,
"tx_packets": 150000000
}
],
"storage_operation_intervals": [
{
"bytes_moved": 8800000000000000,
"end_time": "2026-05-09T00:00:00Z",
"operation_type": "backup",
"start_time": "2026-04-09T00:00:00Z"
}
],
"storage_write_operation_bytes": [
{
"end_time": "2026-04-13T07:36:25.714286Z",
"start_time": "2026-04-13T06:51:25.714286Z",
"write_bytes": 840000000000000,
"write_operation_count": 9400
},
{
"end_time": "2026-04-17T14:27:51.428571Z",
"start_time": "2026-04-17T13:42:51.428571Z",
"write_bytes": 840000000000000,
"write_operation_count": 9400
},
{
"end_time": "2026-04-21T21:19:17.142857Z",
"start_time": "2026-04-21T20:34:17.142857Z",
"write_bytes": 840000000000000,
"write_operation_count": 9400
},
{
"end_time": "2026-04-26T04:10:42.857143Z",
"start_time": "2026-04-26T03:25:42.857143Z",
"write_bytes": 840000000000000,
"write_operation_count": 9400
},
{
"end_time": "2026-04-30T11:02:08.571429Z",
"start_time": "2026-04-30T10:17:08.571429Z",
"write_bytes": 840000000000000,
"write_operation_count": 9400
}
],
"tensor_matrix_mxu_neuron_or_engine_active_fraction": [
{
"engine_scope": "all_accelerators",
"sample_time": "2026-04-24T00:00:00Z",
"value": 0.79
}
]
},
"scenario_key": "E_storage_operation_explains_checkpoint",
"scenario_name": "Storage operation explains checkpoint-like candidate",
"scope": "site_e_storage_explains_checkpoint/accelerator_pool",
"site_id": "site_e_storage_explains_checkpoint"
},
{
"audit_window": {
"end": "2026-05-11T00:00:00Z",
"start": "2026-04-11T00:00:00Z"
},
"caveats": [
"large compute and activity are demoted by serving-like traffic shape"
],
"coverage": {
"achieved_ops": 0.94,
"activity": 0.94,
"attribution": 0.92,
"benchmark_hpc": 0.9,
"capacity": 0.96,
"clock_alignment": 0.93,
"fabric": 0.92,
"identity_shape": 0.92,
"scope_mapping": 0.94,
"serving": 0.9,
"storage": 0.92,
"storage_operations": 0.9
},
"expected": {
"A_capacity_gate_label": "capacity_possible_for_scope",
"B_training_candidate_detection_labels": [
"large_compute_candidate"
],
"C_discrepancy_and_explanation_review_labels": [
"candidate_explained_by_serving"
],
"capacity_short_circuit": false,
"final_route": "candidate_explained_or_demoted"
},
"expected_algorithm_outputs": {
"aggregation_outputs": {
"A_capacity_gate": [
"capacity_possible_for_scope"
],
"B_training_candidate_detection": [
"large_compute_candidate"
],
"C_discrepancy_and_explanation_review": [
"candidate_explained_by_serving"
],
"final_claim_routing": [
"candidate_explained_or_demoted"
]
},
"derived_signal_checks": {
"achieved_operations": 1.08e+25,
"activity_score": 0.85,
"capacity_upper_bound_operations": 2.1233664e+25,
"checkpoint_score": 0.1,
"fabric_cadence_score": 0.2
},
"final_route": "candidate_explained_or_demoted",
"minimal_sparse_labels": [
"accelerator_count_threshold_capacity_screen",
"peak_rate_capacity_screen",
"threshold_scale_capacity_possible",
"accelerator_activity_screen",
"large_compute_candidate",
"serving_like_counterevidence_screen"
]
},
"normalized_signals": {
"achieved_operations": 1.08e+25,
"achieved_operations_unit_normalized": true,
"activity_duration_seconds": 2592000,
"activity_fabric_overlap_fraction": 0.0,
"activity_score": 0.82,
"attribution_overlap_fraction": 1.0,
"benchmark_duration_seconds": 2592000,
"benchmark_regularity_score": 0.0,
"bytes_explained_fraction": 0.0,
"capacity_adjustment_factor": 1.0,
"checkpoint_activity_adjacency_fraction": 0.0,
"checkpoint_burst_count": 3,
"checkpoint_periodicity_score": 0.1,
"collective_cadence_score": 0.2,
"health_throttle_conflict": false,
"hidden_or_unmonitored_capacity_possible": false,
"hpc_mpi_score": 0.0,
"hpc_overlap_fraction": 0.0,
"non_serving_score": 0.08,
"participant_count": 0,
"physical_timeline_conflict": false,
"power_activity_conflict": false,
"serving_activity_overlap_fraction": 0.87,
"serving_counterevidence_score": 0.92,
"storage_operation_overlap_fraction": 0.0,
"topology_route_conflict": false
},
"operator_context": {
"operator_type": "synthetic_monitored_operator",
"telemetry_stack": "inventory_scheduler_activity_fabric_storage_power_network",
"trust_tier": "synthetic_operator_signed"
},
"raw_features": {
"accelerator_busy_or_utilization_fraction": [
{
"sample_time": "2026-04-26T00:00:00Z",
"value": 0.82
}
],
"accelerator_compute_billing_usage_intervals": [
{
"accelerator_shape_or_sku": "SYN-ACCEL",
"billing_usage_type": "synthetic_running_accelerator_usage",
"end_time": "2026-05-11T00:00:00Z",
"start_time": "2026-04-11T00:00:00Z",
"usage_quantity": 8703936000.0,
"usage_unit": "accelerator_seconds"
}
],
"accelerator_count_by_family_sku": [
{
"accelerator_family": "SYN",
"accelerator_sku": "SYN-ACCEL",
"count": 4096,
"form_factor": "synthetic_module",
"memory_class": "synthetic_high_bandwidth",
"valid_from": "2026-04-11T00:00:00Z",
"valid_to": "2026-05-11T00:00:00Z"
}
],
"advertised_peak_rate_by_precision": [
{
"peak_rate": 2000000000000000.0,
"precision_or_mode": "synthetic_tensor_ops",
"valid_from": "2026-04-11T00:00:00Z",
"valid_to": "2026-05-11T00:00:00Z"
}
],
"allocated_accelerator_count_by_sku": [
{
"accelerator_profile": "full",
"accelerator_sku": "SYN-ACCEL",
"count": 3358,
"end_time": "2026-05-11T00:00:00Z",
"partition_scope": "accelerator_pool",
"start_time": "2026-04-11T00:00:00Z"
}
],
"compute_running_intervals": [
{
"accelerator_count": 3358,
"accelerator_shape_or_sku": "SYN-ACCEL",
"compute_resource_state": "running",
"end_time": "2026-05-11T00:00:00Z",
"start_time": "2026-04-11T00:00:00Z"
}
],
"electrical_service_status_intervals": [
{
"end_time": "2026-05-11T00:00:00Z",
"service_capacity_mva": 4.096,
"service_capacity_mw": 3.6864,
"service_class": "synthetic_datacenter_service",
"service_status": "energized",
"service_voltage_kv": 34.5,
"start_time": "2026-04-11T00:00:00Z"
}
],
"fabric_port_device_sample_counters": [
{
"counter_name": "collective_cadence_score",
"counter_unit": "score_0_to_1",
"counter_value": 0.2,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-04-26T00:00:00Z"
},
{
"counter_name": "participant_count",
"counter_unit": "accelerators",
"counter_value": 0,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-04-26T00:00:00Z"
},
{
"counter_name": "regularity_score",
"counter_unit": "score_0_to_1",
"counter_value": 0.0,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-04-26T00:00:00Z"
}
],
"generic_achieved_operation_rate": [
{
"counter_scope": "accelerator_pool",
"operation_rate": 4.1666666666666665e+18,
"operation_unit": "synthetic_normalized_operations",
"sample_time": "2026-04-26T00:00:00Z"
}
],
"load_balancer_gateway_flow_activity": [
{
"bytes": 920000000000000,
"connection_count": 9200000,
"end_time": "2026-05-11T00:00:00Z",
"start_time": "2026-04-11T00:00:00Z"
}
],
"north_south_external_egress": [
{
"bytes": 920000000000000,
"direction": "egress",
"end_time": "2026-05-11T00:00:00Z",
"flow_count": 920000,
"start_time": "2026-04-11T00:00:00Z"
}
],
"object_storage_operation_counts": [
{
"bytes": 100000000000000,
"end_time": "2026-04-17T00:45:00Z",
"object_count": 537,
"object_count_type": "distinct_objects",
"operation_count": 2000,
"operation_type": "synthetic_checkpoint_state_write",
"start_time": "2026-04-17T00:00:00Z"
},
{
"bytes": 100000000000000,
"end_time": "2026-04-23T00:45:00Z",
"object_count": 537,
"object_count_type": "distinct_objects",
"operation_count": 2000,
"operation_type": "synthetic_checkpoint_state_write",
"start_time": "2026-04-23T00:00:00Z"
},
{
"bytes": 100000000000000,
"end_time": "2026-04-29T00:45:00Z",
"object_count": 537,
"object_count_type": "distinct_objects",
"operation_count": 2000,
"operation_type": "synthetic_checkpoint_state_write",
"start_time": "2026-04-29T00:00:00Z"
}
],
"scaleout_fabric_domain_graph": [
{
"link_bandwidth_gbps": 800,
"link_count": 16384,
"node_count": 512,
"scaleout_fabric_type": "synthetic_low_latency_fabric",
"switch_count": 64,
"valid_from": "2026-04-11T00:00:00Z",
"valid_to": "2026-05-11T00:00:00Z"
}
],
"scaleout_port_tx_rx_bytes_packets": [
{
"rx_bytes": 2000000000000000,
"rx_packets": 200000000,
"sample_time": "2026-04-26T00:00:00Z",
"tx_bytes": 2000000000000000,
"tx_packets": 200000000
}
],
"storage_write_operation_bytes": [
{
"end_time": "2026-04-17T00:45:00Z",
"start_time": "2026-04-17T00:00:00Z",
"write_bytes": 100000000000000,
"write_operation_count": 2000
},
{
"end_time": "2026-04-23T00:45:00Z",
"start_time": "2026-04-23T00:00:00Z",
"write_bytes": 100000000000000,
"write_operation_count": 2000
},
{
"end_time": "2026-04-29T00:45:00Z",
"start_time": "2026-04-29T00:00:00Z",
"write_bytes": 100000000000000,
"write_operation_count": 2000
}
],
"tensor_matrix_mxu_neuron_or_engine_active_fraction": [
{
"engine_scope": "all_accelerators",
"sample_time": "2026-04-26T00:00:00Z",
"value": 0.85
}
]
},
"scenario_key": "F_serving_inference_counterevidence",
"scenario_name": "Serving or inference-like counterevidence",
"scope": "site_f_serving_counterevidence/accelerator_pool",
"site_id": "site_f_serving_counterevidence"
},
{
"audit_window": {
"end": "2026-05-13T00:00:00Z",
"start": "2026-04-13T00:00:00Z"
},
"caveats": [
"fabric-heavy collective behavior is benchmark/HPC-like"
],
"coverage": {
"achieved_ops": 0.94,
"activity": 0.94,
"attribution": 0.92,
"benchmark_hpc": 0.9,
"capacity": 0.96,
"clock_alignment": 0.93,
"fabric": 0.92,
"identity_shape": 0.92,
"scope_mapping": 0.94,
"serving": 0.9,
"storage": 0.92,
"storage_operations": 0.9
},
"expected": {
"A_capacity_gate_label": "capacity_possible_for_scope",
"B_training_candidate_detection_labels": [
"distributed_training_like_candidate"
],
"C_discrepancy_and_explanation_review_labels": [
"candidate_benchmark_like",
"candidate_hpc_mpi_alternative"
],
"capacity_short_circuit": false,
"final_route": "candidate_explained_or_demoted"
},
"expected_algorithm_outputs": {
"aggregation_outputs": {
"A_capacity_gate": [
"capacity_possible_for_scope"
],
"B_training_candidate_detection": [
"distributed_training_like_candidate"
],
"C_discrepancy_and_explanation_review": [
"candidate_benchmark_like",
"candidate_hpc_mpi_alternative"
],
"final_claim_routing": [
"candidate_explained_or_demoted"
]
},
"derived_signal_checks": {
"achieved_operations": 4.2e+24,
"activity_score": 0.89,
"capacity_upper_bound_operations": 2.1233664e+25,
"checkpoint_score": 0.05,
"fabric_cadence_score": 0.89
},
"final_route": "candidate_explained_or_demoted",
"minimal_sparse_labels": [
"accelerator_count_threshold_capacity_screen",
"peak_rate_capacity_screen",
"threshold_scale_capacity_possible",
"accelerator_activity_screen",
"collective_like_training_candidate",
"non_serving_accelerator_compute_candidate",
"benchmark_or_hpc_alternative_screen"
]
},
"normalized_signals": {
"achieved_operations": 4.2e+24,
"achieved_operations_unit_normalized": true,
"activity_duration_seconds": 2592000,
"activity_fabric_overlap_fraction": 0.82,
"activity_score": 0.86,
"attribution_overlap_fraction": 1.0,
"benchmark_duration_seconds": 5400,
"benchmark_regularity_score": 0.94,
"bytes_explained_fraction": 0.0,
"capacity_adjustment_factor": 1.0,
"checkpoint_activity_adjacency_fraction": 0.0,
"checkpoint_burst_count": 3,
"checkpoint_periodicity_score": 0.05,
"collective_cadence_score": 0.89,
"health_throttle_conflict": false,
"hidden_or_unmonitored_capacity_possible": false,
"hpc_mpi_score": 0.82,
"hpc_overlap_fraction": 0.86,
"non_serving_score": 0.82,
"participant_count": 3072,
"physical_timeline_conflict": false,
"power_activity_conflict": false,
"serving_activity_overlap_fraction": 0.0,
"serving_counterevidence_score": 0.18000000000000005,
"storage_operation_overlap_fraction": 0.0,
"topology_route_conflict": false
},
"operator_context": {
"operator_type": "synthetic_monitored_operator",
"telemetry_stack": "inventory_scheduler_activity_fabric_storage_power_network",
"trust_tier": "synthetic_operator_signed"
},
"raw_features": {
"accelerator_busy_or_utilization_fraction": [
{
"sample_time": "2026-04-28T00:00:00Z",
"value": 0.86
}
],
"accelerator_compute_billing_usage_intervals": [
{
"accelerator_shape_or_sku": "SYN-ACCEL",
"billing_usage_type": "synthetic_running_accelerator_usage",
"end_time": "2026-05-13T00:00:00Z",
"start_time": "2026-04-13T00:00:00Z",
"usage_quantity": 7962624000.0,
"usage_unit": "accelerator_seconds"
}
],
"accelerator_count_by_family_sku": [
{
"accelerator_family": "SYN",
"accelerator_sku": "SYN-ACCEL",
"count": 4096,
"form_factor": "synthetic_module",
"memory_class": "synthetic_high_bandwidth",
"valid_from": "2026-04-13T00:00:00Z",
"valid_to": "2026-05-13T00:00:00Z"
}
],
"advertised_peak_rate_by_precision": [
{
"peak_rate": 2000000000000000.0,
"precision_or_mode": "synthetic_tensor_ops",
"valid_from": "2026-04-13T00:00:00Z",
"valid_to": "2026-05-13T00:00:00Z"
}
],
"allocated_accelerator_count_by_sku": [
{
"accelerator_profile": "full",
"accelerator_sku": "SYN-ACCEL",
"count": 3072,
"end_time": "2026-05-13T00:00:00Z",
"partition_scope": "accelerator_pool",
"start_time": "2026-04-13T00:00:00Z"
}
],
"compute_running_intervals": [
{
"accelerator_count": 3072,
"accelerator_shape_or_sku": "SYN-ACCEL",
"compute_resource_state": "running",
"end_time": "2026-05-13T00:00:00Z",
"start_time": "2026-04-13T00:00:00Z"
}
],
"electrical_service_status_intervals": [
{
"end_time": "2026-05-13T00:00:00Z",
"service_capacity_mva": 4.096,
"service_capacity_mw": 3.6864,
"service_class": "synthetic_datacenter_service",
"service_status": "energized",
"service_voltage_kv": 34.5,
"start_time": "2026-04-13T00:00:00Z"
}
],
"fabric_port_device_sample_counters": [
{
"counter_name": "collective_cadence_score",
"counter_unit": "score_0_to_1",
"counter_value": 0.89,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-04-28T00:00:00Z"
},
{
"counter_name": "participant_count",
"counter_unit": "accelerators",
"counter_value": 3072,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-04-28T00:00:00Z"
},
{
"counter_name": "regularity_score",
"counter_unit": "score_0_to_1",
"counter_value": 0.94,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-04-28T00:00:00Z"
}
],
"generic_achieved_operation_rate": [
{
"counter_scope": "accelerator_pool",
"operation_rate": 1.6203703703703706e+18,
"operation_unit": "synthetic_normalized_operations",
"sample_time": "2026-04-28T00:00:00Z"
}
],
"load_balancer_gateway_flow_activity": [
{
"bytes": 180000000000000,
"connection_count": 1800000,
"end_time": "2026-05-13T00:00:00Z",
"start_time": "2026-04-13T00:00:00Z"
}
],
"north_south_external_egress": [
{
"bytes": 180000000000000,
"direction": "egress",
"end_time": "2026-05-13T00:00:00Z",
"flow_count": 180000,
"start_time": "2026-04-13T00:00:00Z"
}
],
"object_storage_operation_counts": [
{
"bytes": 50000000000000,
"end_time": "2026-04-19T00:45:00Z",
"object_count": 332,
"object_count_type": "distinct_objects",
"operation_count": 1500,
"operation_type": "synthetic_checkpoint_state_write",
"start_time": "2026-04-19T00:00:00Z"
},
{
"bytes": 50000000000000,
"end_time": "2026-04-25T00:45:00Z",
"object_count": 332,
"object_count_type": "distinct_objects",
"operation_count": 1500,
"operation_type": "synthetic_checkpoint_state_write",
"start_time": "2026-04-25T00:00:00Z"
},
{
"bytes": 50000000000000,
"end_time": "2026-05-01T00:45:00Z",
"object_count": 332,
"object_count_type": "distinct_objects",
"operation_count": 1500,
"operation_type": "synthetic_checkpoint_state_write",
"start_time": "2026-05-01T00:00:00Z"
}
],
"scaleout_fabric_domain_graph": [
{
"link_bandwidth_gbps": 800,
"link_count": 16384,
"node_count": 512,
"scaleout_fabric_type": "synthetic_low_latency_fabric",
"switch_count": 64,
"valid_from": "2026-04-13T00:00:00Z",
"valid_to": "2026-05-13T00:00:00Z"
}
],
"scaleout_port_tx_rx_bytes_packets": [
{
"rx_bytes": 8900000000000000,
"rx_packets": 890000000,
"sample_time": "2026-04-28T00:00:00Z",
"tx_bytes": 8900000000000000,
"tx_packets": 890000000
}
],
"storage_write_operation_bytes": [
{
"end_time": "2026-04-19T00:45:00Z",
"start_time": "2026-04-19T00:00:00Z",
"write_bytes": 50000000000000,
"write_operation_count": 1500
},
{
"end_time": "2026-04-25T00:45:00Z",
"start_time": "2026-04-25T00:00:00Z",
"write_bytes": 50000000000000,
"write_operation_count": 1500
},
{
"end_time": "2026-05-01T00:45:00Z",
"start_time": "2026-05-01T00:00:00Z",
"write_bytes": 50000000000000,
"write_operation_count": 1500
}
],
"tensor_matrix_mxu_neuron_or_engine_active_fraction": [
{
"engine_scope": "all_accelerators",
"sample_time": "2026-04-28T00:00:00Z",
"value": 0.89
}
]
},
"scenario_key": "G_hpc_mpi_benchmark_alternative",
"scenario_name": "HPC/MPI or benchmark alternative",
"scope": "site_g_hpc_benchmark_alternative/accelerator_pool",
"site_id": "site_g_hpc_benchmark_alternative"
},
{
"audit_window": {
"end": "2026-05-15T00:00:00Z",
"start": "2026-04-15T00:00:00Z"
},
"caveats": [
"achieved-operation claim exceeds cap-adjusted capacity and requires integrity review"
],
"coverage": {
"achieved_ops": 0.94,
"activity": 0.94,
"attribution": 0.92,
"benchmark_hpc": 0.9,
"capacity": 0.96,
"clock_alignment": 0.93,
"fabric": 0.92,
"identity_shape": 0.92,
"scope_mapping": 0.94,
"serving": 0.9,
"storage": 0.92,
"storage_operations": 0.9
},
"expected": {
"A_capacity_gate_label": "capacity_possible_for_scope",
"B_training_candidate_detection_labels": [
"large_compute_candidate"
],
"C_discrepancy_and_explanation_review_labels": [
"capacity_claim_conflict",
"integrity_review_required"
],
"capacity_short_circuit": false,
"final_route": "integrity_review_required"
},
"expected_algorithm_outputs": {
"aggregation_outputs": {
"A_capacity_gate": [
"capacity_possible_for_scope"
],
"B_training_candidate_detection": [
"large_compute_candidate"
],
"C_discrepancy_and_explanation_review": [
"capacity_claim_conflict",
"integrity_review_required"
],
"final_claim_routing": [
"integrity_review_required"
]
},
"derived_signal_checks": {
"achieved_operations": 1.35e+25,
"activity_score": 0.81,
"capacity_upper_bound_operations": 1.0616832e+25,
"checkpoint_score": 0.0,
"fabric_cadence_score": 0.3
},
"final_route": "integrity_review_required",
"minimal_sparse_labels": [
"accelerator_count_threshold_capacity_screen",
"peak_rate_capacity_screen",
"threshold_scale_capacity_possible",
"accelerator_activity_screen",
"large_compute_candidate",
"non_serving_accelerator_compute_candidate"
]
},
"normalized_signals": {
"achieved_operations": 1.35e+25,
"achieved_operations_unit_normalized": true,
"activity_duration_seconds": 2592000,
"activity_fabric_overlap_fraction": 0.0,
"activity_score": 0.78,
"attribution_overlap_fraction": 1.0,
"benchmark_duration_seconds": 2592000,
"benchmark_regularity_score": 0.0,
"bytes_explained_fraction": 0.0,
"capacity_adjustment_factor": 1.0,
"checkpoint_activity_adjacency_fraction": 0.0,
"checkpoint_burst_count": 0,
"checkpoint_periodicity_score": 0.0,
"collective_cadence_score": 0.3,
"health_throttle_conflict": false,
"hidden_or_unmonitored_capacity_possible": false,
"hpc_mpi_score": 0.0,
"hpc_overlap_fraction": 0.0,
"non_serving_score": 0.78,
"participant_count": 0,
"physical_timeline_conflict": false,
"power_activity_conflict": false,
"serving_activity_overlap_fraction": 0.0,
"serving_counterevidence_score": 0.21999999999999997,
"storage_operation_overlap_fraction": 0.0,
"topology_route_conflict": false
},
"operator_context": {
"operator_type": "synthetic_monitored_operator",
"telemetry_stack": "inventory_scheduler_activity_fabric_storage_power_network",
"trust_tier": "synthetic_operator_signed"
},
"raw_features": {
"accelerator_busy_or_utilization_fraction": [
{
"sample_time": "2026-04-30T00:00:00Z",
"value": 0.78
}
],
"accelerator_compute_billing_usage_intervals": [
{
"accelerator_shape_or_sku": "SYN-ACCEL",
"billing_usage_type": "synthetic_running_accelerator_usage",
"end_time": "2026-05-15T00:00:00Z",
"start_time": "2026-04-15T00:00:00Z",
"usage_quantity": 4139424000.0,
"usage_unit": "accelerator_seconds"
}
],
"accelerator_count_by_family_sku": [
{
"accelerator_family": "SYN",
"accelerator_sku": "SYN-ACCEL",
"count": 2048,
"form_factor": "synthetic_module",
"memory_class": "synthetic_high_bandwidth",
"valid_from": "2026-04-15T00:00:00Z",
"valid_to": "2026-05-15T00:00:00Z"
}
],
"advertised_peak_rate_by_precision": [
{
"peak_rate": 2000000000000000.0,
"precision_or_mode": "synthetic_tensor_ops",
"valid_from": "2026-04-15T00:00:00Z",
"valid_to": "2026-05-15T00:00:00Z"
}
],
"allocated_accelerator_count_by_sku": [
{
"accelerator_profile": "full",
"accelerator_sku": "SYN-ACCEL",
"count": 1597,
"end_time": "2026-05-15T00:00:00Z",
"partition_scope": "accelerator_pool",
"start_time": "2026-04-15T00:00:00Z"
}
],
"compute_running_intervals": [
{
"accelerator_count": 1597,
"accelerator_shape_or_sku": "SYN-ACCEL",
"compute_resource_state": "running",
"end_time": "2026-05-15T00:00:00Z",
"start_time": "2026-04-15T00:00:00Z"
}
],
"electrical_service_status_intervals": [
{
"end_time": "2026-05-15T00:00:00Z",
"service_capacity_mva": 2.048,
"service_capacity_mw": 1.8432,
"service_class": "synthetic_datacenter_service",
"service_status": "energized",
"service_voltage_kv": 34.5,
"start_time": "2026-04-15T00:00:00Z"
}
],
"fabric_port_device_sample_counters": [
{
"counter_name": "collective_cadence_score",
"counter_unit": "score_0_to_1",
"counter_value": 0.3,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-04-30T00:00:00Z"
},
{
"counter_name": "participant_count",
"counter_unit": "accelerators",
"counter_value": 0,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-04-30T00:00:00Z"
},
{
"counter_name": "regularity_score",
"counter_unit": "score_0_to_1",
"counter_value": 0.0,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-04-30T00:00:00Z"
}
],
"generic_achieved_operation_rate": [
{
"counter_scope": "accelerator_pool",
"operation_rate": 5.208333333333333e+18,
"operation_unit": "synthetic_normalized_operations",
"sample_time": "2026-04-30T00:00:00Z"
}
],
"load_balancer_gateway_flow_activity": [
{
"bytes": 219999999999999,
"connection_count": 2199999,
"end_time": "2026-05-15T00:00:00Z",
"start_time": "2026-04-15T00:00:00Z"
}
],
"north_south_external_egress": [
{
"bytes": 219999999999999,
"direction": "egress",
"end_time": "2026-05-15T00:00:00Z",
"flow_count": 219999,
"start_time": "2026-04-15T00:00:00Z"
}
],
"scaleout_fabric_domain_graph": [
{
"link_bandwidth_gbps": 800,
"link_count": 8192,
"node_count": 256,
"scaleout_fabric_type": "synthetic_low_latency_fabric",
"switch_count": 32,
"valid_from": "2026-04-15T00:00:00Z",
"valid_to": "2026-05-15T00:00:00Z"
}
],
"scaleout_port_tx_rx_bytes_packets": [
{
"rx_bytes": 3000000000000000,
"rx_packets": 300000000,
"sample_time": "2026-04-30T00:00:00Z",
"tx_bytes": 3000000000000000,
"tx_packets": 300000000
}
],
"tensor_matrix_mxu_neuron_or_engine_active_fraction": [
{
"engine_scope": "all_accelerators",
"sample_time": "2026-04-30T00:00:00Z",
"value": 0.81
}
]
},
"scenario_key": "H_capacity_claim_conflict",
"scenario_name": "Capacity claim conflict",
"scope": "site_h_capacity_claim_conflict/accelerator_pool",
"site_id": "site_h_capacity_claim_conflict"
},
{
"audit_window": {
"end": "2026-05-17T00:00:00Z",
"start": "2026-04-17T00:00:00Z"
},
"caveats": [
"activity attribution channel is covered but lacks allocation/running/billing overlap"
],
"coverage": {
"achieved_ops": 0.94,
"activity": 0.94,
"attribution": 0.94,
"benchmark_hpc": 0.9,
"capacity": 0.96,
"clock_alignment": 0.93,
"fabric": 0.92,
"identity_shape": 0.92,
"scope_mapping": 0.94,
"serving": 0.9,
"storage": 0.92,
"storage_operations": 0.9
},
"expected": {
"A_capacity_gate_label": "capacity_possible_for_scope",
"B_training_candidate_detection_labels": [
"distributed_training_like_candidate"
],
"C_discrepancy_and_explanation_review_labels": [
"activity_attribution_conflict",
"integrity_review_required"
],
"capacity_short_circuit": false,
"final_route": "integrity_review_required"
},
"expected_algorithm_outputs": {
"aggregation_outputs": {
"A_capacity_gate": [
"capacity_possible_for_scope"
],
"B_training_candidate_detection": [
"distributed_training_like_candidate"
],
"C_discrepancy_and_explanation_review": [
"activity_attribution_conflict",
"integrity_review_required"
],
"final_claim_routing": [
"integrity_review_required"
]
},
"derived_signal_checks": {
"achieved_operations": 4e+24,
"activity_score": 0.91,
"capacity_upper_bound_operations": 2.1233664e+25,
"checkpoint_score": 0.0,
"fabric_cadence_score": 0.74
},
"final_route": "integrity_review_required",
"minimal_sparse_labels": [
"accelerator_count_threshold_capacity_screen",
"peak_rate_capacity_screen",
"threshold_scale_capacity_possible",
"accelerator_activity_screen",
"collective_like_training_candidate",
"non_serving_accelerator_compute_candidate"
]
},
"normalized_signals": {
"achieved_operations": 4e+24,
"achieved_operations_unit_normalized": true,
"activity_duration_seconds": 2592000,
"activity_fabric_overlap_fraction": 0.82,
"activity_score": 0.88,
"attribution_overlap_fraction": 0.0,
"benchmark_duration_seconds": 2592000,
"benchmark_regularity_score": 0.0,
"bytes_explained_fraction": 0.0,
"capacity_adjustment_factor": 1.0,
"checkpoint_activity_adjacency_fraction": 0.0,
"checkpoint_burst_count": 0,
"checkpoint_periodicity_score": 0.0,
"collective_cadence_score": 0.74,
"health_throttle_conflict": false,
"hidden_or_unmonitored_capacity_possible": false,
"hpc_mpi_score": 0.0,
"hpc_overlap_fraction": 0.0,
"non_serving_score": 0.82,
"participant_count": 2048,
"physical_timeline_conflict": false,
"power_activity_conflict": false,
"serving_activity_overlap_fraction": 0.0,
"serving_counterevidence_score": 0.18000000000000005,
"storage_operation_overlap_fraction": 0.0,
"topology_route_conflict": false
},
"operator_context": {
"operator_type": "synthetic_monitored_operator",
"telemetry_stack": "inventory_scheduler_activity_fabric_storage_power_network",
"trust_tier": "synthetic_operator_signed"
},
"raw_features": {
"accelerator_busy_or_utilization_fraction": [
{
"sample_time": "2026-05-02T00:00:00Z",
"value": 0.88
}
],
"accelerator_count_by_family_sku": [
{
"accelerator_family": "SYN",
"accelerator_sku": "SYN-ACCEL",
"count": 4096,
"form_factor": "synthetic_module",
"memory_class": "synthetic_high_bandwidth",
"valid_from": "2026-04-17T00:00:00Z",
"valid_to": "2026-05-17T00:00:00Z"
}
],
"advertised_peak_rate_by_precision": [
{
"peak_rate": 2000000000000000.0,
"precision_or_mode": "synthetic_tensor_ops",
"valid_from": "2026-04-17T00:00:00Z",
"valid_to": "2026-05-17T00:00:00Z"
}
],
"electrical_service_status_intervals": [
{
"end_time": "2026-05-17T00:00:00Z",
"service_capacity_mva": 4.096,
"service_capacity_mw": 3.6864,
"service_class": "synthetic_datacenter_service",
"service_status": "energized",
"service_voltage_kv": 34.5,
"start_time": "2026-04-17T00:00:00Z"
}
],
"fabric_port_device_sample_counters": [
{
"counter_name": "collective_cadence_score",
"counter_unit": "score_0_to_1",
"counter_value": 0.74,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-05-02T00:00:00Z"
},
{
"counter_name": "participant_count",
"counter_unit": "accelerators",
"counter_value": 2048,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-05-02T00:00:00Z"
},
{
"counter_name": "regularity_score",
"counter_unit": "score_0_to_1",
"counter_value": 0.0,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-05-02T00:00:00Z"
}
],
"generic_achieved_operation_rate": [
{
"counter_scope": "accelerator_pool",
"operation_rate": 1.5432098765432097e+18,
"operation_unit": "synthetic_normalized_operations",
"sample_time": "2026-05-02T00:00:00Z"
}
],
"load_balancer_gateway_flow_activity": [
{
"bytes": 180000000000000,
"connection_count": 1800000,
"end_time": "2026-05-17T00:00:00Z",
"start_time": "2026-04-17T00:00:00Z"
}
],
"north_south_external_egress": [
{
"bytes": 180000000000000,
"direction": "egress",
"end_time": "2026-05-17T00:00:00Z",
"flow_count": 180000,
"start_time": "2026-04-17T00:00:00Z"
}
],
"scaleout_fabric_domain_graph": [
{
"link_bandwidth_gbps": 800,
"link_count": 16384,
"node_count": 512,
"scaleout_fabric_type": "synthetic_low_latency_fabric",
"switch_count": 64,
"valid_from": "2026-04-17T00:00:00Z",
"valid_to": "2026-05-17T00:00:00Z"
}
],
"scaleout_port_tx_rx_bytes_packets": [
{
"rx_bytes": 7400000000000000,
"rx_packets": 740000000,
"sample_time": "2026-05-02T00:00:00Z",
"tx_bytes": 7400000000000000,
"tx_packets": 740000000
}
],
"tensor_matrix_mxu_neuron_or_engine_active_fraction": [
{
"engine_scope": "all_accelerators",
"sample_time": "2026-05-02T00:00:00Z",
"value": 0.91
}
]
},
"scenario_key": "I_activity_attribution_conflict",
"scenario_name": "Activity attribution conflict",
"scope": "site_i_activity_attribution_conflict/accelerator_pool",
"site_id": "site_i_activity_attribution_conflict"
},
{
"audit_window": {
"end": "2026-05-19T00:00:00Z",
"start": "2026-04-19T00:00:00Z"
},
"caveats": [
"physical and topology contradictions block ordinary candidate routing"
],
"coverage": {
"achieved_ops": 0.94,
"activity": 0.94,
"attribution": 0.92,
"benchmark_hpc": 0.9,
"capacity": 0.96,
"clock_alignment": 0.93,
"fabric": 0.92,
"identity_shape": 0.92,
"scope_mapping": 0.94,
"serving": 0.9,
"storage": 0.92,
"storage_operations": 0.9
},
"expected": {
"A_capacity_gate_label": "capacity_possible_for_scope",
"B_training_candidate_detection_labels": [
"distributed_training_like_candidate",
"checkpoint_training_like_candidate"
],
"C_discrepancy_and_explanation_review_labels": [
"physical_timeline_conflict",
"health_throttle_conflict",
"topology_route_conflict",
"power_activity_conflict",
"integrity_review_required"
],
"capacity_short_circuit": false,
"final_route": "integrity_review_required"
},
"expected_algorithm_outputs": {
"aggregation_outputs": {
"A_capacity_gate": [
"capacity_possible_for_scope"
],
"B_training_candidate_detection": [
"distributed_training_like_candidate",
"checkpoint_training_like_candidate"
],
"C_discrepancy_and_explanation_review": [
"physical_timeline_conflict",
"health_throttle_conflict",
"topology_route_conflict",
"power_activity_conflict",
"integrity_review_required"
],
"final_claim_routing": [
"integrity_review_required"
]
},
"derived_signal_checks": {
"achieved_operations": 3e+24,
"activity_score": 0.85,
"capacity_upper_bound_operations": 2.1233664e+25,
"checkpoint_score": 0.64,
"fabric_cadence_score": 0.72
},
"final_route": "integrity_review_required",
"minimal_sparse_labels": [
"accelerator_count_threshold_capacity_screen",
"peak_rate_capacity_screen",
"threshold_scale_capacity_possible",
"accelerator_activity_screen",
"collective_like_training_candidate",
"checkpoint_like_training_candidate",
"non_serving_accelerator_compute_candidate"
]
},
"normalized_signals": {
"achieved_operations": 3e+24,
"achieved_operations_unit_normalized": true,
"activity_duration_seconds": 2592000,
"activity_fabric_overlap_fraction": 0.82,
"activity_score": 0.82,
"attribution_overlap_fraction": 1.0,
"benchmark_duration_seconds": 2592000,
"benchmark_regularity_score": 0.0,
"bytes_explained_fraction": 0.0,
"capacity_adjustment_factor": 1.0,
"checkpoint_activity_adjacency_fraction": 0.78,
"checkpoint_burst_count": 3,
"checkpoint_periodicity_score": 0.64,
"collective_cadence_score": 0.72,
"health_throttle_conflict": true,
"hidden_or_unmonitored_capacity_possible": false,
"hpc_mpi_score": 0.0,
"hpc_overlap_fraction": 0.0,
"non_serving_score": 0.8,
"participant_count": 3072,
"physical_timeline_conflict": true,
"power_activity_conflict": true,
"serving_activity_overlap_fraction": 0.0,
"serving_counterevidence_score": 0.19999999999999996,
"storage_operation_overlap_fraction": 0.0,
"topology_route_conflict": true
},
"operator_context": {
"operator_type": "synthetic_monitored_operator",
"telemetry_stack": "inventory_scheduler_activity_fabric_storage_power_network",
"trust_tier": "synthetic_operator_signed"
},
"raw_features": {
"accelerator_busy_or_utilization_fraction": [
{
"sample_time": "2026-05-04T00:00:00Z",
"value": 0.82
}
],
"accelerator_compute_billing_usage_intervals": [
{
"accelerator_shape_or_sku": "SYN-ACCEL",
"billing_usage_type": "synthetic_running_accelerator_usage",
"end_time": "2026-05-19T00:00:00Z",
"start_time": "2026-04-19T00:00:00Z",
"usage_quantity": 7962624000.0,
"usage_unit": "accelerator_seconds"
}
],
"accelerator_count_by_family_sku": [
{
"accelerator_family": "SYN",
"accelerator_sku": "SYN-ACCEL",
"count": 4096,
"form_factor": "synthetic_module",
"memory_class": "synthetic_high_bandwidth",
"valid_from": "2026-04-19T00:00:00Z",
"valid_to": "2026-05-19T00:00:00Z"
}
],
"accelerator_health_error_state": [
{
"degraded_state": true,
"ecc_error_count": 0,
"link_error_count": 50,
"reset_count": 4,
"retired_page_count": 0,
"sample_time": "2026-05-04T00:00:00Z",
"throttle_event_count": 200,
"xid_or_equivalent_error_count": 12
}
],
"accelerator_throttle_state": [
{
"sample_time": "2026-05-04T00:00:00Z",
"state": "throttled"
}
],
"advertised_peak_rate_by_precision": [
{
"peak_rate": 2000000000000000.0,
"precision_or_mode": "synthetic_tensor_ops",
"valid_from": "2026-04-19T00:00:00Z",
"valid_to": "2026-05-19T00:00:00Z"
}
],
"allocated_accelerator_count_by_sku": [
{
"accelerator_profile": "full",
"accelerator_sku": "SYN-ACCEL",
"count": 3072,
"end_time": "2026-05-19T00:00:00Z",
"partition_scope": "accelerator_pool",
"start_time": "2026-04-19T00:00:00Z"
}
],
"asset_receiving_installation_events": [
{
"asset_category": "accelerator",
"asset_quantity": 4096,
"event_time": "2026-05-21T00:00:00Z",
"event_type": "installed"
}
],
"compute_running_intervals": [
{
"accelerator_count": 3072,
"accelerator_shape_or_sku": "SYN-ACCEL",
"compute_resource_state": "running",
"end_time": "2026-05-19T00:00:00Z",
"start_time": "2026-04-19T00:00:00Z"
}
],
"electrical_service_status_intervals": [
{
"end_time": "2026-05-19T00:00:00Z",
"service_capacity_mva": 0,
"service_capacity_mw": 0,
"service_class": "synthetic_datacenter_service",
"service_status": "not_energized",
"service_voltage_kv": 34.5,
"start_time": "2026-04-19T00:00:00Z"
}
],
"fabric_port_device_sample_counters": [
{
"counter_name": "collective_cadence_score",
"counter_unit": "score_0_to_1",
"counter_value": 0.72,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-05-04T00:00:00Z"
},
{
"counter_name": "participant_count",
"counter_unit": "accelerators",
"counter_value": 3072,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-05-04T00:00:00Z"
},
{
"counter_name": "regularity_score",
"counter_unit": "score_0_to_1",
"counter_value": 0.0,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-05-04T00:00:00Z"
}
],
"generic_achieved_operation_rate": [
{
"counter_scope": "accelerator_pool",
"operation_rate": 1.1574074074074074e+18,
"operation_unit": "synthetic_normalized_operations",
"sample_time": "2026-05-04T00:00:00Z"
}
],
"load_balancer_gateway_flow_activity": [
{
"bytes": 199999999999999,
"connection_count": 1999999,
"end_time": "2026-05-19T00:00:00Z",
"start_time": "2026-04-19T00:00:00Z"
}
],
"network_gateway_nat_route_state": [
{
"event_time": "2026-05-04T00:00:00Z",
"network_control_type": "route",
"state": "visibility_updated",
"state_event_type": "updated"
}
],
"north_south_external_egress": [
{
"bytes": 199999999999999,
"direction": "egress",
"end_time": "2026-05-19T00:00:00Z",
"flow_count": 199999,
"start_time": "2026-04-19T00:00:00Z"
}
],
"object_storage_operation_counts": [
{
"bytes": 640000000000000,
"end_time": "2026-04-25T00:45:00Z",
"object_count": 2749,
"object_count_type": "distinct_objects",
"operation_count": 7400,
"operation_type": "synthetic_checkpoint_state_write",
"start_time": "2026-04-25T00:00:00Z"
},
{
"bytes": 640000000000000,
"end_time": "2026-05-01T00:45:00Z",
"object_count": 2749,
"object_count_type": "distinct_objects",
"operation_count": 7400,
"operation_type": "synthetic_checkpoint_state_write",
"start_time": "2026-05-01T00:00:00Z"
},
{
"bytes": 640000000000000,
"end_time": "2026-05-07T00:45:00Z",
"object_count": 2749,
"object_count_type": "distinct_objects",
"operation_count": 7400,
"operation_type": "synthetic_checkpoint_state_write",
"start_time": "2026-05-07T00:00:00Z"
}
],
"rack_pdu_it_power": [
{
"energy_joules": 9555148800000.0,
"power_watts": 3686400,
"sample_time": "2026-05-04T00:00:00Z"
}
],
"scaleout_fabric_domain_graph": [
{
"link_bandwidth_gbps": 800,
"link_count": 16384,
"node_count": 512,
"scaleout_fabric_type": "synthetic_low_latency_fabric",
"switch_count": 64,
"valid_from": "2026-04-19T00:00:00Z",
"valid_to": "2026-05-19T00:00:00Z"
}
],
"scaleout_port_tx_rx_bytes_packets": [
{
"rx_bytes": 7200000000000000,
"rx_packets": 720000000,
"sample_time": "2026-05-04T00:00:00Z",
"tx_bytes": 7200000000000000,
"tx_packets": 720000000
}
],
"storage_write_operation_bytes": [
{
"end_time": "2026-04-25T00:45:00Z",
"start_time": "2026-04-25T00:00:00Z",
"write_bytes": 640000000000000,
"write_operation_count": 7400
},
{
"end_time": "2026-05-01T00:45:00Z",
"start_time": "2026-05-01T00:00:00Z",
"write_bytes": 640000000000000,
"write_operation_count": 7400
},
{
"end_time": "2026-05-07T00:45:00Z",
"start_time": "2026-05-07T00:00:00Z",
"write_bytes": 640000000000000,
"write_operation_count": 7400
}
],
"tensor_matrix_mxu_neuron_or_engine_active_fraction": [
{
"engine_scope": "all_accelerators",
"sample_time": "2026-05-04T00:00:00Z",
"value": 0.85
}
],
"topology_change_events": [
{
"affected_asset_category": "fabric_port",
"affected_link_or_port_count": 1024,
"event_time": "2026-05-04T00:00:00Z",
"topology_change_type": "route_change"
}
]
},
"scenario_key": "J_physical_timeline_topology_health_conflict",
"scenario_name": "Physical, topology, and health conflict",
"scope": "site_j_physical_topology_health_conflict/accelerator_pool",
"site_id": "site_j_physical_topology_health_conflict"
},
{
"audit_window": {
"end": "2026-05-21T00:00:00Z",
"start": "2026-04-21T00:00:00Z"
},
"caveats": [
"large compute alone is not workload identity"
],
"coverage": {
"achieved_ops": 0.94,
"activity": 0.94,
"attribution": 0.92,
"benchmark_hpc": 0.9,
"capacity": 0.96,
"clock_alignment": 0.93,
"fabric": 0.92,
"identity_shape": 0.92,
"scope_mapping": 0.94,
"serving": 0.9,
"storage": 0.92,
"storage_operations": 0.9
},
"expected": {
"A_capacity_gate_label": "capacity_possible_for_scope",
"B_training_candidate_detection_labels": [
"large_compute_candidate"
],
"C_discrepancy_and_explanation_review_labels": [],
"capacity_short_circuit": false,
"final_route": "weak_training_like_candidate"
},
"expected_algorithm_outputs": {
"aggregation_outputs": {
"A_capacity_gate": [
"capacity_possible_for_scope"
],
"B_training_candidate_detection": [
"large_compute_candidate"
],
"C_discrepancy_and_explanation_review": [],
"final_claim_routing": [
"weak_training_like_candidate"
]
},
"derived_signal_checks": {
"achieved_operations": 1.12e+25,
"activity_score": 0.21,
"capacity_upper_bound_operations": 2.1233664e+25,
"checkpoint_score": 0.0,
"fabric_cadence_score": 0.05
},
"final_route": "weak_training_like_candidate",
"minimal_sparse_labels": [
"accelerator_count_threshold_capacity_screen",
"peak_rate_capacity_screen",
"threshold_scale_capacity_possible",
"large_compute_candidate"
]
},
"normalized_signals": {
"achieved_operations": 1.12e+25,
"achieved_operations_unit_normalized": true,
"activity_duration_seconds": 2592000,
"activity_fabric_overlap_fraction": 0.0,
"activity_score": 0.18,
"attribution_overlap_fraction": 1.0,
"benchmark_duration_seconds": 2592000,
"benchmark_regularity_score": 0.0,
"bytes_explained_fraction": 0.0,
"capacity_adjustment_factor": 1.0,
"checkpoint_activity_adjacency_fraction": 0.0,
"checkpoint_burst_count": 0,
"checkpoint_periodicity_score": 0.0,
"collective_cadence_score": 0.05,
"health_throttle_conflict": false,
"hidden_or_unmonitored_capacity_possible": false,
"hpc_mpi_score": 0.0,
"hpc_overlap_fraction": 0.0,
"non_serving_score": 0.78,
"participant_count": 0,
"physical_timeline_conflict": false,
"power_activity_conflict": false,
"serving_activity_overlap_fraction": 0.0,
"serving_counterevidence_score": 0.21999999999999997,
"storage_operation_overlap_fraction": 0.0,
"topology_route_conflict": false
},
"operator_context": {
"operator_type": "synthetic_monitored_operator",
"telemetry_stack": "inventory_scheduler_activity_fabric_storage_power_network",
"trust_tier": "synthetic_operator_signed"
},
"raw_features": {
"accelerator_busy_or_utilization_fraction": [
{
"sample_time": "2026-05-06T00:00:00Z",
"value": 0.18
}
],
"accelerator_compute_billing_usage_intervals": [
{
"accelerator_shape_or_sku": "SYN-ACCEL",
"billing_usage_type": "synthetic_running_accelerator_usage",
"end_time": "2026-05-21T00:00:00Z",
"start_time": "2026-04-21T00:00:00Z",
"usage_quantity": 1910304000.0,
"usage_unit": "accelerator_seconds"
}
],
"accelerator_count_by_family_sku": [
{
"accelerator_family": "SYN",
"accelerator_sku": "SYN-ACCEL",
"count": 4096,
"form_factor": "synthetic_module",
"memory_class": "synthetic_high_bandwidth",
"valid_from": "2026-04-21T00:00:00Z",
"valid_to": "2026-05-21T00:00:00Z"
}
],
"advertised_peak_rate_by_precision": [
{
"peak_rate": 2000000000000000.0,
"precision_or_mode": "synthetic_tensor_ops",
"valid_from": "2026-04-21T00:00:00Z",
"valid_to": "2026-05-21T00:00:00Z"
}
],
"allocated_accelerator_count_by_sku": [
{
"accelerator_profile": "full",
"accelerator_sku": "SYN-ACCEL",
"count": 737,
"end_time": "2026-05-21T00:00:00Z",
"partition_scope": "accelerator_pool",
"start_time": "2026-04-21T00:00:00Z"
}
],
"compute_running_intervals": [
{
"accelerator_count": 737,
"accelerator_shape_or_sku": "SYN-ACCEL",
"compute_resource_state": "running",
"end_time": "2026-05-21T00:00:00Z",
"start_time": "2026-04-21T00:00:00Z"
}
],
"electrical_service_status_intervals": [
{
"end_time": "2026-05-21T00:00:00Z",
"service_capacity_mva": 4.096,
"service_capacity_mw": 3.6864,
"service_class": "synthetic_datacenter_service",
"service_status": "energized",
"service_voltage_kv": 34.5,
"start_time": "2026-04-21T00:00:00Z"
}
],
"fabric_port_device_sample_counters": [
{
"counter_name": "collective_cadence_score",
"counter_unit": "score_0_to_1",
"counter_value": 0.05,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-05-06T00:00:00Z"
},
{
"counter_name": "participant_count",
"counter_unit": "accelerators",
"counter_value": 0,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-05-06T00:00:00Z"
},
{
"counter_name": "regularity_score",
"counter_unit": "score_0_to_1",
"counter_value": 0.0,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-05-06T00:00:00Z"
}
],
"generic_achieved_operation_rate": [
{
"counter_scope": "accelerator_pool",
"operation_rate": 4.320987654320988e+18,
"operation_unit": "synthetic_normalized_operations",
"sample_time": "2026-05-06T00:00:00Z"
}
],
"load_balancer_gateway_flow_activity": [
{
"bytes": 219999999999999,
"connection_count": 2199999,
"end_time": "2026-05-21T00:00:00Z",
"start_time": "2026-04-21T00:00:00Z"
}
],
"north_south_external_egress": [
{
"bytes": 219999999999999,
"direction": "egress",
"end_time": "2026-05-21T00:00:00Z",
"flow_count": 219999,
"start_time": "2026-04-21T00:00:00Z"
}
],
"scaleout_fabric_domain_graph": [
{
"link_bandwidth_gbps": 800,
"link_count": 16384,
"node_count": 512,
"scaleout_fabric_type": "synthetic_low_latency_fabric",
"switch_count": 64,
"valid_from": "2026-04-21T00:00:00Z",
"valid_to": "2026-05-21T00:00:00Z"
}
],
"scaleout_port_tx_rx_bytes_packets": [
{
"rx_bytes": 500000000000000,
"rx_packets": 50000000,
"sample_time": "2026-05-06T00:00:00Z",
"tx_bytes": 500000000000000,
"tx_packets": 50000000
}
],
"tensor_matrix_mxu_neuron_or_engine_active_fraction": [
{
"engine_scope": "all_accelerators",
"sample_time": "2026-05-06T00:00:00Z",
"value": 0.21
}
]
},
"scenario_key": "K_large_compute_alone",
"scenario_name": "Large compute alone",
"scope": "site_k_large_compute_alone/accelerator_pool",
"site_id": "site_k_large_compute_alone"
},
{
"audit_window": {
"end": "2026-05-23T00:00:00Z",
"start": "2026-04-23T00:00:00Z"
},
"caveats": [
"activity alone does not classify training"
],
"coverage": {
"achieved_ops": 0.94,
"activity": 0.94,
"attribution": 0.92,
"benchmark_hpc": 0.9,
"capacity": 0.96,
"clock_alignment": 0.93,
"fabric": 0.92,
"identity_shape": 0.92,
"scope_mapping": 0.94,
"serving": 0.9,
"storage": 0.92,
"storage_operations": 0.9
},
"expected": {
"A_capacity_gate_label": "capacity_possible_for_scope",
"B_training_candidate_detection_labels": [],
"C_discrepancy_and_explanation_review_labels": [
"negative_screen_coverage_sufficient"
],
"capacity_short_circuit": false,
"final_route": "no_training_like_candidate_detected_in_covered_live_segment"
},
"expected_algorithm_outputs": {
"aggregation_outputs": {
"A_capacity_gate": [
"capacity_possible_for_scope"
],
"B_training_candidate_detection": [],
"C_discrepancy_and_explanation_review": [
"negative_screen_coverage_sufficient"
],
"final_claim_routing": [
"no_training_like_candidate_detected_in_covered_live_segment"
]
},
"derived_signal_checks": {
"achieved_operations": 1.8e+24,
"activity_score": 0.9400000000000001,
"capacity_upper_bound_operations": 2.1233664e+25,
"checkpoint_score": 0.0,
"fabric_cadence_score": 0.05
},
"final_route": "no_training_like_candidate_detected_in_covered_live_segment",
"minimal_sparse_labels": [
"accelerator_count_threshold_capacity_screen",
"peak_rate_capacity_screen",
"threshold_scale_capacity_possible",
"accelerator_activity_screen",
"non_serving_accelerator_compute_candidate"
]
},
"normalized_signals": {
"achieved_operations": 1.8e+24,
"achieved_operations_unit_normalized": true,
"activity_duration_seconds": 2592000,
"activity_fabric_overlap_fraction": 0.0,
"activity_score": 0.91,
"attribution_overlap_fraction": 1.0,
"benchmark_duration_seconds": 2592000,
"benchmark_regularity_score": 0.0,
"bytes_explained_fraction": 0.0,
"capacity_adjustment_factor": 1.0,
"checkpoint_activity_adjacency_fraction": 0.0,
"checkpoint_burst_count": 0,
"checkpoint_periodicity_score": 0.0,
"collective_cadence_score": 0.05,
"health_throttle_conflict": false,
"hidden_or_unmonitored_capacity_possible": false,
"hpc_mpi_score": 0.0,
"hpc_overlap_fraction": 0.0,
"non_serving_score": 0.82,
"participant_count": 0,
"physical_timeline_conflict": false,
"power_activity_conflict": false,
"serving_activity_overlap_fraction": 0.0,
"serving_counterevidence_score": 0.18000000000000005,
"storage_operation_overlap_fraction": 0.0,
"topology_route_conflict": false
},
"operator_context": {
"operator_type": "synthetic_monitored_operator",
"telemetry_stack": "inventory_scheduler_activity_fabric_storage_power_network",
"trust_tier": "synthetic_operator_signed"
},
"raw_features": {
"accelerator_busy_or_utilization_fraction": [
{
"sample_time": "2026-05-08T00:00:00Z",
"value": 0.91
}
],
"accelerator_compute_billing_usage_intervals": [
{
"accelerator_shape_or_sku": "SYN-ACCEL",
"billing_usage_type": "synthetic_running_accelerator_usage",
"end_time": "2026-05-23T00:00:00Z",
"start_time": "2026-04-23T00:00:00Z",
"usage_quantity": 9660384000.0,
"usage_unit": "accelerator_seconds"
}
],
"accelerator_count_by_family_sku": [
{
"accelerator_family": "SYN",
"accelerator_sku": "SYN-ACCEL",
"count": 4096,
"form_factor": "synthetic_module",
"memory_class": "synthetic_high_bandwidth",
"valid_from": "2026-04-23T00:00:00Z",
"valid_to": "2026-05-23T00:00:00Z"
}
],
"advertised_peak_rate_by_precision": [
{
"peak_rate": 2000000000000000.0,
"precision_or_mode": "synthetic_tensor_ops",
"valid_from": "2026-04-23T00:00:00Z",
"valid_to": "2026-05-23T00:00:00Z"
}
],
"allocated_accelerator_count_by_sku": [
{
"accelerator_profile": "full",
"accelerator_sku": "SYN-ACCEL",
"count": 3727,
"end_time": "2026-05-23T00:00:00Z",
"partition_scope": "accelerator_pool",
"start_time": "2026-04-23T00:00:00Z"
}
],
"compute_running_intervals": [
{
"accelerator_count": 3727,
"accelerator_shape_or_sku": "SYN-ACCEL",
"compute_resource_state": "running",
"end_time": "2026-05-23T00:00:00Z",
"start_time": "2026-04-23T00:00:00Z"
}
],
"electrical_service_status_intervals": [
{
"end_time": "2026-05-23T00:00:00Z",
"service_capacity_mva": 4.096,
"service_capacity_mw": 3.6864,
"service_class": "synthetic_datacenter_service",
"service_status": "energized",
"service_voltage_kv": 34.5,
"start_time": "2026-04-23T00:00:00Z"
}
],
"fabric_port_device_sample_counters": [
{
"counter_name": "collective_cadence_score",
"counter_unit": "score_0_to_1",
"counter_value": 0.05,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-05-08T00:00:00Z"
},
{
"counter_name": "participant_count",
"counter_unit": "accelerators",
"counter_value": 0,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-05-08T00:00:00Z"
},
{
"counter_name": "regularity_score",
"counter_unit": "score_0_to_1",
"counter_value": 0.0,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-05-08T00:00:00Z"
}
],
"generic_achieved_operation_rate": [
{
"counter_scope": "accelerator_pool",
"operation_rate": 6.944444444444444e+17,
"operation_unit": "synthetic_normalized_operations",
"sample_time": "2026-05-08T00:00:00Z"
}
],
"load_balancer_gateway_flow_activity": [
{
"bytes": 180000000000000,
"connection_count": 1800000,
"end_time": "2026-05-23T00:00:00Z",
"start_time": "2026-04-23T00:00:00Z"
}
],
"north_south_external_egress": [
{
"bytes": 180000000000000,
"direction": "egress",
"end_time": "2026-05-23T00:00:00Z",
"flow_count": 180000,
"start_time": "2026-04-23T00:00:00Z"
}
],
"scaleout_fabric_domain_graph": [
{
"link_bandwidth_gbps": 800,
"link_count": 16384,
"node_count": 512,
"scaleout_fabric_type": "synthetic_low_latency_fabric",
"switch_count": 64,
"valid_from": "2026-04-23T00:00:00Z",
"valid_to": "2026-05-23T00:00:00Z"
}
],
"scaleout_port_tx_rx_bytes_packets": [
{
"rx_bytes": 500000000000000,
"rx_packets": 50000000,
"sample_time": "2026-05-08T00:00:00Z",
"tx_bytes": 500000000000000,
"tx_packets": 50000000
}
],
"tensor_matrix_mxu_neuron_or_engine_active_fraction": [
{
"engine_scope": "all_accelerators",
"sample_time": "2026-05-08T00:00:00Z",
"value": 0.9400000000000001
}
]
},
"scenario_key": "L_activity_alone",
"scenario_name": "Activity alone",
"scope": "site_l_activity_alone/accelerator_pool",
"site_id": "site_l_activity_alone"
},
{
"audit_window": {
"end": "2026-05-25T00:00:00Z",
"start": "2026-04-25T00:00:00Z"
},
"caveats": [
"fabric alone does not classify training"
],
"coverage": {
"achieved_ops": 0.94,
"activity": 0.94,
"attribution": 0.92,
"benchmark_hpc": 0.9,
"capacity": 0.96,
"clock_alignment": 0.93,
"fabric": 0.92,
"identity_shape": 0.92,
"scope_mapping": 0.94,
"serving": 0.9,
"storage": 0.92,
"storage_operations": 0.9
},
"expected": {
"A_capacity_gate_label": "capacity_possible_for_scope",
"B_training_candidate_detection_labels": [],
"C_discrepancy_and_explanation_review_labels": [
"negative_screen_incoherence_conflict",
"integrity_review_required"
],
"capacity_short_circuit": false,
"final_route": "integrity_review_required"
},
"expected_algorithm_outputs": {
"aggregation_outputs": {
"A_capacity_gate": [
"capacity_possible_for_scope"
],
"B_training_candidate_detection": [],
"C_discrepancy_and_explanation_review": [
"negative_screen_coverage_sufficient"
],
"final_claim_routing": [
"no_training_like_candidate_detected_in_covered_live_segment"
]
},
"derived_signal_checks": {
"achieved_operations": 0.0,
"activity_score": 0.11,
"capacity_upper_bound_operations": 2.1233664e+25,
"checkpoint_score": 0.0,
"fabric_cadence_score": 0.88
},
"final_route": "no_training_like_candidate_detected_in_covered_live_segment",
"minimal_sparse_labels": [
"accelerator_count_threshold_capacity_screen",
"peak_rate_capacity_screen",
"threshold_scale_capacity_possible"
]
},
"normalized_signals": {
"achieved_operations": 0.0,
"achieved_operations_unit_normalized": true,
"activity_duration_seconds": 2592000,
"activity_fabric_overlap_fraction": 0.0,
"activity_score": 0.08,
"attribution_overlap_fraction": 1.0,
"benchmark_duration_seconds": 2592000,
"benchmark_regularity_score": 0.0,
"bytes_explained_fraction": 0.0,
"capacity_adjustment_factor": 1.0,
"checkpoint_activity_adjacency_fraction": 0.0,
"checkpoint_burst_count": 0,
"checkpoint_periodicity_score": 0.0,
"collective_cadence_score": 0.88,
"health_throttle_conflict": false,
"hidden_or_unmonitored_capacity_possible": false,
"hpc_mpi_score": 0.0,
"hpc_overlap_fraction": 0.0,
"non_serving_score": 0.85,
"participant_count": 2048,
"physical_timeline_conflict": false,
"power_activity_conflict": false,
"serving_activity_overlap_fraction": 0.0,
"serving_counterevidence_score": 0.15000000000000002,
"storage_operation_overlap_fraction": 0.0,
"topology_route_conflict": false
},
"operator_context": {
"operator_type": "synthetic_monitored_operator",
"telemetry_stack": "inventory_scheduler_activity_fabric_storage_power_network",
"trust_tier": "synthetic_operator_signed"
},
"raw_features": {
"accelerator_busy_or_utilization_fraction": [
{
"sample_time": "2026-05-10T00:00:00Z",
"value": 0.08
}
],
"accelerator_count_by_family_sku": [
{
"accelerator_family": "SYN",
"accelerator_sku": "SYN-ACCEL",
"count": 4096,
"form_factor": "synthetic_module",
"memory_class": "synthetic_high_bandwidth",
"valid_from": "2026-04-25T00:00:00Z",
"valid_to": "2026-05-25T00:00:00Z"
}
],
"advertised_peak_rate_by_precision": [
{
"peak_rate": 2000000000000000.0,
"precision_or_mode": "synthetic_tensor_ops",
"valid_from": "2026-04-25T00:00:00Z",
"valid_to": "2026-05-25T00:00:00Z"
}
],
"electrical_service_status_intervals": [
{
"end_time": "2026-05-25T00:00:00Z",
"service_capacity_mva": 4.096,
"service_capacity_mw": 3.6864,
"service_class": "synthetic_datacenter_service",
"service_status": "energized",
"service_voltage_kv": 34.5,
"start_time": "2026-04-25T00:00:00Z"
}
],
"fabric_port_device_sample_counters": [
{
"counter_name": "collective_cadence_score",
"counter_unit": "score_0_to_1",
"counter_value": 0.88,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-05-10T00:00:00Z"
},
{
"counter_name": "participant_count",
"counter_unit": "accelerators",
"counter_value": 2048,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-05-10T00:00:00Z"
},
{
"counter_name": "regularity_score",
"counter_unit": "score_0_to_1",
"counter_value": 0.0,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-05-10T00:00:00Z"
}
],
"load_balancer_gateway_flow_activity": [
{
"bytes": 150000000000000,
"connection_count": 1500000,
"end_time": "2026-05-25T00:00:00Z",
"start_time": "2026-04-25T00:00:00Z"
}
],
"north_south_external_egress": [
{
"bytes": 150000000000000,
"direction": "egress",
"end_time": "2026-05-25T00:00:00Z",
"flow_count": 150000,
"start_time": "2026-04-25T00:00:00Z"
}
],
"scaleout_fabric_domain_graph": [
{
"link_bandwidth_gbps": 800,
"link_count": 16384,
"node_count": 512,
"scaleout_fabric_type": "synthetic_low_latency_fabric",
"switch_count": 64,
"valid_from": "2026-04-25T00:00:00Z",
"valid_to": "2026-05-25T00:00:00Z"
}
],
"scaleout_port_tx_rx_bytes_packets": [
{
"rx_bytes": 8800000000000000,
"rx_packets": 880000000,
"sample_time": "2026-05-10T00:00:00Z",
"tx_bytes": 8800000000000000,
"tx_packets": 880000000
}
],
"tensor_matrix_mxu_neuron_or_engine_active_fraction": [
{
"engine_scope": "all_accelerators",
"sample_time": "2026-05-10T00:00:00Z",
"value": 0.11
}
]
},
"scenario_key": "M_fabric_alone",
"scenario_name": "Fabric alone",
"scope": "site_m_fabric_alone/accelerator_pool",
"site_id": "site_m_fabric_alone"
},
{
"audit_window": {
"end": "2026-05-27T00:00:00Z",
"start": "2026-04-27T00:00:00Z"
},
"caveats": [
"storage writes alone do not classify training"
],
"coverage": {
"achieved_ops": 0.94,
"activity": 0.94,
"attribution": 0.92,
"benchmark_hpc": 0.9,
"capacity": 0.96,
"clock_alignment": 0.93,
"fabric": 0.92,
"identity_shape": 0.92,
"scope_mapping": 0.94,
"serving": 0.9,
"storage": 0.92,
"storage_operations": 0.9
},
"expected": {
"A_capacity_gate_label": "capacity_possible_for_scope",
"B_training_candidate_detection_labels": [],
"C_discrepancy_and_explanation_review_labels": [
"negative_screen_incoherence_conflict",
"integrity_review_required"
],
"capacity_short_circuit": false,
"final_route": "integrity_review_required"
},
"expected_algorithm_outputs": {
"aggregation_outputs": {
"A_capacity_gate": [
"capacity_possible_for_scope"
],
"B_training_candidate_detection": [],
"C_discrepancy_and_explanation_review": [
"negative_screen_coverage_sufficient"
],
"final_claim_routing": [
"no_training_like_candidate_detected_in_covered_live_segment"
]
},
"derived_signal_checks": {
"achieved_operations": 0.0,
"activity_score": 0.1,
"capacity_upper_bound_operations": 2.1233664e+25,
"checkpoint_score": 0.88,
"fabric_cadence_score": 0.02
},
"final_route": "no_training_like_candidate_detected_in_covered_live_segment",
"minimal_sparse_labels": [
"accelerator_count_threshold_capacity_screen",
"peak_rate_capacity_screen",
"threshold_scale_capacity_possible"
]
},
"normalized_signals": {
"achieved_operations": 0.0,
"achieved_operations_unit_normalized": true,
"activity_duration_seconds": 2592000,
"activity_fabric_overlap_fraction": 0.0,
"activity_score": 0.07,
"attribution_overlap_fraction": 1.0,
"benchmark_duration_seconds": 2592000,
"benchmark_regularity_score": 0.0,
"bytes_explained_fraction": 0.0,
"capacity_adjustment_factor": 1.0,
"checkpoint_activity_adjacency_fraction": 0.0,
"checkpoint_burst_count": 5,
"checkpoint_periodicity_score": 0.88,
"collective_cadence_score": 0.02,
"health_throttle_conflict": false,
"hidden_or_unmonitored_capacity_possible": false,
"hpc_mpi_score": 0.0,
"hpc_overlap_fraction": 0.0,
"non_serving_score": 0.85,
"participant_count": 0,
"physical_timeline_conflict": false,
"power_activity_conflict": false,
"serving_activity_overlap_fraction": 0.0,
"serving_counterevidence_score": 0.15000000000000002,
"storage_operation_overlap_fraction": 0.0,
"topology_route_conflict": false
},
"operator_context": {
"operator_type": "synthetic_monitored_operator",
"telemetry_stack": "inventory_scheduler_activity_fabric_storage_power_network",
"trust_tier": "synthetic_operator_signed"
},
"raw_features": {
"accelerator_busy_or_utilization_fraction": [
{
"sample_time": "2026-05-12T00:00:00Z",
"value": 0.07
}
],
"accelerator_count_by_family_sku": [
{
"accelerator_family": "SYN",
"accelerator_sku": "SYN-ACCEL",
"count": 4096,
"form_factor": "synthetic_module",
"memory_class": "synthetic_high_bandwidth",
"valid_from": "2026-04-27T00:00:00Z",
"valid_to": "2026-05-27T00:00:00Z"
}
],
"advertised_peak_rate_by_precision": [
{
"peak_rate": 2000000000000000.0,
"precision_or_mode": "synthetic_tensor_ops",
"valid_from": "2026-04-27T00:00:00Z",
"valid_to": "2026-05-27T00:00:00Z"
}
],
"electrical_service_status_intervals": [
{
"end_time": "2026-05-27T00:00:00Z",
"service_capacity_mva": 4.096,
"service_capacity_mw": 3.6864,
"service_class": "synthetic_datacenter_service",
"service_status": "energized",
"service_voltage_kv": 34.5,
"start_time": "2026-04-27T00:00:00Z"
}
],
"fabric_port_device_sample_counters": [
{
"counter_name": "collective_cadence_score",
"counter_unit": "score_0_to_1",
"counter_value": 0.02,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-05-12T00:00:00Z"
},
{
"counter_name": "participant_count",
"counter_unit": "accelerators",
"counter_value": 0,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-05-12T00:00:00Z"
},
{
"counter_name": "regularity_score",
"counter_unit": "score_0_to_1",
"counter_value": 0.0,
"monitored_scope_category": "accelerator_pool",
"sample_time": "2026-05-12T00:00:00Z"
}
],
"load_balancer_gateway_flow_activity": [
{
"bytes": 150000000000000,
"connection_count": 1500000,
"end_time": "2026-05-27T00:00:00Z",
"start_time": "2026-04-27T00:00:00Z"
}
],
"north_south_external_egress": [
{
"bytes": 150000000000000,
"direction": "egress",
"end_time": "2026-05-27T00:00:00Z",
"flow_count": 150000,
"start_time": "2026-04-27T00:00:00Z"
}
],
"object_storage_operation_counts": [
{
"bytes": 880000000000000,
"end_time": "2026-05-01T07:36:25.714286Z",
"object_count": 3732,
"object_count_type": "distinct_objects",
"operation_count": 9800,
"operation_type": "synthetic_checkpoint_state_write",
"start_time": "2026-05-01T06:51:25.714286Z"
},
{
"bytes": 880000000000000,
"end_time": "2026-05-05T14:27:51.428571Z",
"object_count": 3732,
"object_count_type": "distinct_objects",
"operation_count": 9800,
"operation_type": "synthetic_checkpoint_state_write",
"start_time": "2026-05-05T13:42:51.428571Z"
},
{
"bytes": 880000000000000,
"end_time": "2026-05-09T21:19:17.142857Z",
"object_count": 3732,
"object_count_type": "distinct_objects",
"operation_count": 9800,
"operation_type": "synthetic_checkpoint_state_write",
"start_time": "2026-05-09T20:34:17.142857Z"
},
{
"bytes": 880000000000000,
"end_time": "2026-05-14T04:10:42.857143Z",
"object_count": 3732,
"object_count_type": "distinct_objects",
"operation_count": 9800,
"operation_type": "synthetic_checkpoint_state_write",
"start_time": "2026-05-14T03:25:42.857143Z"
},
{
"bytes": 880000000000000,
"end_time": "2026-05-18T11:02:08.571429Z",
"object_count": 3732,
"object_count_type": "distinct_objects",
"operation_count": 9800,
"operation_type": "synthetic_checkpoint_state_write",
"start_time": "2026-05-18T10:17:08.571429Z"
}
],
"scaleout_fabric_domain_graph": [
{
"link_bandwidth_gbps": 800,
"link_count": 16384,
"node_count": 512,
"scaleout_fabric_type": "synthetic_low_latency_fabric",
"switch_count": 64,
"valid_from": "2026-04-27T00:00:00Z",
"valid_to": "2026-05-27T00:00:00Z"
}
],
"scaleout_port_tx_rx_bytes_packets": [
{
"rx_bytes": 200000000000000,
"rx_packets": 20000000,
"sample_time": "2026-05-12T00:00:00Z",
"tx_bytes": 200000000000000,
"tx_packets": 20000000
}
],
"storage_write_operation_bytes": [
{
"end_time": "2026-05-01T07:36:25.714286Z",
"start_time": "2026-05-01T06:51:25.714286Z",
"write_bytes": 880000000000000,
"write_operation_count": 9800
},
{
"end_time": "2026-05-05T14:27:51.428571Z",
"start_time": "2026-05-05T13:42:51.428571Z",
"write_bytes": 880000000000000,
"write_operation_count": 9800
},
{
"end_time": "2026-05-09T21:19:17.142857Z",
"start_time": "2026-05-09T20:34:17.142857Z",
"write_bytes": 880000000000000,
"write_operation_count": 9800
},
{
"end_time": "2026-05-14T04:10:42.857143Z",
"start_time": "2026-05-14T03:25:42.857143Z",
"write_bytes": 880000000000000,
"write_operation_count": 9800
},
{
"end_time": "2026-05-18T11:02:08.571429Z",
"start_time": "2026-05-18T10:17:08.571429Z",
"write_bytes": 880000000000000,
"write_operation_count": 9800
}
],
"tensor_matrix_mxu_neuron_or_engine_active_fraction": [
{
"engine_scope": "all_accelerators",
"sample_time": "2026-05-12T00:00:00Z",
"value": 0.1
}
]
},
"scenario_key": "N_storage_writes_alone",
"scenario_name": "Storage writes alone",
"scope": "site_n_storage_writes_alone/accelerator_pool",
"site_id": "site_n_storage_writes_alone"
}
]
}