constraints dict | family stringclasses 8
values | id stringlengths 26 39 | label dict | oracle dict | prompt stringlengths 1.67k 1.76k | schema_version stringclasses 1
value | source stringclasses 1
value | split stringclasses 1
value | target stringlengths 352 485 | task dict | workers listlengths 3 3 |
|---|---|---|---|---|---|---|---|---|---|---|---|
{
"max_calls": 1,
"max_credits": 2.826,
"max_latency_ms": 35396,
"minimum_quality": 0.7626
} | data_analysis | synthetic-data_analysis-000638 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.121,
"estimated_latency_ms": 19688,
"estimated_pass_rate": 0.4205,
"estimated_quality": 0.6981,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.826,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4205,
"quality": 0.6981,
"quality_target_met": false,
"utility": 44.964989
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":1.121,"estimated_latency_ms":19688,"estimated_pass_rate":0.4205,"estimated_quality":0.6981,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.826,"max_latency_ms":35396,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.2588,
"category": "analysis",
"complexity": 0.3563,
"consequence": 0.5499,
"evidence_need": 0.5714,
"family": "data_analysis",
"input_tokens": 1600,
"request_id": "synthetic-data_analysis-000638",
"reversibility": 0.856,
"risk": 0.3271,
"summary": "Compare two experiments on priva... | [
{
"credits_per_call": 1.121,
"id": "worker_a",
"p95_latency_ms": 19688,
"pass_rate": 0.507,
"provider_group": "provider_x",
"quality": 0.7235,
"strengths": [
"coding",
"drafting",
"reasoning",
"speed"
]
},
{
"credits_per_call": 3.748,
"id": "worker... |
{
"max_calls": 3,
"max_credits": 24.357,
"max_latency_ms": 200224,
"minimum_quality": 0.9007
} | data_analysis | synthetic-data_analysis-012382 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.753,
"estimated_latency_ms": 177985,
"estimated_pass_rate": 0.7415,
"estimated_quality": 0.9242,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7415,
"quality": 0.9242,
"quality_target_met": true,
"utility": 72.243797
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":17.753,"estimated_latency_ms":177985,"estimated_pass_rate":0.7415,"estimated_quality":0.9242,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":24.357,"max_latency_ms":200224,"policy":"str... | {
"ambiguity": 0.505,
"category": "analysis",
"complexity": 0.7931,
"consequence": 0.6342,
"evidence_need": 0.6659,
"family": "data_analysis",
"input_tokens": 4600,
"request_id": "synthetic-data_analysis-012382",
"reversibility": 0.9369,
"risk": 0.3361,
"summary": "Interpret a noisy metric shift i... | [
{
"credits_per_call": 1.114,
"id": "worker_a",
"p95_latency_ms": 32316,
"pass_rate": 0.5201,
"provider_group": "provider_x",
"quality": 0.7156,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.655,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 3.958,
"max_latency_ms": 36280,
"minimum_quality": 0.7613
} | research_synthesis | synthetic-research_synthesis-007565 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.103,
"estimated_latency_ms": 23280,
"estimated_pass_rate": 0.2572,
"estimated_quality": 0.5856,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.958,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.2572,
"quality": 0.5856,
"quality_target_met": false,
"utility": 30.005126
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":1.103,"estimated_latency_ms":23280,"estimated_pass_rate":0.2572,"estimated_quality":0.5856,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.958,"max_latency_ms":36280,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.5391,
"category": "research",
"complexity": 0.7145,
"consequence": 0.4699,
"evidence_need": 0.7265,
"family": "research_synthesis",
"input_tokens": 6920,
"request_id": "synthetic-research_synthesis-007565",
"reversibility": 0.8572,
"risk": 0.5442,
"summary": "Produce a decision me... | [
{
"credits_per_call": 1.103,
"id": "worker_a",
"p95_latency_ms": 23280,
"pass_rate": 0.4231,
"provider_group": "provider_x",
"quality": 0.7102,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 13.04,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 1.96,
"max_latency_ms": 39783,
"minimum_quality": 0.6873
} | feature_implementation | synthetic-feature_implementation-002723 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.935,
"estimated_latency_ms": 23757,
"estimated_pass_rate": 0.4372,
"estimated_quality": 0.7419,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.96,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.4372,
"quality": 0.7419,
"quality_target_met": true,
"utility": 50.026874
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.935,"estimated_latency_ms":23757,"estimated_pass_rate":0.4372,"estimated_quality":0.7419,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.96,"max_latency_ms":39783,"policy":"lean","reason_codes":["single_call_suffi... | {
"ambiguity": 0.496,
"category": "coding",
"complexity": 0.4559,
"consequence": 0.2571,
"evidence_need": 0.3859,
"family": "feature_implementation",
"input_tokens": 1480,
"request_id": "synthetic-feature_implementation-002723",
"reversibility": 0.5253,
"risk": 0.3015,
"summary": "Design an API fo... | [
{
"credits_per_call": 0.935,
"id": "worker_a",
"p95_latency_ms": 23757,
"pass_rate": 0.5508,
"provider_group": "provider_y",
"quality": 0.7994,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 12.874,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 2,
"max_credits": 8.193,
"max_latency_ms": 174384,
"minimum_quality": 0.7635
} | product_tradeoff | synthetic-product_tradeoff-015032 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.112,
"estimated_latency_ms": 74543,
"estimated_pass_rate": 0.769,
"estimated_quality": 0.7974,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 8.1... | {
"candidate_count": 4,
"pass_rate": 0.769,
"quality": 0.7974,
"quality_target_met": true,
"utility": 58.984255
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":4.112,"estimated_latency_ms":74543,"estimated_pass_rate":0.769,"estimated_quality":0.7974,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":8.193,"max_latency_ms":174384,"policy":"balanced","reason_codes":["indep... | {
"ambiguity": 0.5445,
"category": "decision",
"complexity": 0.7179,
"consequence": 0.4799,
"evidence_need": 0.6679,
"family": "product_tradeoff",
"input_tokens": 520,
"request_id": "synthetic-product_tradeoff-015032",
"reversibility": 0.6364,
"risk": 0.335,
"summary": "Evaluate build-versus-buy o... | [
{
"credits_per_call": 1.125,
"id": "worker_a",
"p95_latency_ms": 24272,
"pass_rate": 0.5512,
"provider_group": "provider_y",
"quality": 0.7135,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 2.987,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 20.083,
"max_latency_ms": 156189,
"minimum_quality": 0.8171
} | debugging | synthetic-debugging-016188 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.747,
"estimated_latency_ms": 145098,
"estimated_pass_rate": 0.7303,
"estimated_quality": 0.9227,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7303,
"quality": 0.9227,
"quality_target_met": true,
"utility": 73.321401
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":15.747,"estimated_latency_ms":145098,"estimated_pass_rate":0.7303,"estimated_quality":0.9227,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":20.083,"max_latency_ms":156189,"policy":"str... | {
"ambiguity": 0.5625,
"category": "coding",
"complexity": 0.8843,
"consequence": 0.5087,
"evidence_need": 0.7328,
"family": "debugging",
"input_tokens": 2560,
"request_id": "synthetic-debugging-016188",
"reversibility": 0.4815,
"risk": 0.3833,
"summary": "Diagnose an intermittent failure in usage... | [
{
"credits_per_call": 1.1,
"id": "worker_a",
"p95_latency_ms": 23961,
"pass_rate": 0.5396,
"provider_group": "provider_x",
"quality": 0.7228,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.944,
"id": "worker_b",
"p95_latenc... |
{
"max_calls": 3,
"max_credits": 20.143,
"max_latency_ms": 164580,
"minimum_quality": 0.8115
} | feature_implementation | synthetic-feature_implementation-010979 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.994,
"estimated_latency_ms": 105775,
"estimated_pass_rate": 0.9071,
"estimated_quality": 0.9379,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 15,
"pass_rate": 0.9071,
"quality": 0.9379,
"quality_target_met": true,
"utility": 70.065488
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":17.994,"estimated_latency_ms":105775,"estimated_pass_rate":0.9071,"estimated_quality":0.9379,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":20.143,"max_latency_ms":164580,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.2482,
"category": "coding",
"complexity": 0.7741,
"consequence": 0.5325,
"evidence_need": 0.5833,
"family": "feature_implementation",
"input_tokens": 3040,
"request_id": "synthetic-feature_implementation-010979",
"reversibility": 0.7191,
"risk": 0.327,
"summary": "Design an API fo... | [
{
"credits_per_call": 14.337,
"id": "worker_a",
"p95_latency_ms": 50074,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.657,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 19.488,
"max_latency_ms": 245753,
"minimum_quality": 0.7532
} | research_synthesis | synthetic-research_synthesis-011429 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.002,
"estimated_latency_ms": 132160,
"estimated_pass_rate": 0.8875,
"estimated_quality": 0.9261,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8875,
"quality": 0.9261,
"quality_target_met": true,
"utility": 69.471534
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":18.002,"estimated_latency_ms":132160,"estimated_pass_rate":0.8875,"estimated_quality":0.9261,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":19.488,"max_latency_ms":245753,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.7341,
"category": "research",
"complexity": 0.6914,
"consequence": 0.5046,
"evidence_need": 0.6219,
"family": "research_synthesis",
"input_tokens": 200,
"request_id": "synthetic-research_synthesis-011429",
"reversibility": 0.8071,
"risk": 0.4034,
"summary": "Produce a decision mem... | [
{
"credits_per_call": 14.156,
"id": "worker_a",
"p95_latency_ms": 51782,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.893,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 15.175,
"max_latency_ms": 176046,
"minimum_quality": 0.8142
} | incident_response | synthetic-incident_response-012447 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 13.898,
"estimated_latency_ms": 101072,
"estimated_pass_rate": 0.7437,
"estimated_quality": 0.8679,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 7,
"pass_rate": 0.7437,
"quality": 0.8679,
"quality_target_met": true,
"utility": 67.895788
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":13.898,"estimated_latency_ms":101072,"estimated_pass_rate":0.7437,"estimated_quality":0.8679,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":15.175,"max_latency_ms":176046,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.398,
"category": "operations",
"complexity": 0.8472,
"consequence": 0.9515,
"evidence_need": 0.6791,
"family": "incident_response",
"input_tokens": 640,
"request_id": "synthetic-incident_response-012447",
"reversibility": 0.2171,
"risk": 0.7652,
"summary": "Review an outage involv... | [
{
"credits_per_call": 12.809,
"id": "worker_a",
"p95_latency_ms": 78160,
"pass_rate": 0.9024,
"provider_group": "provider_x",
"quality": 0.9919,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 4.176,
"id": "worker_b",... |
{
"max_calls": 2,
"max_credits": 18.646,
"max_latency_ms": 128820,
"minimum_quality": 0.7735
} | incident_response | synthetic-incident_response-011063 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.513,
"estimated_latency_ms": 108348,
"estimated_pass_rate": 0.688,
"estimated_quality": 0.8507,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 1... | {
"candidate_count": 7,
"pass_rate": 0.688,
"quality": 0.8507,
"quality_target_met": true,
"utility": 64.00874
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":15.513,"estimated_latency_ms":108348,"estimated_pass_rate":0.688,"estimated_quality":0.8507,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":18.646,"max_latency_ms":128820,"policy":"balanced","reason_codes":["co... | {
"ambiguity": 0.7373,
"category": "operations",
"complexity": 0.8756,
"consequence": 0.8995,
"evidence_need": 0.6957,
"family": "incident_response",
"input_tokens": 6800,
"request_id": "synthetic-incident_response-011063",
"reversibility": 0.268,
"risk": 0.7031,
"summary": "Plan immediate contain... | [
{
"credits_per_call": 3.538,
"id": "worker_a",
"p95_latency_ms": 55021,
"pass_rate": 0.8612,
"provider_group": "provider_x",
"quality": 0.8133,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 14.337,
"id": "wo... |
{
"max_calls": 1,
"max_credits": 1.414,
"max_latency_ms": 37995,
"minimum_quality": 0.5155
} | debugging | synthetic-debugging-005540 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.086,
"estimated_latency_ms": 24179,
"estimated_pass_rate": 0.3667,
"estimated_quality": 0.5651,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.414,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3667,
"quality": 0.5651,
"quality_target_met": true,
"utility": 35.230383
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":1.086,"estimated_latency_ms":24179,"estimated_pass_rate":0.3667,"estimated_quality":0.5651,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.414,"max_latency_ms":37995,"policy":"lean","reason_codes":["complex_task"],"... | {
"ambiguity": 0.4488,
"category": "coding",
"complexity": 0.8703,
"consequence": 0.5011,
"evidence_need": 0.4571,
"family": "debugging",
"input_tokens": 7200,
"request_id": "synthetic-debugging-005540",
"reversibility": 0.6688,
"risk": 0.3279,
"summary": "Explain why database failover fails only ... | [
{
"credits_per_call": 3.233,
"id": "worker_a",
"p95_latency_ms": 65658,
"pass_rate": 0.7464,
"provider_group": "provider_z",
"quality": 0.9047,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 10.15,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 15.895,
"max_latency_ms": 188218,
"minimum_quality": 0.81
} | debugging | synthetic-debugging-003404 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.194,
"estimated_latency_ms": 140558,
"estimated_pass_rate": 0.7212,
"estimated_quality": 0.9116,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7212,
"quality": 0.9116,
"quality_target_met": true,
"utility": 69.284909
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":15.194,"estimated_latency_ms":140558,"estimated_pass_rate":0.7212,"estimated_quality":0.9116,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":15.895,"max_latency_ms":188218,"policy":"str... | {
"ambiguity": 0.4376,
"category": "coding",
"complexity": 0.8489,
"consequence": 0.4757,
"evidence_need": 0.4311,
"family": "debugging",
"input_tokens": 1880,
"request_id": "synthetic-debugging-003404",
"reversibility": 0.5872,
"risk": 0.4217,
"summary": "Explain why schema evolution fails only u... | [
{
"credits_per_call": 4.206,
"id": "worker_a",
"p95_latency_ms": 60144,
"pass_rate": 0.7394,
"provider_group": "provider_x",
"quality": 0.8627,
"strengths": [
"coding",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.058,
"id": "worke... |
{
"max_calls": 3,
"max_credits": 20.005,
"max_latency_ms": 206049,
"minimum_quality": 0.9571
} | product_tradeoff | synthetic-product_tradeoff-018984 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.528,
"estimated_latency_ms": 157921,
"estimated_pass_rate": 0.7813,
"estimated_quality": 0.897,
"finalizer": "worker_c",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7813,
"quality": 0.897,
"quality_target_met": false,
"utility": 68.219074
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":17.528,"estimated_latency_ms":157921,"estimated_pass_rate":0.7813,"estimated_quality":0.897,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":20.005,"max_latency_ms":206049,"policy":"stri... | {
"ambiguity": 0.5583,
"category": "decision",
"complexity": 0.7104,
"consequence": 0.5555,
"evidence_need": 0.6212,
"family": "product_tradeoff",
"input_tokens": 5080,
"request_id": "synthetic-product_tradeoff-018984",
"reversibility": 0.8798,
"risk": 0.4106,
"summary": "Choose an implementation ... | [
{
"credits_per_call": 2.847,
"id": "worker_a",
"p95_latency_ms": 56900,
"pass_rate": 0.866,
"provider_group": "provider_z",
"quality": 0.8925,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.946,
"id": "worker_b",
"p95_la... |
{
"max_calls": 3,
"max_credits": 20.613,
"max_latency_ms": 228133,
"minimum_quality": 0.9297
} | incident_response | synthetic-incident_response-006943 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.004,
"estimated_latency_ms": 195822,
"estimated_pass_rate": 0.7373,
"estimated_quality": 0.9181,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7373,
"quality": 0.9181,
"quality_target_met": false,
"utility": 79.307889
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":17.004,"estimated_latency_ms":195822,"estimated_pass_rate":0.7373,"estimated_quality":0.9181,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":20.613,"max_latency_ms":228133,"policy":"str... | {
"ambiguity": 0.7898,
"category": "operations",
"complexity": 0.8488,
"consequence": 0.5537,
"evidence_need": 0.8524,
"family": "incident_response",
"input_tokens": 1080,
"request_id": "synthetic-incident_response-006943",
"reversibility": 0.2802,
"risk": 0.7463,
"summary": "Prioritize actions du... | [
{
"credits_per_call": 0.949,
"id": "worker_a",
"p95_latency_ms": 30304,
"pass_rate": 0.5021,
"provider_group": "provider_z",
"quality": 0.7131,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.916,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 2.174,
"max_latency_ms": 28031,
"minimum_quality": 0.5498
} | content_revision | synthetic-content_revision-002586 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.793,
"estimated_latency_ms": 18836,
"estimated_pass_rate": 0.4722,
"estimated_quality": 0.6728,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.174,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4722,
"quality": 0.6728,
"quality_target_met": true,
"utility": 46.996976
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.793,"estimated_latency_ms":18836,"estimated_pass_rate":0.4722,"estimated_quality":0.6728,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.174,"max_latency_ms":28031,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.2535,
"category": "writing",
"complexity": 0.3991,
"consequence": 0.1935,
"evidence_need": 0.2865,
"family": "content_revision",
"input_tokens": 120,
"request_id": "synthetic-content_revision-002586",
"reversibility": 0.8931,
"risk": 0.1275,
"summary": "Tighten a product explanati... | [
{
"credits_per_call": 14.224,
"id": "worker_a",
"p95_latency_ms": 73933,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.9681,
"strengths": [
"implementation",
"reasoning",
"synthesis",
"writing"
]
},
{
"credits_per_call": 3.592,
"... |
{
"max_calls": 3,
"max_credits": 17.197,
"max_latency_ms": 184924,
"minimum_quality": 0.8765
} | debugging | synthetic-debugging-009852 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.495,
"estimated_latency_ms": 140809,
"estimated_pass_rate": 0.7043,
"estimated_quality": 0.8794,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7043,
"quality": 0.8794,
"quality_target_met": true,
"utility": 70.162944
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":15.495,"estimated_latency_ms":140809,"estimated_pass_rate":0.7043,"estimated_quality":0.8794,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":17.197,"max_latency_ms":184924,"policy":"str... | {
"ambiguity": 0.7375,
"category": "coding",
"complexity": 0.8339,
"consequence": 0.6361,
"evidence_need": 0.4164,
"family": "debugging",
"input_tokens": 1920,
"request_id": "synthetic-debugging-009852",
"reversibility": 0.5488,
"risk": 0.4526,
"summary": "Explain why prompt caching fails only und... | [
{
"credits_per_call": 1.065,
"id": "worker_a",
"p95_latency_ms": 29575,
"pass_rate": 0.5311,
"provider_group": "provider_x",
"quality": 0.7049,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 10.839,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 2,
"max_credits": 3.614,
"max_latency_ms": 38964,
"minimum_quality": 0.6416
} | direct_facts | synthetic-direct_facts-007801 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.893,
"estimated_latency_ms": 32883,
"estimated_pass_rate": 0.566,
"estimated_quality": 0.7438,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.614,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.566,
"quality": 0.7438,
"quality_target_met": true,
"utility": 53.60624
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.893,"estimated_latency_ms":32883,"estimated_pass_rate":0.566,"estimated_quality":0.7438,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.614,"max_latency_ms":38964,"policy":"lean","reason_codes":["latency_constrain... | {
"ambiguity": 0.0616,
"category": "general",
"complexity": 0.0993,
"consequence": 0.066,
"evidence_need": 0.0524,
"family": "direct_facts",
"input_tokens": 5920,
"request_id": "synthetic-direct_facts-007801",
"reversibility": 0.8935,
"risk": 0.1038,
"summary": "Summarize the supplied release note... | [
{
"credits_per_call": 2.813,
"id": "worker_a",
"p95_latency_ms": 50180,
"pass_rate": 0.7947,
"provider_group": "provider_x",
"quality": 0.8341,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 10.082,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 22.434,
"max_latency_ms": 174318,
"minimum_quality": 0.8045
} | incident_response | synthetic-incident_response-006775 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.677,
"estimated_latency_ms": 168627,
"estimated_pass_rate": 0.76,
"estimated_quality": 0.8686,
"finalizer": "worker_b",
"independent_verification":... | {
"candidate_count": 15,
"pass_rate": 0.76,
"quality": 0.8686,
"quality_target_met": true,
"utility": 71.993147
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":19.677,"estimated_latency_ms":168627,"estimated_pass_rate":0.76,"estimated_quality":0.8686,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":22.434,"max_latency_ms":174318,"policy":"stric... | {
"ambiguity": 0.4818,
"category": "operations",
"complexity": 0.8155,
"consequence": 0.8182,
"evidence_need": 0.5258,
"family": "incident_response",
"input_tokens": 4680,
"request_id": "synthetic-incident_response-006775",
"reversibility": 0.1885,
"risk": 0.6476,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 1.185,
"id": "worker_a",
"p95_latency_ms": 20078,
"pass_rate": 0.6148,
"provider_group": "provider_z",
"quality": 0.6849,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 15.001,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 1,
"max_credits": 3.073,
"max_latency_ms": 58027,
"minimum_quality": 0.7736
} | incident_response | synthetic-incident_response-008447 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.995,
"estimated_latency_ms": 30948,
"estimated_pass_rate": 0.2946,
"estimated_quality": 0.6144,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.073,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.2946,
"quality": 0.6144,
"quality_target_met": false,
"utility": 18.291345
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.995,"estimated_latency_ms":30948,"estimated_pass_rate":0.2946,"estimated_quality":0.6144,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.073,"max_latency_ms":58027,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.7726,
"category": "operations",
"complexity": 0.9327,
"consequence": 0.9326,
"evidence_need": 0.7704,
"family": "incident_response",
"input_tokens": 3680,
"request_id": "synthetic-incident_response-008447",
"reversibility": 0.3103,
"risk": 0.6502,
"summary": "Review an outage invo... | [
{
"credits_per_call": 3.804,
"id": "worker_a",
"p95_latency_ms": 51340,
"pass_rate": 0.7248,
"provider_group": "provider_z",
"quality": 0.9146,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.995,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 12.233,
"max_latency_ms": 182200,
"minimum_quality": 0.7879
} | product_tradeoff | synthetic-product_tradeoff-013496 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 3.705,
"estimated_latency_ms": 76715,
"estimated_pass_rate": 0.7848,
"estimated_quality": 0.8017,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 12... | {
"candidate_count": 4,
"pass_rate": 0.7848,
"quality": 0.8017,
"quality_target_met": true,
"utility": 59.703632
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":3.705,"estimated_latency_ms":76715,"estimated_pass_rate":0.7848,"estimated_quality":0.8017,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":12.233,"max_latency_ms":182200,"policy":"balanced","reason_codes":["ind... | {
"ambiguity": 0.4008,
"category": "decision",
"complexity": 0.3248,
"consequence": 0.3519,
"evidence_need": 0.3751,
"family": "product_tradeoff",
"input_tokens": 6360,
"request_id": "synthetic-product_tradeoff-013496",
"reversibility": 0.6783,
"risk": 0.3265,
"summary": "Evaluate build-versus-buy... | [
{
"credits_per_call": 2.796,
"id": "worker_a",
"p95_latency_ms": 56702,
"pass_rate": 0.8446,
"provider_group": "provider_z",
"quality": 0.8038,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 12.394,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 24.035,
"max_latency_ms": 208042,
"minimum_quality": 0.8907
} | research_synthesis | synthetic-research_synthesis-009325 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.723,
"estimated_latency_ms": 151549,
"estimated_pass_rate": 0.681,
"estimated_quality": 0.9089,
"finalizer": "worker_a",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.681,
"quality": 0.9089,
"quality_target_met": true,
"utility": 71.75906
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":18.723,"estimated_latency_ms":151549,"estimated_pass_rate":0.681,"estimated_quality":0.9089,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":24.035,"max_latency_ms":208042,"policy":"stri... | {
"ambiguity": 0.7721,
"category": "research",
"complexity": 0.7968,
"consequence": 0.2853,
"evidence_need": 0.9416,
"family": "research_synthesis",
"input_tokens": 6760,
"request_id": "synthetic-research_synthesis-009325",
"reversibility": 0.8944,
"risk": 0.2556,
"summary": "Compare evidence for ... | [
{
"credits_per_call": 14.76,
"id": "worker_a",
"p95_latency_ms": 51754,
"pass_rate": 0.9931,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 2.933,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 18.487,
"max_latency_ms": 211577,
"minimum_quality": 0.8685
} | incident_response | synthetic-incident_response-020367 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.565,
"estimated_latency_ms": 147980,
"estimated_pass_rate": 0.7622,
"estimated_quality": 0.8949,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7622,
"quality": 0.8949,
"quality_target_met": true,
"utility": 76.070403
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":17.565,"estimated_latency_ms":147980,"estimated_pass_rate":0.7622,"estimated_quality":0.8949,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":18.487,"max_latency_ms":211577,"policy":"str... | {
"ambiguity": 0.7758,
"category": "operations",
"complexity": 0.6199,
"consequence": 0.9548,
"evidence_need": 0.635,
"family": "incident_response",
"input_tokens": 7960,
"request_id": "synthetic-incident_response-020367",
"reversibility": 0.3593,
"risk": 0.6574,
"summary": "Review an outage invol... | [
{
"credits_per_call": 0.97,
"id": "worker_a",
"p95_latency_ms": 21792,
"pass_rate": 0.6177,
"provider_group": "provider_z",
"quality": 0.6798,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 12.386,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 16.806,
"max_latency_ms": 197210,
"minimum_quality": 0.8639
} | research_synthesis | synthetic-research_synthesis-002685 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.439,
"estimated_latency_ms": 154540,
"estimated_pass_rate": 0.7321,
"estimated_quality": 0.9068,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7321,
"quality": 0.9068,
"quality_target_met": true,
"utility": 70.639
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":16.439,"estimated_latency_ms":154540,"estimated_pass_rate":0.7321,"estimated_quality":0.9068,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":16.806,"max_latency_ms":197210,"policy":"str... | {
"ambiguity": 0.7782,
"category": "research",
"complexity": 0.6241,
"consequence": 0.3462,
"evidence_need": 0.7709,
"family": "research_synthesis",
"input_tokens": 5640,
"request_id": "synthetic-research_synthesis-002685",
"reversibility": 0.9493,
"risk": 0.4789,
"summary": "Produce a decision me... | [
{
"credits_per_call": 3.666,
"id": "worker_a",
"p95_latency_ms": 64896,
"pass_rate": 0.8135,
"provider_group": "provider_z",
"quality": 0.8779,
"strengths": [
"reasoning",
"review",
"synthesis",
"writing"
]
},
{
"credits_per_call": 0.791,
"id": "wo... |
{
"max_calls": 3,
"max_credits": 2.391,
"max_latency_ms": 50093,
"minimum_quality": 0.6344
} | research_synthesis | synthetic-research_synthesis-006677 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.962,
"estimated_latency_ms": 28666,
"estimated_pass_rate": 0.2292,
"estimated_quality": 0.5425,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.391,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.2292,
"quality": 0.5425,
"quality_target_met": false,
"utility": 29.655255
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.962,"estimated_latency_ms":28666,"estimated_pass_rate":0.2292,"estimated_quality":0.5425,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.391,"max_latency_ms":50093,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.8297,
"category": "research",
"complexity": 0.7544,
"consequence": 0.5497,
"evidence_need": 0.8061,
"family": "research_synthesis",
"input_tokens": 120,
"request_id": "synthetic-research_synthesis-006677",
"reversibility": 0.998,
"risk": 0.2467,
"summary": "Compare evidence for ba... | [
{
"credits_per_call": 0.962,
"id": "worker_a",
"p95_latency_ms": 28666,
"pass_rate": 0.3975,
"provider_group": "provider_x",
"quality": 0.6724,
"strengths": [
"coding",
"drafting",
"speed",
"synthesis"
]
},
{
"credits_per_call": 3.163,
"id": "worke... |
{
"max_calls": 2,
"max_credits": 9.782,
"max_latency_ms": 147428,
"minimum_quality": 0.7051
} | incident_response | synthetic-incident_response-006991 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.053,
"estimated_latency_ms": 97621,
"estimated_pass_rate": 0.7006,
"estimated_quality": 0.8015,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 9.... | {
"candidate_count": 4,
"pass_rate": 0.7006,
"quality": 0.8015,
"quality_target_met": true,
"utility": 66.143421
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":4.053,"estimated_latency_ms":97621,"estimated_pass_rate":0.7006,"estimated_quality":0.8015,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":9.782,"max_latency_ms":147428,"policy":"balanced","reason_codes":["comp... | {
"ambiguity": 0.3756,
"category": "operations",
"complexity": 0.7577,
"consequence": 0.8736,
"evidence_need": 0.6865,
"family": "incident_response",
"input_tokens": 7480,
"request_id": "synthetic-incident_response-006991",
"reversibility": 0.4117,
"risk": 0.857,
"summary": "Review an outage invol... | [
{
"credits_per_call": 1.066,
"id": "worker_a",
"p95_latency_ms": 32252,
"pass_rate": 0.6194,
"provider_group": "provider_x",
"quality": 0.7153,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 2.987,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 16.925,
"max_latency_ms": 156123,
"minimum_quality": 0.8859
} | research_synthesis | synthetic-research_synthesis-008557 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.023,
"estimated_latency_ms": 109362,
"estimated_pass_rate": 0.8775,
"estimated_quality": 0.9348,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8775,
"quality": 0.9348,
"quality_target_met": true,
"utility": 69.571035
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":14.023,"estimated_latency_ms":109362,"estimated_pass_rate":0.8775,"estimated_quality":0.9348,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":16.925,"max_latency_ms":156123,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.8141,
"category": "research",
"complexity": 0.5732,
"consequence": 0.3407,
"evidence_need": 0.9906,
"family": "research_synthesis",
"input_tokens": 1120,
"request_id": "synthetic-research_synthesis-008557",
"reversibility": 0.9471,
"risk": 0.4625,
"summary": "Produce a decision me... | [
{
"credits_per_call": 3.676,
"id": "worker_a",
"p95_latency_ms": 46888,
"pass_rate": 0.7281,
"provider_group": "provider_y",
"quality": 0.8509,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 10.347,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 18.461,
"max_latency_ms": 195167,
"minimum_quality": 0.9073
} | incident_response | synthetic-incident_response-010183 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.947,
"estimated_latency_ms": 144885,
"estimated_pass_rate": 0.7362,
"estimated_quality": 0.8988,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7362,
"quality": 0.8988,
"quality_target_met": false,
"utility": 82.699251
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":15.947,"estimated_latency_ms":144885,"estimated_pass_rate":0.7362,"estimated_quality":0.8988,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":18.461,"max_latency_ms":195167,"policy":"str... | {
"ambiguity": 0.5555,
"category": "operations",
"complexity": 0.9402,
"consequence": 0.8396,
"evidence_need": 0.8867,
"family": "incident_response",
"input_tokens": 840,
"request_id": "synthetic-incident_response-010183",
"reversibility": 0.1966,
"risk": 0.8898,
"summary": "Plan immediate contain... | [
{
"credits_per_call": 2.98,
"id": "worker_a",
"p95_latency_ms": 73389,
"pass_rate": 0.8466,
"provider_group": "provider_y",
"quality": 0.8176,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 11.805,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 12.176,
"max_latency_ms": 231736,
"minimum_quality": 0.6869
} | incident_response | synthetic-incident_response-007167 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 5.019,
"estimated_latency_ms": 91656,
"estimated_pass_rate": 0.5553,
"estimated_quality": 0.8359,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 12... | {
"candidate_count": 5,
"pass_rate": 0.5553,
"quality": 0.8359,
"quality_target_met": true,
"utility": 62.308359
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":5.019,"estimated_latency_ms":91656,"estimated_pass_rate":0.5553,"estimated_quality":0.8359,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":12.176,"max_latency_ms":231736,"policy":"balanced","reason_codes":["com... | {
"ambiguity": 0.6029,
"category": "operations",
"complexity": 0.8159,
"consequence": 0.5895,
"evidence_need": 0.872,
"family": "incident_response",
"input_tokens": 6680,
"request_id": "synthetic-incident_response-007167",
"reversibility": 0.541,
"risk": 0.5814,
"summary": "Review an outage involv... | [
{
"credits_per_call": 1.134,
"id": "worker_a",
"p95_latency_ms": 26340,
"pass_rate": 0.4511,
"provider_group": "provider_y",
"quality": 0.7969,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 11.521,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 1,
"max_credits": 3.149,
"max_latency_ms": 40171,
"minimum_quality": 0.4964
} | direct_facts | synthetic-direct_facts-000265 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.81,
"estimated_latency_ms": 30269,
"estimated_pass_rate": 0.5625,
"estimated_quality": 0.7846,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.149,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.5625,
"quality": 0.7846,
"quality_target_met": true,
"utility": 56.391361
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.81,"estimated_latency_ms":30269,"estimated_pass_rate":0.5625,"estimated_quality":0.7846,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.149,"max_latency_ms":40171,"policy":"lean","reason_codes":["single_call_suffi... | {
"ambiguity": 0.2145,
"category": "general",
"complexity": 0.057,
"consequence": 0.1205,
"evidence_need": 0.095,
"family": "direct_facts",
"input_tokens": 4720,
"request_id": "synthetic-direct_facts-000265",
"reversibility": 0.7644,
"risk": 0.0801,
"summary": "Return a concise explanation of mode... | [
{
"credits_per_call": 3.554,
"id": "worker_a",
"p95_latency_ms": 71679,
"pass_rate": 0.7245,
"provider_group": "provider_z",
"quality": 0.8864,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.81,
"id": "worker_b",
"p95_la... |
{
"max_calls": 3,
"max_credits": 13.293,
"max_latency_ms": 234519,
"minimum_quality": 0.8675
} | feature_implementation | synthetic-feature_implementation-007259 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.173,
"estimated_latency_ms": 113340,
"estimated_pass_rate": 0.7224,
"estimated_quality": 0.8168,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 1... | {
"candidate_count": 4,
"pass_rate": 0.7224,
"quality": 0.8168,
"quality_target_met": false,
"utility": 57.24769
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":4.173,"estimated_latency_ms":113340,"estimated_pass_rate":0.7224,"estimated_quality":0.8168,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":13.293,"max_latency_ms":234519,"policy":"balanced","reason_codes":["be... | {
"ambiguity": 0.2436,
"category": "coding",
"complexity": 0.5131,
"consequence": 0.4213,
"evidence_need": 0.5165,
"family": "feature_implementation",
"input_tokens": 2960,
"request_id": "synthetic-feature_implementation-007259",
"reversibility": 0.5749,
"risk": 0.5374,
"summary": "Design an API f... | [
{
"credits_per_call": 0.784,
"id": "worker_a",
"p95_latency_ms": 31783,
"pass_rate": 0.511,
"provider_group": "provider_y",
"quality": 0.7309,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.389,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 1,
"max_credits": 1.749,
"max_latency_ms": 46544,
"minimum_quality": 0.6783
} | product_tradeoff | synthetic-product_tradeoff-005568 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.991,
"estimated_latency_ms": 32941,
"estimated_pass_rate": 0.3593,
"estimated_quality": 0.7575,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.749,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3593,
"quality": 0.7575,
"quality_target_met": true,
"utility": 48.077808
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.991,"estimated_latency_ms":32941,"estimated_pass_rate":0.3593,"estimated_quality":0.7575,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.749,"max_latency_ms":46544,"policy":"lean","reason_codes":["independent_evid... | {
"ambiguity": 0.5046,
"category": "decision",
"complexity": 0.3454,
"consequence": 0.4712,
"evidence_need": 0.6703,
"family": "product_tradeoff",
"input_tokens": 560,
"request_id": "synthetic-product_tradeoff-005568",
"reversibility": 0.5647,
"risk": 0.4218,
"summary": "Evaluate build-versus-buy ... | [
{
"credits_per_call": 3.975,
"id": "worker_a",
"p95_latency_ms": 70655,
"pass_rate": 0.8557,
"provider_group": "provider_z",
"quality": 0.8309,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.991,
"id": "worker_b",
"p95_l... |
{
"max_calls": 2,
"max_credits": 2.566,
"max_latency_ms": 37440,
"minimum_quality": 0.5864
} | feature_implementation | synthetic-feature_implementation-007099 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.962,
"estimated_latency_ms": 19532,
"estimated_pass_rate": 0.357,
"estimated_quality": 0.6224,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.566,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.357,
"quality": 0.6224,
"quality_target_met": true,
"utility": 41.827886
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.962,"estimated_latency_ms":19532,"estimated_pass_rate":0.357,"estimated_quality":0.6224,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.566,"max_latency_ms":37440,"policy":"lean","reason_codes":["single_call_suffi... | {
"ambiguity": 0.3908,
"category": "coding",
"complexity": 0.5618,
"consequence": 0.4998,
"evidence_need": 0.3551,
"family": "feature_implementation",
"input_tokens": 4720,
"request_id": "synthetic-feature_implementation-007099",
"reversibility": 0.4619,
"risk": 0.5272,
"summary": "Implement OAuth... | [
{
"credits_per_call": 0.962,
"id": "worker_a",
"p95_latency_ms": 19532,
"pass_rate": 0.493,
"provider_group": "provider_z",
"quality": 0.7082,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.56,
"id": "worker_b",
"p95_latenc... |
{
"max_calls": 3,
"max_credits": 25.143,
"max_latency_ms": 197478,
"minimum_quality": 0.7985
} | feature_implementation | synthetic-feature_implementation-009611 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.792,
"estimated_latency_ms": 153519,
"estimated_pass_rate": 0.7141,
"estimated_quality": 0.8684,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7141,
"quality": 0.8684,
"quality_target_met": true,
"utility": 66.233907
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":18.792,"estimated_latency_ms":153519,"estimated_pass_rate":0.7141,"estimated_quality":0.8684,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":25.143,"max_latency_ms":197478,"policy":"str... | {
"ambiguity": 0.3964,
"category": "coding",
"complexity": 0.7507,
"consequence": 0.3816,
"evidence_need": 0.4583,
"family": "feature_implementation",
"input_tokens": 3320,
"request_id": "synthetic-feature_implementation-009611",
"reversibility": 0.5517,
"risk": 0.4391,
"summary": "Design an API f... | [
{
"credits_per_call": 3.596,
"id": "worker_a",
"p95_latency_ms": 45135,
"pass_rate": 0.7602,
"provider_group": "provider_y",
"quality": 0.8732,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.096,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 23.185,
"max_latency_ms": 243515,
"minimum_quality": 0.9411
} | incident_response | synthetic-incident_response-015599 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.896,
"estimated_latency_ms": 174309,
"estimated_pass_rate": 0.7414,
"estimated_quality": 0.8836,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7414,
"quality": 0.8836,
"quality_target_met": false,
"utility": 72.299907
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":17.896,"estimated_latency_ms":174309,"estimated_pass_rate":0.7414,"estimated_quality":0.8836,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":23.185,"max_latency_ms":243515,"policy":"str... | {
"ambiguity": 0.5992,
"category": "operations",
"complexity": 0.7085,
"consequence": 0.6234,
"evidence_need": 0.8426,
"family": "incident_response",
"input_tokens": 7960,
"request_id": "synthetic-incident_response-015599",
"reversibility": 0.3232,
"risk": 0.6344,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 3.699,
"id": "worker_a",
"p95_latency_ms": 80063,
"pass_rate": 0.7622,
"provider_group": "provider_y",
"quality": 0.8215,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.121,
"id": "wor... |
{
"max_calls": 2,
"max_credits": 4.317,
"max_latency_ms": 284886,
"minimum_quality": 0.8934
} | research_synthesis | synthetic-research_synthesis-012293 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4,
"estimated_latency_ms": 102186,
"estimated_pass_rate": 0.4753,
"estimated_quality": 0.7721,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 4.317... | {
"candidate_count": 4,
"pass_rate": 0.4753,
"quality": 0.7721,
"quality_target_met": false,
"utility": 46.107807
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":4.0,"estimated_latency_ms":102186,"estimated_pass_rate":0.4753,"estimated_quality":0.7721,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":4.317,"max_latency_ms":284886,"policy":"balanced","reason_codes":["best_... | {
"ambiguity": 0.799,
"category": "research",
"complexity": 0.8076,
"consequence": 0.3647,
"evidence_need": 0.9821,
"family": "research_synthesis",
"input_tokens": 4600,
"request_id": "synthetic-research_synthesis-012293",
"reversibility": 0.8626,
"risk": 0.4608,
"summary": "Review competing appro... | [
{
"credits_per_call": 12.268,
"id": "worker_a",
"p95_latency_ms": 86517,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.005,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 15.576,
"max_latency_ms": 110519,
"minimum_quality": 0.6915
} | incident_response | synthetic-incident_response-006783 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 5.279,
"estimated_latency_ms": 73747,
"estimated_pass_rate": 0.6444,
"estimated_quality": 0.788,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 15.... | {
"candidate_count": 5,
"pass_rate": 0.6444,
"quality": 0.788,
"quality_target_met": true,
"utility": 64.297335
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":5.279,"estimated_latency_ms":73747,"estimated_pass_rate":0.6444,"estimated_quality":0.788,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":15.576,"max_latency_ms":110519,"policy":"balanced","reason_codes":["comp... | {
"ambiguity": 0.7462,
"category": "operations",
"complexity": 0.5175,
"consequence": 0.9471,
"evidence_need": 0.6088,
"family": "incident_response",
"input_tokens": 5920,
"request_id": "synthetic-incident_response-006783",
"reversibility": 0.3211,
"risk": 0.8004,
"summary": "Prioritize actions du... | [
{
"credits_per_call": 10.789,
"id": "worker_a",
"p95_latency_ms": 91898,
"pass_rate": 0.9451,
"provider_group": "provider_y",
"quality": 0.9493,
"strengths": [
"drafting",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 4.106,
... |
{
"max_calls": 3,
"max_credits": 11.762,
"max_latency_ms": 136261,
"minimum_quality": 0.8087
} | incident_response | synthetic-incident_response-012255 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 11.009,
"estimated_latency_ms": 97696,
"estimated_pass_rate": 0.855,
"estimated_quality": 0.883,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 11.... | {
"candidate_count": 7,
"pass_rate": 0.855,
"quality": 0.883,
"quality_target_met": true,
"utility": 64.621666
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":11.009,"estimated_latency_ms":97696,"estimated_pass_rate":0.855,"estimated_quality":0.883,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":11.762,"max_latency_ms":136261,"policy":"balanced","reason_codes":["comp... | {
"ambiguity": 0.5297,
"category": "operations",
"complexity": 0.7699,
"consequence": 0.8448,
"evidence_need": 0.5651,
"family": "incident_response",
"input_tokens": 1040,
"request_id": "synthetic-incident_response-012255",
"reversibility": 0.1879,
"risk": 0.6088,
"summary": "Review an outage invo... | [
{
"credits_per_call": 0.938,
"id": "worker_a",
"p95_latency_ms": 27000,
"pass_rate": 0.5451,
"provider_group": "provider_x",
"quality": 0.7532,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.773,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 11.391,
"max_latency_ms": 174077,
"minimum_quality": 0.8244
} | research_synthesis | synthetic-research_synthesis-011061 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.783,
"estimated_latency_ms": 96233,
"estimated_pass_rate": 0.5726,
"estimated_quality": 0.7876,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 11... | {
"candidate_count": 4,
"pass_rate": 0.5726,
"quality": 0.7876,
"quality_target_met": false,
"utility": 54.790093
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":4.783,"estimated_latency_ms":96233,"estimated_pass_rate":0.5726,"estimated_quality":0.7876,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":11.391,"max_latency_ms":174077,"policy":"balanced","reason_codes":["bes... | {
"ambiguity": 0.6455,
"category": "research",
"complexity": 0.4598,
"consequence": 0.3347,
"evidence_need": 0.9223,
"family": "research_synthesis",
"input_tokens": 2120,
"request_id": "synthetic-research_synthesis-011061",
"reversibility": 0.7887,
"risk": 0.3255,
"summary": "Compare evidence for ... | [
{
"credits_per_call": 0.986,
"id": "worker_a",
"p95_latency_ms": 20004,
"pass_rate": 0.4874,
"provider_group": "provider_z",
"quality": 0.6341,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 15.222,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 20.587,
"max_latency_ms": 168432,
"minimum_quality": 0.7942
} | product_tradeoff | synthetic-product_tradeoff-007280 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.125,
"estimated_latency_ms": 138163,
"estimated_pass_rate": 0.7687,
"estimated_quality": 0.9194,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7687,
"quality": 0.9194,
"quality_target_met": true,
"utility": 70.396727
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":18.125,"estimated_latency_ms":138163,"estimated_pass_rate":0.7687,"estimated_quality":0.9194,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":20.587,"max_latency_ms":168432,"policy":"str... | {
"ambiguity": 0.6055,
"category": "decision",
"complexity": 0.7008,
"consequence": 0.6376,
"evidence_need": 0.3362,
"family": "product_tradeoff",
"input_tokens": 5560,
"request_id": "synthetic-product_tradeoff-007280",
"reversibility": 0.882,
"risk": 0.4051,
"summary": "Evaluate build-versus-buy ... | [
{
"credits_per_call": 13.586,
"id": "worker_a",
"p95_latency_ms": 64498,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.696,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 15.404,
"max_latency_ms": 264661,
"minimum_quality": 0.7031
} | feature_implementation | synthetic-feature_implementation-008243 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.187,
"estimated_latency_ms": 156770,
"estimated_pass_rate": 0.8863,
"estimated_quality": 0.9247,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8863,
"quality": 0.9247,
"quality_target_met": true,
"utility": 68.028405
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":15.187,"estimated_latency_ms":156770,"estimated_pass_rate":0.8863,"estimated_quality":0.9247,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":15.404,"max_latency_ms":264661,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.2256,
"category": "coding",
"complexity": 0.825,
"consequence": 0.368,
"evidence_need": 0.4938,
"family": "feature_implementation",
"input_tokens": 1240,
"request_id": "synthetic-feature_implementation-008243",
"reversibility": 0.7442,
"risk": 0.4044,
"summary": "Patch a productio... | [
{
"credits_per_call": 0.906,
"id": "worker_a",
"p95_latency_ms": 23650,
"pass_rate": 0.5744,
"provider_group": "provider_x",
"quality": 0.7197,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.895,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 8.8,
"max_latency_ms": 251361,
"minimum_quality": 0.8852
} | debugging | synthetic-debugging-011588 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.041,
"estimated_latency_ms": 99488,
"estimated_pass_rate": 0.6969,
"estimated_quality": 0.8195,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 8.... | {
"candidate_count": 4,
"pass_rate": 0.6969,
"quality": 0.8195,
"quality_target_met": false,
"utility": 55.913912
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":4.041,"estimated_latency_ms":99488,"estimated_pass_rate":0.6969,"estimated_quality":0.8195,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":8.8,"max_latency_ms":251361,"policy":"balanced","reason_codes":["best_f... | {
"ambiguity": 0.6098,
"category": "coding",
"complexity": 0.7171,
"consequence": 0.4341,
"evidence_need": 0.4917,
"family": "debugging",
"input_tokens": 3400,
"request_id": "synthetic-debugging-011588",
"reversibility": 0.5059,
"risk": 0.6185,
"summary": "Explain why webhook delivery fails only u... | [
{
"credits_per_call": 11.735,
"id": "worker_a",
"p95_latency_ms": 77226,
"pass_rate": 0.9429,
"provider_group": "provider_y",
"quality": 0.9266,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.825,
"id": "worker_b",... |
{
"max_calls": 2,
"max_credits": 5.818,
"max_latency_ms": 167917,
"minimum_quality": 0.7669
} | feature_implementation | synthetic-feature_implementation-015955 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.239,
"estimated_latency_ms": 106328,
"estimated_pass_rate": 0.7545,
"estimated_quality": 0.7844,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 5... | {
"candidate_count": 4,
"pass_rate": 0.7545,
"quality": 0.7844,
"quality_target_met": true,
"utility": 55.628336
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":4.239,"estimated_latency_ms":106328,"estimated_pass_rate":0.7545,"estimated_quality":0.7844,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":5.818,"max_latency_ms":167917,"policy":"balanced","reason_codes":["ind... | {
"ambiguity": 0.4502,
"category": "coding",
"complexity": 0.4876,
"consequence": 0.3637,
"evidence_need": 0.3218,
"family": "feature_implementation",
"input_tokens": 4480,
"request_id": "synthetic-feature_implementation-015955",
"reversibility": 0.5207,
"risk": 0.5249,
"summary": "Design an API f... | [
{
"credits_per_call": 12.405,
"id": "worker_a",
"p95_latency_ms": 69324,
"pass_rate": 0.9634,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.276,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 20.174,
"max_latency_ms": 176575,
"minimum_quality": 0.7948
} | incident_response | synthetic-incident_response-016095 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.65,
"estimated_latency_ms": 134818,
"estimated_pass_rate": 0.8263,
"estimated_quality": 0.9167,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 2... | {
"candidate_count": 9,
"pass_rate": 0.8263,
"quality": 0.9167,
"quality_target_met": true,
"utility": 74.140046
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":17.65,"estimated_latency_ms":134818,"estimated_pass_rate":0.8263,"estimated_quality":0.9167,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":20.174,"max_latency_ms":176575,"policy":"balanced","reason_codes":["co... | {
"ambiguity": 0.6784,
"category": "operations",
"complexity": 0.8385,
"consequence": 0.9407,
"evidence_need": 0.86,
"family": "incident_response",
"input_tokens": 5680,
"request_id": "synthetic-incident_response-016095",
"reversibility": 0.1702,
"risk": 0.8849,
"summary": "Prioritize actions duri... | [
{
"credits_per_call": 1.068,
"id": "worker_a",
"p95_latency_ms": 24472,
"pass_rate": 0.5862,
"provider_group": "provider_x",
"quality": 0.7152,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 14.11,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 17.778,
"max_latency_ms": 144819,
"minimum_quality": 0.8185
} | product_tradeoff | synthetic-product_tradeoff-003824 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.109,
"estimated_latency_ms": 129398,
"estimated_pass_rate": 0.8319,
"estimated_quality": 0.9117,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8319,
"quality": 0.9117,
"quality_target_met": true,
"utility": 64.971894
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":17.109,"estimated_latency_ms":129398,"estimated_pass_rate":0.8319,"estimated_quality":0.9117,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":17.778,"max_latency_ms":144819,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.6188,
"category": "decision",
"complexity": 0.6377,
"consequence": 0.4532,
"evidence_need": 0.4482,
"family": "product_tradeoff",
"input_tokens": 1000,
"request_id": "synthetic-product_tradeoff-003824",
"reversibility": 0.8984,
"risk": 0.3841,
"summary": "Choose an implementation ... | [
{
"credits_per_call": 13.329,
"id": "worker_a",
"p95_latency_ms": 80601,
"pass_rate": 0.8933,
"provider_group": "provider_z",
"quality": 0.9616,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.78,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 8.858,
"max_latency_ms": 152400,
"minimum_quality": 0.7832
} | research_synthesis | synthetic-research_synthesis-018101 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.994,
"estimated_latency_ms": 86208,
"estimated_pass_rate": 0.5018,
"estimated_quality": 0.7361,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 8.... | {
"candidate_count": 4,
"pass_rate": 0.5018,
"quality": 0.7361,
"quality_target_met": false,
"utility": 48.015451
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":4.994,"estimated_latency_ms":86208,"estimated_pass_rate":0.5018,"estimated_quality":0.7361,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":8.858,"max_latency_ms":152400,"policy":"balanced","reason_codes":["best... | {
"ambiguity": 0.7567,
"category": "research",
"complexity": 0.642,
"consequence": 0.2493,
"evidence_need": 0.9646,
"family": "research_synthesis",
"input_tokens": 6200,
"request_id": "synthetic-research_synthesis-018101",
"reversibility": 0.9795,
"risk": 0.2738,
"summary": "Produce a decision mem... | [
{
"credits_per_call": 12.206,
"id": "worker_a",
"p95_latency_ms": 72904,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.96,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 2.702,
"max_latency_ms": 44121,
"minimum_quality": 0.5326
} | content_revision | synthetic-content_revision-007234 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.176,
"estimated_latency_ms": 30201,
"estimated_pass_rate": 0.4404,
"estimated_quality": 0.607,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.702,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.4404,
"quality": 0.607,
"quality_target_met": true,
"utility": 41.6363
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":1.176,"estimated_latency_ms":30201,"estimated_pass_rate":0.4404,"estimated_quality":0.607,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.702,"max_latency_ms":44121,"policy":"lean","reason_codes":["single_call_suffi... | {
"ambiguity": 0.399,
"category": "writing",
"complexity": 0.3575,
"consequence": 0.1642,
"evidence_need": 0.1679,
"family": "content_revision",
"input_tokens": 3000,
"request_id": "synthetic-content_revision-007234",
"reversibility": 0.8055,
"risk": 0.2481,
"summary": "Tighten a product explanati... | [
{
"credits_per_call": 3.406,
"id": "worker_a",
"p95_latency_ms": 58487,
"pass_rate": 0.7953,
"provider_group": "provider_x",
"quality": 0.9161,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 12.749,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 21.076,
"max_latency_ms": 201353,
"minimum_quality": 0.9478
} | debugging | synthetic-debugging-010084 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.571,
"estimated_latency_ms": 151689,
"estimated_pass_rate": 0.7578,
"estimated_quality": 0.8729,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7578,
"quality": 0.8729,
"quality_target_met": false,
"utility": 64.464064
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":16.571,"estimated_latency_ms":151689,"estimated_pass_rate":0.7578,"estimated_quality":0.8729,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":21.076,"max_latency_ms":201353,"policy":"str... | {
"ambiguity": 0.5531,
"category": "coding",
"complexity": 0.8509,
"consequence": 0.2827,
"evidence_need": 0.3726,
"family": "debugging",
"input_tokens": 3320,
"request_id": "synthetic-debugging-010084",
"reversibility": 0.5894,
"risk": 0.3238,
"summary": "Explain why prompt caching fails only und... | [
{
"credits_per_call": 12.255,
"id": "worker_a",
"p95_latency_ms": 70494,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.9111,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.438,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 19.396,
"max_latency_ms": 237387,
"minimum_quality": 0.813
} | debugging | synthetic-debugging-016316 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.67,
"estimated_latency_ms": 176356,
"estimated_pass_rate": 0.7423,
"estimated_quality": 0.8947,
"finalizer": "worker_a",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7423,
"quality": 0.8947,
"quality_target_met": true,
"utility": 69.440477
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":16.67,"estimated_latency_ms":176356,"estimated_pass_rate":0.7423,"estimated_quality":0.8947,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":19.396,"max_latency_ms":237387,"policy":"stri... | {
"ambiguity": 0.6377,
"category": "coding",
"complexity": 0.7321,
"consequence": 0.4143,
"evidence_need": 0.3782,
"family": "debugging",
"input_tokens": 4760,
"request_id": "synthetic-debugging-016316",
"reversibility": 0.7208,
"risk": 0.4682,
"summary": "Diagnose an intermittent failure in OAuth... | [
{
"credits_per_call": 11.31,
"id": "worker_a",
"p95_latency_ms": 75874,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.9462,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.21,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 20.47,
"max_latency_ms": 245647,
"minimum_quality": 0.6874
} | product_tradeoff | synthetic-product_tradeoff-013232 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.647,
"estimated_latency_ms": 149396,
"estimated_pass_rate": 0.8866,
"estimated_quality": 0.8722,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8866,
"quality": 0.8722,
"quality_target_met": true,
"utility": 64.714976
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":18.647,"estimated_latency_ms":149396,"estimated_pass_rate":0.8866,"estimated_quality":0.8722,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":20.47,"max_latency_ms":245647,"policy":"balanced","reason_codes":["co... | {
"ambiguity": 0.7774,
"category": "decision",
"complexity": 0.5638,
"consequence": 0.3389,
"evidence_need": 0.3249,
"family": "product_tradeoff",
"input_tokens": 4920,
"request_id": "synthetic-product_tradeoff-013232",
"reversibility": 0.829,
"risk": 0.3038,
"summary": "Choose an implementation s... | [
{
"credits_per_call": 15.171,
"id": "worker_a",
"p95_latency_ms": 71252,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.9229,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.476,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 19.136,
"max_latency_ms": 169102,
"minimum_quality": 0.8127
} | incident_response | synthetic-incident_response-015615 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.447,
"estimated_latency_ms": 163507,
"estimated_pass_rate": 0.7926,
"estimated_quality": 0.8932,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7926,
"quality": 0.8932,
"quality_target_met": true,
"utility": 73.624944
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":18.447,"estimated_latency_ms":163507,"estimated_pass_rate":0.7926,"estimated_quality":0.8932,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":19.136,"max_latency_ms":169102,"policy":"str... | {
"ambiguity": 0.3523,
"category": "operations",
"complexity": 0.8456,
"consequence": 0.6384,
"evidence_need": 0.7318,
"family": "incident_response",
"input_tokens": 2880,
"request_id": "synthetic-incident_response-015615",
"reversibility": 0.2766,
"risk": 0.67,
"summary": "Prioritize actions duri... | [
{
"credits_per_call": 0.886,
"id": "worker_a",
"p95_latency_ms": 31668,
"pass_rate": 0.6143,
"provider_group": "provider_z",
"quality": 0.7254,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.784,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 25.75,
"max_latency_ms": 158144,
"minimum_quality": 0.8281
} | research_synthesis | synthetic-research_synthesis-007789 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.449,
"estimated_latency_ms": 140597,
"estimated_pass_rate": 0.7607,
"estimated_quality": 0.9307,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7607,
"quality": 0.9307,
"quality_target_met": true,
"utility": 72.832349
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":18.449,"estimated_latency_ms":140597,"estimated_pass_rate":0.7607,"estimated_quality":0.9307,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":25.75,"max_latency_ms":158144,"policy":"stri... | {
"ambiguity": 0.8391,
"category": "research",
"complexity": 0.4523,
"consequence": 0.3509,
"evidence_need": 0.7382,
"family": "research_synthesis",
"input_tokens": 360,
"request_id": "synthetic-research_synthesis-007789",
"reversibility": 0.8504,
"risk": 0.5256,
"summary": "Review competing appro... | [
{
"credits_per_call": 4.196,
"id": "worker_a",
"p95_latency_ms": 63094,
"pass_rate": 0.8726,
"provider_group": "provider_y",
"quality": 0.8855,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 13.286,
"id": "worker_b",
"p95_... |
{
"max_calls": 2,
"max_credits": 12.904,
"max_latency_ms": 209249,
"minimum_quality": 0.7453
} | incident_response | synthetic-incident_response-017663 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.743,
"estimated_latency_ms": 79748,
"estimated_pass_rate": 0.5938,
"estimated_quality": 0.8212,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 12... | {
"candidate_count": 4,
"pass_rate": 0.5938,
"quality": 0.8212,
"quality_target_met": true,
"utility": 63.68323
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":4.743,"estimated_latency_ms":79748,"estimated_pass_rate":0.5938,"estimated_quality":0.8212,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":12.904,"max_latency_ms":209249,"policy":"balanced","reason_codes":["com... | {
"ambiguity": 0.7738,
"category": "operations",
"complexity": 0.7357,
"consequence": 0.6265,
"evidence_need": 0.8149,
"family": "incident_response",
"input_tokens": 1600,
"request_id": "synthetic-incident_response-017663",
"reversibility": 0.3814,
"risk": 0.7109,
"summary": "Review an outage invo... | [
{
"credits_per_call": 13.104,
"id": "worker_a",
"p95_latency_ms": 65998,
"pass_rate": 0.9865,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.841,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 3.138,
"max_latency_ms": 52145,
"minimum_quality": 0.6416
} | feature_implementation | synthetic-feature_implementation-003571 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 2.735,
"estimated_latency_ms": 47614,
"estimated_pass_rate": 0.5712,
"estimated_quality": 0.7827,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.138,
"max_latency... | {
"candidate_count": 2,
"pass_rate": 0.5712,
"quality": 0.7827,
"quality_target_met": true,
"utility": 51.454996
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":2.735,"estimated_latency_ms":47614,"estimated_pass_rate":0.5712,"estimated_quality":0.7827,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.138,"max_latency_ms":52145,"policy":"lean","reason_codes":["credit_constrain... | {
"ambiguity": 0.5351,
"category": "coding",
"complexity": 0.7054,
"consequence": 0.6357,
"evidence_need": 0.398,
"family": "feature_implementation",
"input_tokens": 2080,
"request_id": "synthetic-feature_implementation-003571",
"reversibility": 0.5211,
"risk": 0.3629,
"summary": "Patch a producti... | [
{
"credits_per_call": 1.056,
"id": "worker_a",
"p95_latency_ms": 26194,
"pass_rate": 0.5673,
"provider_group": "provider_y",
"quality": 0.7166,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 2.735,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 11.16,
"max_latency_ms": 154131,
"minimum_quality": 0.7987
} | feature_implementation | synthetic-feature_implementation-017747 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 5.379,
"estimated_latency_ms": 67515,
"estimated_pass_rate": 0.6833,
"estimated_quality": 0.824,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 11.... | {
"candidate_count": 4,
"pass_rate": 0.6833,
"quality": 0.824,
"quality_target_met": true,
"utility": 58.317646
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":5.379,"estimated_latency_ms":67515,"estimated_pass_rate":0.6833,"estimated_quality":0.824,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":11.16,"max_latency_ms":154131,"policy":"balanced","reason_codes":["compl... | {
"ambiguity": 0.4099,
"category": "coding",
"complexity": 0.8262,
"consequence": 0.3199,
"evidence_need": 0.4425,
"family": "feature_implementation",
"input_tokens": 1840,
"request_id": "synthetic-feature_implementation-017747",
"reversibility": 0.6254,
"risk": 0.3337,
"summary": "Design an API f... | [
{
"credits_per_call": 12.208,
"id": "worker_a",
"p95_latency_ms": 76477,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.9293,
"strengths": [
"coding",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.217,
"i... |
{
"max_calls": 3,
"max_credits": 16.668,
"max_latency_ms": 221530,
"minimum_quality": 0.8593
} | feature_implementation | synthetic-feature_implementation-009011 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.105,
"estimated_latency_ms": 179820,
"estimated_pass_rate": 0.7524,
"estimated_quality": 0.9097,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7524,
"quality": 0.9097,
"quality_target_met": true,
"utility": 71.393381
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":15.105,"estimated_latency_ms":179820,"estimated_pass_rate":0.7524,"estimated_quality":0.9097,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":16.668,"max_latency_ms":221530,"policy":"str... | {
"ambiguity": 0.5427,
"category": "coding",
"complexity": 0.7581,
"consequence": 0.5425,
"evidence_need": 0.6177,
"family": "feature_implementation",
"input_tokens": 4640,
"request_id": "synthetic-feature_implementation-009011",
"reversibility": 0.4834,
"risk": 0.4597,
"summary": "Design an API f... | [
{
"credits_per_call": 3.512,
"id": "worker_a",
"p95_latency_ms": 72850,
"pass_rate": 0.7983,
"provider_group": "provider_x",
"quality": 0.8587,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 10.433,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 22.368,
"max_latency_ms": 196051,
"minimum_quality": 0.8564
} | incident_response | synthetic-incident_response-009927 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.504,
"estimated_latency_ms": 186863,
"estimated_pass_rate": 0.8005,
"estimated_quality": 0.8966,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.8005,
"quality": 0.8966,
"quality_target_met": true,
"utility": 76.166312
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":16.504,"estimated_latency_ms":186863,"estimated_pass_rate":0.8005,"estimated_quality":0.8966,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":22.368,"max_latency_ms":196051,"policy":"str... | {
"ambiguity": 0.4174,
"category": "operations",
"complexity": 0.7045,
"consequence": 0.8757,
"evidence_need": 0.5555,
"family": "incident_response",
"input_tokens": 6280,
"request_id": "synthetic-incident_response-009927",
"reversibility": 0.3962,
"risk": 0.766,
"summary": "Plan immediate contain... | [
{
"credits_per_call": 12.618,
"id": "worker_a",
"p95_latency_ms": 80865,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.9326,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.094,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 20.724,
"max_latency_ms": 170296,
"minimum_quality": 0.7941
} | incident_response | synthetic-incident_response-001055 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.728,
"estimated_latency_ms": 148860,
"estimated_pass_rate": 0.7074,
"estimated_quality": 0.8918,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7074,
"quality": 0.8918,
"quality_target_met": true,
"utility": 78.950434
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":19.728,"estimated_latency_ms":148860,"estimated_pass_rate":0.7074,"estimated_quality":0.8918,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":20.724,"max_latency_ms":170296,"policy":"str... | {
"ambiguity": 0.7415,
"category": "operations",
"complexity": 0.898,
"consequence": 0.7515,
"evidence_need": 0.5755,
"family": "incident_response",
"input_tokens": 4280,
"request_id": "synthetic-incident_response-001055",
"reversibility": 0.2143,
"risk": 0.9446,
"summary": "Review an outage invol... | [
{
"credits_per_call": 0.827,
"id": "worker_a",
"p95_latency_ms": 21329,
"pass_rate": 0.4748,
"provider_group": "provider_y",
"quality": 0.707,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 14.843,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 1.22,
"max_latency_ms": 35153,
"minimum_quality": 0.5775
} | research_synthesis | synthetic-research_synthesis-005709 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.911,
"estimated_latency_ms": 28262,
"estimated_pass_rate": 0.2933,
"estimated_quality": 0.549,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.22,
"max_latency_m... | {
"candidate_count": 1,
"pass_rate": 0.2933,
"quality": 0.549,
"quality_target_met": false,
"utility": 30.74198
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.911,"estimated_latency_ms":28262,"estimated_pass_rate":0.2933,"estimated_quality":0.549,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.22,"max_latency_ms":35153,"policy":"lean","reason_codes":["best_feasible_belo... | {
"ambiguity": 0.6736,
"category": "research",
"complexity": 0.8939,
"consequence": 0.3849,
"evidence_need": 0.7985,
"family": "research_synthesis",
"input_tokens": 5760,
"request_id": "synthetic-research_synthesis-005709",
"reversibility": 0.7241,
"risk": 0.2655,
"summary": "Review competing appr... | [
{
"credits_per_call": 12.932,
"id": "worker_a",
"p95_latency_ms": 69618,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.911,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 18.521,
"max_latency_ms": 160022,
"minimum_quality": 0.9577
} | incident_response | synthetic-incident_response-007015 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.101,
"estimated_latency_ms": 148133,
"estimated_pass_rate": 0.7596,
"estimated_quality": 0.9275,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7596,
"quality": 0.9275,
"quality_target_met": false,
"utility": 78.043998
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":18.101,"estimated_latency_ms":148133,"estimated_pass_rate":0.7596,"estimated_quality":0.9275,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":18.521,"max_latency_ms":160022,"policy":"str... | {
"ambiguity": 0.7463,
"category": "operations",
"complexity": 0.7709,
"consequence": 0.8013,
"evidence_need": 0.9439,
"family": "incident_response",
"input_tokens": 6840,
"request_id": "synthetic-incident_response-007015",
"reversibility": 0.4463,
"risk": 0.6341,
"summary": "Prioritize actions du... | [
{
"credits_per_call": 14.186,
"id": "worker_a",
"p95_latency_ms": 54758,
"pass_rate": 0.9909,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.025,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 18.644,
"max_latency_ms": 237275,
"minimum_quality": 0.7388
} | data_analysis | synthetic-data_analysis-010414 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.702,
"estimated_latency_ms": 146126,
"estimated_pass_rate": 0.8973,
"estimated_quality": 0.927,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 1... | {
"candidate_count": 15,
"pass_rate": 0.8973,
"quality": 0.927,
"quality_target_met": true,
"utility": 68.556591
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":16.702,"estimated_latency_ms":146126,"estimated_pass_rate":0.8973,"estimated_quality":0.927,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":18.644,"max_latency_ms":237275,"policy":"balanced","reason_codes":["co... | {
"ambiguity": 0.5863,
"category": "analysis",
"complexity": 0.7273,
"consequence": 0.5498,
"evidence_need": 0.3554,
"family": "data_analysis",
"input_tokens": 4760,
"request_id": "synthetic-data_analysis-010414",
"reversibility": 0.8424,
"risk": 0.2107,
"summary": "Compare two experiments on arti... | [
{
"credits_per_call": 1.191,
"id": "worker_a",
"p95_latency_ms": 24576,
"pass_rate": 0.4896,
"provider_group": "provider_y",
"quality": 0.7296,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 13.022,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 22.59,
"max_latency_ms": 196818,
"minimum_quality": 0.9584
} | incident_response | synthetic-incident_response-013327 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.118,
"estimated_latency_ms": 185496,
"estimated_pass_rate": 0.7443,
"estimated_quality": 0.9088,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7443,
"quality": 0.9088,
"quality_target_met": false,
"utility": 76.904428
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":18.118,"estimated_latency_ms":185496,"estimated_pass_rate":0.7443,"estimated_quality":0.9088,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":22.59,"max_latency_ms":196818,"policy":"stri... | {
"ambiguity": 0.4747,
"category": "operations",
"complexity": 0.8427,
"consequence": 0.7173,
"evidence_need": 0.747,
"family": "incident_response",
"input_tokens": 5360,
"request_id": "synthetic-incident_response-013327",
"reversibility": 0.4906,
"risk": 0.9024,
"summary": "Prioritize actions dur... | [
{
"credits_per_call": 3.398,
"id": "worker_a",
"p95_latency_ms": 78042,
"pass_rate": 0.8036,
"provider_group": "provider_y",
"quality": 0.7994,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 13.86,
"id": "wor... |
{
"max_calls": 1,
"max_credits": 2.289,
"max_latency_ms": 45564,
"minimum_quality": 0.6836
} | debugging | synthetic-debugging-007644 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.924,
"estimated_latency_ms": 30913,
"estimated_pass_rate": 0.3697,
"estimated_quality": 0.5604,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.289,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3697,
"quality": 0.5604,
"quality_target_met": false,
"utility": 32.194777
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.924,"estimated_latency_ms":30913,"estimated_pass_rate":0.3697,"estimated_quality":0.5604,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.289,"max_latency_ms":45564,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.7711,
"category": "coding",
"complexity": 0.8492,
"consequence": 0.3749,
"evidence_need": 0.5481,
"family": "debugging",
"input_tokens": 3440,
"request_id": "synthetic-debugging-007644",
"reversibility": 0.6753,
"risk": 0.3284,
"summary": "Explain why private credentials fails onl... | [
{
"credits_per_call": 3.853,
"id": "worker_a",
"p95_latency_ms": 49849,
"pass_rate": 0.7819,
"provider_group": "provider_y",
"quality": 0.8871,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.924,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 15.588,
"max_latency_ms": 179793,
"minimum_quality": 0.8759
} | incident_response | synthetic-incident_response-012367 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 13.395,
"estimated_latency_ms": 101762,
"estimated_pass_rate": 0.8515,
"estimated_quality": 0.8854,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 7,
"pass_rate": 0.8515,
"quality": 0.8854,
"quality_target_met": true,
"utility": 67.086995
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":13.395,"estimated_latency_ms":101762,"estimated_pass_rate":0.8515,"estimated_quality":0.8854,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":15.588,"max_latency_ms":179793,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.7698,
"category": "operations",
"complexity": 0.6009,
"consequence": 0.9217,
"evidence_need": 0.5313,
"family": "incident_response",
"input_tokens": 2560,
"request_id": "synthetic-incident_response-012367",
"reversibility": 0.2064,
"risk": 0.8323,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 3.61,
"id": "worker_a",
"p95_latency_ms": 66959,
"pass_rate": 0.7576,
"provider_group": "provider_x",
"quality": 0.922,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 12.562,
"id": "worker_b",
"p95_la... |
{
"max_calls": 1,
"max_credits": 3.556,
"max_latency_ms": 38047,
"minimum_quality": 0.5894
} | feature_implementation | synthetic-feature_implementation-003779 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.079,
"estimated_latency_ms": 28404,
"estimated_pass_rate": 0.4564,
"estimated_quality": 0.6403,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.556,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4564,
"quality": 0.6403,
"quality_target_met": true,
"utility": 44.712308
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":1.079,"estimated_latency_ms":28404,"estimated_pass_rate":0.4564,"estimated_quality":0.6403,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.556,"max_latency_ms":38047,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.3758,
"category": "coding",
"complexity": 0.6479,
"consequence": 0.5449,
"evidence_need": 0.4805,
"family": "feature_implementation",
"input_tokens": 7960,
"request_id": "synthetic-feature_implementation-003779",
"reversibility": 0.7652,
"risk": 0.3939,
"summary": "Patch a product... | [
{
"credits_per_call": 1.079,
"id": "worker_a",
"p95_latency_ms": 28404,
"pass_rate": 0.5902,
"provider_group": "provider_z",
"quality": 0.7311,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 13.202,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 1,
"max_credits": 1.504,
"max_latency_ms": 38470,
"minimum_quality": 0.5056
} | debugging | synthetic-debugging-003452 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.023,
"estimated_latency_ms": 20147,
"estimated_pass_rate": 0.3966,
"estimated_quality": 0.6851,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.504,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3966,
"quality": 0.6851,
"quality_target_met": true,
"utility": 44.480016
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":1.023,"estimated_latency_ms":20147,"estimated_pass_rate":0.3966,"estimated_quality":0.6851,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.504,"max_latency_ms":38470,"policy":"lean","reason_codes":["independent_evid... | {
"ambiguity": 0.4844,
"category": "coding",
"complexity": 0.4593,
"consequence": 0.6554,
"evidence_need": 0.7171,
"family": "debugging",
"input_tokens": 7920,
"request_id": "synthetic-debugging-003452",
"reversibility": 0.6856,
"risk": 0.3496,
"summary": "Find the root cause of a concurrency-sens... | [
{
"credits_per_call": 1.023,
"id": "worker_a",
"p95_latency_ms": 20147,
"pass_rate": 0.5136,
"provider_group": "provider_z",
"quality": 0.7459,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 12.26,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 2.205,
"max_latency_ms": 42954,
"minimum_quality": 0.5147
} | direct_facts | synthetic-direct_facts-003825 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.804,
"estimated_latency_ms": 24400,
"estimated_pass_rate": 0.5241,
"estimated_quality": 0.7919,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.205,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.5241,
"quality": 0.7919,
"quality_target_met": true,
"utility": 56.043496
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.804,"estimated_latency_ms":24400,"estimated_pass_rate":0.5241,"estimated_quality":0.7919,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.205,"max_latency_ms":42954,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.1241,
"category": "general",
"complexity": 0.1144,
"consequence": 0.0564,
"evidence_need": 0.1355,
"family": "direct_facts",
"input_tokens": 7120,
"request_id": "synthetic-direct_facts-003825",
"reversibility": 0.9924,
"risk": 0.0976,
"summary": "Return a concise explanation of pr... | [
{
"credits_per_call": 3.9,
"id": "worker_a",
"p95_latency_ms": 56250,
"pass_rate": 0.7632,
"provider_group": "provider_y",
"quality": 0.9002,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.804,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 18.618,
"max_latency_ms": 226082,
"minimum_quality": 0.7895
} | incident_response | synthetic-incident_response-009023 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.495,
"estimated_latency_ms": 158608,
"estimated_pass_rate": 0.7664,
"estimated_quality": 0.8844,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7664,
"quality": 0.8844,
"quality_target_met": true,
"utility": 82.29002
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":14.495,"estimated_latency_ms":158608,"estimated_pass_rate":0.7664,"estimated_quality":0.8844,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":18.618,"max_latency_ms":226082,"policy":"str... | {
"ambiguity": 0.7298,
"category": "operations",
"complexity": 0.9312,
"consequence": 0.6648,
"evidence_need": 0.7457,
"family": "incident_response",
"input_tokens": 7600,
"request_id": "synthetic-incident_response-009023",
"reversibility": 0.2817,
"risk": 0.9134,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 10.822,
"id": "worker_a",
"p95_latency_ms": 59195,
"pass_rate": 0.9365,
"provider_group": "provider_z",
"quality": 0.9247,
"strengths": [
"drafting",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 2.733,
... |
{
"max_calls": 1,
"max_credits": 1.309,
"max_latency_ms": 35607,
"minimum_quality": 0.7561
} | content_revision | synthetic-content_revision-006282 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.812,
"estimated_latency_ms": 19203,
"estimated_pass_rate": 0.4278,
"estimated_quality": 0.6724,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.309,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4278,
"quality": 0.6724,
"quality_target_met": false,
"utility": 41.243686
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.812,"estimated_latency_ms":19203,"estimated_pass_rate":0.4278,"estimated_quality":0.6724,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.309,"max_latency_ms":35607,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.3767,
"category": "writing",
"complexity": 0.3091,
"consequence": 0.2839,
"evidence_need": 0.2047,
"family": "content_revision",
"input_tokens": 2560,
"request_id": "synthetic-content_revision-006282",
"reversibility": 0.8427,
"risk": 0.0899,
"summary": "Tighten a product explanat... | [
{
"credits_per_call": 11.09,
"id": "worker_a",
"p95_latency_ms": 74197,
"pass_rate": 0.8909,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.419,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 8.36,
"max_latency_ms": 134446,
"minimum_quality": 0.807
} | incident_response | synthetic-incident_response-002023 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.111,
"estimated_latency_ms": 76358,
"estimated_pass_rate": 0.6695,
"estimated_quality": 0.8347,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 8.... | {
"candidate_count": 4,
"pass_rate": 0.6695,
"quality": 0.8347,
"quality_target_met": true,
"utility": 69.257472
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":4.111,"estimated_latency_ms":76358,"estimated_pass_rate":0.6695,"estimated_quality":0.8347,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":8.36,"max_latency_ms":134446,"policy":"balanced","reason_codes":["high_... | {
"ambiguity": 0.5729,
"category": "operations",
"complexity": 0.6425,
"consequence": 0.9907,
"evidence_need": 0.8832,
"family": "incident_response",
"input_tokens": 200,
"request_id": "synthetic-incident_response-002023",
"reversibility": 0.3033,
"risk": 0.8528,
"summary": "Review an outage invol... | [
{
"credits_per_call": 0.999,
"id": "worker_a",
"p95_latency_ms": 24292,
"pass_rate": 0.5591,
"provider_group": "provider_x",
"quality": 0.7285,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.112,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 2.067,
"max_latency_ms": 44873,
"minimum_quality": 0.7674
} | product_tradeoff | synthetic-product_tradeoff-004320 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.92,
"estimated_latency_ms": 24875,
"estimated_pass_rate": 0.4256,
"estimated_quality": 0.6393,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.067,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.4256,
"quality": 0.6393,
"quality_target_met": false,
"utility": 38.435033
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.92,"estimated_latency_ms":24875,"estimated_pass_rate":0.4256,"estimated_quality":0.6393,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.067,"max_latency_ms":44873,"policy":"lean","reason_codes":["best_feasible_bel... | {
"ambiguity": 0.5313,
"category": "decision",
"complexity": 0.6619,
"consequence": 0.524,
"evidence_need": 0.551,
"family": "product_tradeoff",
"input_tokens": 2480,
"request_id": "synthetic-product_tradeoff-004320",
"reversibility": 0.8303,
"risk": 0.1891,
"summary": "Choose an implementation st... | [
{
"credits_per_call": 14.456,
"id": "worker_a",
"p95_latency_ms": 64425,
"pass_rate": 0.9438,
"provider_group": "provider_y",
"quality": 0.9381,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.92,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 23.482,
"max_latency_ms": 267120,
"minimum_quality": 0.7748
} | feature_implementation | synthetic-feature_implementation-016915 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.837,
"estimated_latency_ms": 141699,
"estimated_pass_rate": 0.8997,
"estimated_quality": 0.901,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 2... | {
"candidate_count": 9,
"pass_rate": 0.8997,
"quality": 0.901,
"quality_target_met": true,
"utility": 69.043408
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":17.837,"estimated_latency_ms":141699,"estimated_pass_rate":0.8997,"estimated_quality":0.901,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":23.482,"max_latency_ms":267120,"policy":"balanced","reason_codes":["co... | {
"ambiguity": 0.2459,
"category": "coding",
"complexity": 0.7754,
"consequence": 0.613,
"evidence_need": 0.5707,
"family": "feature_implementation",
"input_tokens": 320,
"request_id": "synthetic-feature_implementation-016915",
"reversibility": 0.6261,
"risk": 0.2852,
"summary": "Patch a productio... | [
{
"credits_per_call": 1.138,
"id": "worker_a",
"p95_latency_ms": 33011,
"pass_rate": 0.5962,
"provider_group": "provider_z",
"quality": 0.7297,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 13.946,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 2.724,
"max_latency_ms": 35880,
"minimum_quality": 0.7235
} | debugging | synthetic-debugging-006836 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.919,
"estimated_latency_ms": 28058,
"estimated_pass_rate": 0.3597,
"estimated_quality": 0.6558,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.724,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3597,
"quality": 0.6558,
"quality_target_met": false,
"utility": 40.208719
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.919,"estimated_latency_ms":28058,"estimated_pass_rate":0.3597,"estimated_quality":0.6558,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.724,"max_latency_ms":35880,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.5965,
"category": "coding",
"complexity": 0.4925,
"consequence": 0.4463,
"evidence_need": 0.5029,
"family": "debugging",
"input_tokens": 6120,
"request_id": "synthetic-debugging-006836",
"reversibility": 0.6784,
"risk": 0.3534,
"summary": "Find the root cause of a concurrency-sens... | [
{
"credits_per_call": 3.885,
"id": "worker_a",
"p95_latency_ms": 52117,
"pass_rate": 0.8878,
"provider_group": "provider_y",
"quality": 0.8376,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 12.744,
"id": "worker_b",
"p95_... |
{
"max_calls": 2,
"max_credits": 9.759,
"max_latency_ms": 154558,
"minimum_quality": 0.7721
} | feature_implementation | synthetic-feature_implementation-007979 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.852,
"estimated_latency_ms": 92092,
"estimated_pass_rate": 0.7621,
"estimated_quality": 0.8357,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 9.... | {
"candidate_count": 4,
"pass_rate": 0.7621,
"quality": 0.8357,
"quality_target_met": true,
"utility": 60.762514
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":4.852,"estimated_latency_ms":92092,"estimated_pass_rate":0.7621,"estimated_quality":0.8357,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":9.759,"max_latency_ms":154558,"policy":"balanced","reason_codes":["inde... | {
"ambiguity": 0.3017,
"category": "coding",
"complexity": 0.6537,
"consequence": 0.4085,
"evidence_need": 0.4789,
"family": "feature_implementation",
"input_tokens": 3440,
"request_id": "synthetic-feature_implementation-007979",
"reversibility": 0.718,
"risk": 0.548,
"summary": "Design an API for... | [
{
"credits_per_call": 3.909,
"id": "worker_a",
"p95_latency_ms": 72897,
"pass_rate": 0.8429,
"provider_group": "provider_y",
"quality": 0.8945,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.943,
"id": "worker_b",
"p95_l... |
{
"max_calls": 2,
"max_credits": 6.384,
"max_latency_ms": 178190,
"minimum_quality": 0.7937
} | feature_implementation | synthetic-feature_implementation-018163 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.674,
"estimated_latency_ms": 75857,
"estimated_pass_rate": 0.7735,
"estimated_quality": 0.7974,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 6.... | {
"candidate_count": 4,
"pass_rate": 0.7735,
"quality": 0.7974,
"quality_target_met": true,
"utility": 56.361439
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":4.674,"estimated_latency_ms":75857,"estimated_pass_rate":0.7735,"estimated_quality":0.7974,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":6.384,"max_latency_ms":178190,"policy":"balanced","reason_codes":["inde... | {
"ambiguity": 0.2867,
"category": "coding",
"complexity": 0.605,
"consequence": 0.2541,
"evidence_need": 0.3843,
"family": "feature_implementation",
"input_tokens": 7240,
"request_id": "synthetic-feature_implementation-018163",
"reversibility": 0.4545,
"risk": 0.2624,
"summary": "Design an API fo... | [
{
"credits_per_call": 1.083,
"id": "worker_a",
"p95_latency_ms": 28124,
"pass_rate": 0.5462,
"provider_group": "provider_z",
"quality": 0.7196,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.591,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 23.602,
"max_latency_ms": 206943,
"minimum_quality": 0.8372
} | incident_response | synthetic-incident_response-016583 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.86,
"estimated_latency_ms": 171790,
"estimated_pass_rate": 0.7772,
"estimated_quality": 0.9178,
"finalizer": "worker_a",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7772,
"quality": 0.9178,
"quality_target_met": true,
"utility": 76.72515
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":18.86,"estimated_latency_ms":171790,"estimated_pass_rate":0.7772,"estimated_quality":0.9178,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":23.602,"max_latency_ms":206943,"policy":"stri... | {
"ambiguity": 0.4316,
"category": "operations",
"complexity": 0.8665,
"consequence": 0.73,
"evidence_need": 0.6649,
"family": "incident_response",
"input_tokens": 640,
"request_id": "synthetic-incident_response-016583",
"reversibility": 0.1614,
"risk": 0.6063,
"summary": "Plan immediate containme... | [
{
"credits_per_call": 14.387,
"id": "worker_a",
"p95_latency_ms": 89462,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.9738,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.033,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 21.655,
"max_latency_ms": 137415,
"minimum_quality": 0.888
} | incident_response | synthetic-incident_response-006623 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.221,
"estimated_latency_ms": 108401,
"estimated_pass_rate": 0.7719,
"estimated_quality": 0.9108,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 7,
"pass_rate": 0.7719,
"quality": 0.9108,
"quality_target_met": true,
"utility": 73.216238
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":14.221,"estimated_latency_ms":108401,"estimated_pass_rate":0.7719,"estimated_quality":0.9108,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":21.655,"max_latency_ms":137415,"policy":"balanced","reason_codes":["h... | {
"ambiguity": 0.4379,
"category": "operations",
"complexity": 0.5243,
"consequence": 0.8569,
"evidence_need": 0.802,
"family": "incident_response",
"input_tokens": 4320,
"request_id": "synthetic-incident_response-006623",
"reversibility": 0.4125,
"risk": 0.9224,
"summary": "Review an outage invol... | [
{
"credits_per_call": 0.878,
"id": "worker_a",
"p95_latency_ms": 19616,
"pass_rate": 0.551,
"provider_group": "provider_z",
"quality": 0.7503,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 13.343,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 1.121,
"max_latency_ms": 23424,
"minimum_quality": 0.6583
} | feature_implementation | synthetic-feature_implementation-006619 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.007,
"estimated_latency_ms": 18019,
"estimated_pass_rate": 0.3468,
"estimated_quality": 0.6359,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.121,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3468,
"quality": 0.6359,
"quality_target_met": false,
"utility": 36.711623
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":1.007,"estimated_latency_ms":18019,"estimated_pass_rate":0.3468,"estimated_quality":0.6359,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.121,"max_latency_ms":23424,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.3307,
"category": "coding",
"complexity": 0.8487,
"consequence": 0.6424,
"evidence_need": 0.281,
"family": "feature_implementation",
"input_tokens": 1160,
"request_id": "synthetic-feature_implementation-006619",
"reversibility": 0.7949,
"risk": 0.3782,
"summary": "Patch a producti... | [
{
"credits_per_call": 1.007,
"id": "worker_a",
"p95_latency_ms": 18019,
"pass_rate": 0.4987,
"provider_group": "provider_x",
"quality": 0.7588,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 10.931,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 1,
"max_credits": 1.286,
"max_latency_ms": 44683,
"minimum_quality": 0.6683
} | content_revision | synthetic-content_revision-003786 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.794,
"estimated_latency_ms": 22764,
"estimated_pass_rate": 0.4632,
"estimated_quality": 0.6887,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.286,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4632,
"quality": 0.6887,
"quality_target_met": true,
"utility": 46.738522
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.794,"estimated_latency_ms":22764,"estimated_pass_rate":0.4632,"estimated_quality":0.6887,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.286,"max_latency_ms":44683,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.3859,
"category": "writing",
"complexity": 0.4508,
"consequence": 0.2719,
"evidence_need": 0.1177,
"family": "content_revision",
"input_tokens": 360,
"request_id": "synthetic-content_revision-003786",
"reversibility": 0.9467,
"risk": 0.1426,
"summary": "Rewrite a artifact storage ... | [
{
"credits_per_call": 15.268,
"id": "worker_a",
"p95_latency_ms": 88861,
"pass_rate": 0.9736,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.794,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 5.363,
"max_latency_ms": 147748,
"minimum_quality": 0.8765
} | incident_response | synthetic-incident_response-016447 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.366,
"estimated_latency_ms": 99547,
"estimated_pass_rate": 0.5941,
"estimated_quality": 0.759,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 5.3... | {
"candidate_count": 4,
"pass_rate": 0.5941,
"quality": 0.759,
"quality_target_met": false,
"utility": 50.030091
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":4.366,"estimated_latency_ms":99547,"estimated_pass_rate":0.5941,"estimated_quality":0.759,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":5.363,"max_latency_ms":147748,"policy":"balanced","reason_codes":["best_... | {
"ambiguity": 0.718,
"category": "operations",
"complexity": 0.7639,
"consequence": 0.6781,
"evidence_need": 0.7733,
"family": "incident_response",
"input_tokens": 3760,
"request_id": "synthetic-incident_response-016447",
"reversibility": 0.3733,
"risk": 0.6122,
"summary": "Plan immediate contain... | [
{
"credits_per_call": 3.427,
"id": "worker_a",
"p95_latency_ms": 73893,
"pass_rate": 0.7995,
"provider_group": "provider_y",
"quality": 0.8137,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.939,
"id": "wor... |
{
"max_calls": 2,
"max_credits": 2.282,
"max_latency_ms": 32128,
"minimum_quality": 0.5826
} | content_revision | synthetic-content_revision-006914 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.027,
"estimated_latency_ms": 28021,
"estimated_pass_rate": 0.3118,
"estimated_quality": 0.6949,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.282,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3118,
"quality": 0.6949,
"quality_target_met": true,
"utility": 43.180139
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":1.027,"estimated_latency_ms":28021,"estimated_pass_rate":0.3118,"estimated_quality":0.6949,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.282,"max_latency_ms":32128,"policy":"lean","reason_codes":["latency_constrai... | {
"ambiguity": 0.395,
"category": "writing",
"complexity": 0.3435,
"consequence": 0.1787,
"evidence_need": 0.1811,
"family": "content_revision",
"input_tokens": 6880,
"request_id": "synthetic-content_revision-006914",
"reversibility": 0.8259,
"risk": 0.215,
"summary": "Rewrite a usage metering ann... | [
{
"credits_per_call": 3.848,
"id": "worker_a",
"p95_latency_ms": 71891,
"pass_rate": 0.8611,
"provider_group": "provider_z",
"quality": 0.94,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.027,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 1,
"max_credits": 2.422,
"max_latency_ms": 35904,
"minimum_quality": 0.667
} | feature_implementation | synthetic-feature_implementation-003395 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.992,
"estimated_latency_ms": 27100,
"estimated_pass_rate": 0.4593,
"estimated_quality": 0.6497,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.422,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4593,
"quality": 0.6497,
"quality_target_met": false,
"utility": 43.85509
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.992,"estimated_latency_ms":27100,"estimated_pass_rate":0.4593,"estimated_quality":0.6497,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.422,"max_latency_ms":35904,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.5066,
"category": "coding",
"complexity": 0.8271,
"consequence": 0.6424,
"evidence_need": 0.2897,
"family": "feature_implementation",
"input_tokens": 6080,
"request_id": "synthetic-feature_implementation-003395",
"reversibility": 0.6288,
"risk": 0.2834,
"summary": "Implement tenan... | [
{
"credits_per_call": 4.066,
"id": "worker_a",
"p95_latency_ms": 76928,
"pass_rate": 0.7834,
"provider_group": "provider_z",
"quality": 0.9222,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.992,
"id": "worker_b",
"p95_l... |
{
"max_calls": 1,
"max_credits": 2.711,
"max_latency_ms": 31720,
"minimum_quality": 0.7766
} | incident_response | synthetic-incident_response-005487 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.11,
"estimated_latency_ms": 18252,
"estimated_pass_rate": 0.3022,
"estimated_quality": 0.5992,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.711,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.3022,
"quality": 0.5992,
"quality_target_met": false,
"utility": 14.496772
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":1.11,"estimated_latency_ms":18252,"estimated_pass_rate":0.3022,"estimated_quality":0.5992,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.711,"max_latency_ms":31720,"policy":"lean","reason_codes":["best_feasible_bel... | {
"ambiguity": 0.7811,
"category": "operations",
"complexity": 0.7595,
"consequence": 0.8027,
"evidence_need": 0.7201,
"family": "incident_response",
"input_tokens": 5280,
"request_id": "synthetic-incident_response-005487",
"reversibility": 0.3149,
"risk": 0.85,
"summary": "Plan immediate containm... | [
{
"credits_per_call": 1.11,
"id": "worker_a",
"p95_latency_ms": 18252,
"pass_rate": 0.5162,
"provider_group": "provider_y",
"quality": 0.7702,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 11.431,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 9.323,
"max_latency_ms": 136928,
"minimum_quality": 0.7429
} | incident_response | synthetic-incident_response-002175 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 5.256,
"estimated_latency_ms": 77279,
"estimated_pass_rate": 0.6127,
"estimated_quality": 0.7707,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 9.... | {
"candidate_count": 4,
"pass_rate": 0.6127,
"quality": 0.7707,
"quality_target_met": true,
"utility": 58.233841
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":5.256,"estimated_latency_ms":77279,"estimated_pass_rate":0.6127,"estimated_quality":0.7707,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":9.323,"max_latency_ms":136928,"policy":"balanced","reason_codes":["comp... | {
"ambiguity": 0.7503,
"category": "operations",
"complexity": 0.907,
"consequence": 0.9252,
"evidence_need": 0.6091,
"family": "incident_response",
"input_tokens": 6960,
"request_id": "synthetic-incident_response-002175",
"reversibility": 0.174,
"risk": 0.8265,
"summary": "Plan immediate containm... | [
{
"credits_per_call": 10.007,
"id": "worker_a",
"p95_latency_ms": 53791,
"pass_rate": 0.9887,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.211,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 14.192,
"max_latency_ms": 136781,
"minimum_quality": 0.7571
} | incident_response | synthetic-incident_response-000479 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.204,
"estimated_latency_ms": 98267,
"estimated_pass_rate": 0.5642,
"estimated_quality": 0.781,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 14.... | {
"candidate_count": 5,
"pass_rate": 0.5642,
"quality": 0.781,
"quality_target_met": true,
"utility": 58.432987
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":4.204,"estimated_latency_ms":98267,"estimated_pass_rate":0.5642,"estimated_quality":0.781,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":14.192,"max_latency_ms":136781,"policy":"balanced","reason_codes":["comp... | {
"ambiguity": 0.7531,
"category": "operations",
"complexity": 0.8657,
"consequence": 0.6046,
"evidence_need": 0.785,
"family": "incident_response",
"input_tokens": 2120,
"request_id": "synthetic-incident_response-000479",
"reversibility": 0.356,
"risk": 0.5861,
"summary": "Prioritize actions duri... | [
{
"credits_per_call": 13.831,
"id": "worker_a",
"p95_latency_ms": 50155,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.9136,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.287,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 14.304,
"max_latency_ms": 103369,
"minimum_quality": 0.8855
} | feature_implementation | synthetic-feature_implementation-006891 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.229,
"estimated_latency_ms": 95923,
"estimated_pass_rate": 0.8055,
"estimated_quality": 0.832,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 14.... | {
"candidate_count": 4,
"pass_rate": 0.8055,
"quality": 0.832,
"quality_target_met": false,
"utility": 57.9344
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":4.229,"estimated_latency_ms":95923,"estimated_pass_rate":0.8055,"estimated_quality":0.832,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":14.304,"max_latency_ms":103369,"policy":"balanced","reason_codes":["best... | {
"ambiguity": 0.4717,
"category": "coding",
"complexity": 0.5184,
"consequence": 0.566,
"evidence_need": 0.6176,
"family": "feature_implementation",
"input_tokens": 200,
"request_id": "synthetic-feature_implementation-006891",
"reversibility": 0.5096,
"risk": 0.2906,
"summary": "Design an API for... | [
{
"credits_per_call": 0.985,
"id": "worker_a",
"p95_latency_ms": 29002,
"pass_rate": 0.604,
"provider_group": "provider_x",
"quality": 0.7256,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 15.085,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 19.652,
"max_latency_ms": 166116,
"minimum_quality": 0.9528
} | incident_response | synthetic-incident_response-020263 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.471,
"estimated_latency_ms": 149219,
"estimated_pass_rate": 0.7753,
"estimated_quality": 0.8813,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7753,
"quality": 0.8813,
"quality_target_met": false,
"utility": 72.218418
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":15.471,"estimated_latency_ms":149219,"estimated_pass_rate":0.7753,"estimated_quality":0.8813,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":19.652,"max_latency_ms":166116,"policy":"str... | {
"ambiguity": 0.538,
"category": "operations",
"complexity": 0.7138,
"consequence": 0.6766,
"evidence_need": 0.5845,
"family": "incident_response",
"input_tokens": 5360,
"request_id": "synthetic-incident_response-020263",
"reversibility": 0.4982,
"risk": 0.8389,
"summary": "Review an outage invol... | [
{
"credits_per_call": 3.116,
"id": "worker_a",
"p95_latency_ms": 73813,
"pass_rate": 0.784,
"provider_group": "provider_y",
"quality": 0.8857,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 11.434,
"id": "wor... |
{
"max_calls": 2,
"max_credits": 21.812,
"max_latency_ms": 254971,
"minimum_quality": 0.7441
} | incident_response | synthetic-incident_response-017519 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.513,
"estimated_latency_ms": 138222,
"estimated_pass_rate": 0.8953,
"estimated_quality": 0.9009,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8953,
"quality": 0.9009,
"quality_target_met": true,
"utility": 72.481835
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":17.513,"estimated_latency_ms":138222,"estimated_pass_rate":0.8953,"estimated_quality":0.9009,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":21.812,"max_latency_ms":254971,"policy":"balanced","reason_codes":["i... | {
"ambiguity": 0.502,
"category": "operations",
"complexity": 0.5352,
"consequence": 0.6842,
"evidence_need": 0.8995,
"family": "incident_response",
"input_tokens": 1480,
"request_id": "synthetic-incident_response-017519",
"reversibility": 0.2834,
"risk": 0.7136,
"summary": "Review an outage invol... | [
{
"credits_per_call": 3.472,
"id": "worker_a",
"p95_latency_ms": 78518,
"pass_rate": 0.7189,
"provider_group": "provider_z",
"quality": 0.8434,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 14.041,
"id": "worker_b",
"p95_... |
{
"max_calls": 2,
"max_credits": 10.823,
"max_latency_ms": 71894,
"minimum_quality": 0.8492
} | incident_response | synthetic-incident_response-014207 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.011,
"estimated_latency_ms": 64374,
"estimated_pass_rate": 0.6053,
"estimated_quality": 0.7909,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 10... | {
"candidate_count": 4,
"pass_rate": 0.6053,
"quality": 0.7909,
"quality_target_met": false,
"utility": 56.685136
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":4.011,"estimated_latency_ms":64374,"estimated_pass_rate":0.6053,"estimated_quality":0.7909,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":10.823,"max_latency_ms":71894,"policy":"balanced","reason_codes":["best... | {
"ambiguity": 0.5333,
"category": "operations",
"complexity": 0.7411,
"consequence": 0.6589,
"evidence_need": 0.7109,
"family": "incident_response",
"input_tokens": 7480,
"request_id": "synthetic-incident_response-014207",
"reversibility": 0.212,
"risk": 0.6251,
"summary": "Prioritize actions dur... | [
{
"credits_per_call": 12.657,
"id": "worker_a",
"p95_latency_ms": 92115,
"pass_rate": 0.9336,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.831,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 19.224,
"max_latency_ms": 188441,
"minimum_quality": 0.9369
} | debugging | synthetic-debugging-016308 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.653,
"estimated_latency_ms": 157485,
"estimated_pass_rate": 0.7716,
"estimated_quality": 0.9107,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7716,
"quality": 0.9107,
"quality_target_met": false,
"utility": 68.145809
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":17.653,"estimated_latency_ms":157485,"estimated_pass_rate":0.7716,"estimated_quality":0.9107,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":19.224,"max_latency_ms":188441,"policy":"str... | {
"ambiguity": 0.5439,
"category": "coding",
"complexity": 0.655,
"consequence": 0.2931,
"evidence_need": 0.6604,
"family": "debugging",
"input_tokens": 6280,
"request_id": "synthetic-debugging-016308",
"reversibility": 0.4859,
"risk": 0.4247,
"summary": "Find the root cause of a concurrency-sensi... | [
{
"credits_per_call": 0.93,
"id": "worker_a",
"p95_latency_ms": 21290,
"pass_rate": 0.6016,
"provider_group": "provider_x",
"quality": 0.7785,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 12.84,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 2,
"max_credits": 2.091,
"max_latency_ms": 35714,
"minimum_quality": 0.6711
} | product_tradeoff | synthetic-product_tradeoff-002096 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.871,
"estimated_latency_ms": 24992,
"estimated_pass_rate": 0.4862,
"estimated_quality": 0.6323,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.091,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4862,
"quality": 0.6323,
"quality_target_met": false,
"utility": 42.690753
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.871,"estimated_latency_ms":24992,"estimated_pass_rate":0.4862,"estimated_quality":0.6323,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.091,"max_latency_ms":35714,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.6645,
"category": "decision",
"complexity": 0.4667,
"consequence": 0.3391,
"evidence_need": 0.4923,
"family": "product_tradeoff",
"input_tokens": 2880,
"request_id": "synthetic-product_tradeoff-002096",
"reversibility": 0.8866,
"risk": 0.2132,
"summary": "Choose an implementation ... | [
{
"credits_per_call": 11.406,
"id": "worker_a",
"p95_latency_ms": 78874,
"pass_rate": 0.981,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.871,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 1.587,
"max_latency_ms": 53543,
"minimum_quality": 0.6559
} | debugging | synthetic-debugging-004804 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.798,
"estimated_latency_ms": 27099,
"estimated_pass_rate": 0.3125,
"estimated_quality": 0.6374,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.587,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3125,
"quality": 0.6374,
"quality_target_met": false,
"utility": 40.131927
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.798,"estimated_latency_ms":27099,"estimated_pass_rate":0.3125,"estimated_quality":0.6374,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.587,"max_latency_ms":53543,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.7921,
"category": "coding",
"complexity": 0.6236,
"consequence": 0.6574,
"evidence_need": 0.6859,
"family": "debugging",
"input_tokens": 7800,
"request_id": "synthetic-debugging-004804",
"reversibility": 0.5134,
"risk": 0.5615,
"summary": "Diagnose an intermittent failure in schem... | [
{
"credits_per_call": 0.798,
"id": "worker_a",
"p95_latency_ms": 27099,
"pass_rate": 0.4886,
"provider_group": "provider_y",
"quality": 0.7638,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 14.714,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 25.568,
"max_latency_ms": 249631,
"minimum_quality": 0.7872
} | incident_response | synthetic-incident_response-008935 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.077,
"estimated_latency_ms": 189427,
"estimated_pass_rate": 0.7383,
"estimated_quality": 0.9066,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7383,
"quality": 0.9066,
"quality_target_met": true,
"utility": 83.042342
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":19.077,"estimated_latency_ms":189427,"estimated_pass_rate":0.7383,"estimated_quality":0.9066,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":25.568,"max_latency_ms":249631,"policy":"str... | {
"ambiguity": 0.7142,
"category": "operations",
"complexity": 0.861,
"consequence": 0.8203,
"evidence_need": 0.8613,
"family": "incident_response",
"input_tokens": 4680,
"request_id": "synthetic-incident_response-008935",
"reversibility": 0.3153,
"risk": 0.8159,
"summary": "Prioritize actions dur... | [
{
"credits_per_call": 14.724,
"id": "worker_a",
"p95_latency_ms": 87025,
"pass_rate": 0.9395,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"drafting",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.183,
... |
{
"max_calls": 2,
"max_credits": 10.337,
"max_latency_ms": 210201,
"minimum_quality": 0.8413
} | research_synthesis | synthetic-research_synthesis-012645 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.97,
"estimated_latency_ms": 85386,
"estimated_pass_rate": 0.573,
"estimated_quality": 0.7405,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 10.3... | {
"candidate_count": 4,
"pass_rate": 0.573,
"quality": 0.7405,
"quality_target_met": false,
"utility": 49.667032
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":4.97,"estimated_latency_ms":85386,"estimated_pass_rate":0.573,"estimated_quality":0.7405,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":10.337,"max_latency_ms":210201,"policy":"balanced","reason_codes":["best_... | {
"ambiguity": 0.8867,
"category": "research",
"complexity": 0.7476,
"consequence": 0.2336,
"evidence_need": 0.9573,
"family": "research_synthesis",
"input_tokens": 3320,
"request_id": "synthetic-research_synthesis-012645",
"reversibility": 0.8872,
"risk": 0.5471,
"summary": "Produce a decision me... | [
{
"credits_per_call": 1.207,
"id": "worker_a",
"p95_latency_ms": 17823,
"pass_rate": 0.5432,
"provider_group": "provider_x",
"quality": 0.6388,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.763,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 2.513,
"max_latency_ms": 36685,
"minimum_quality": 0.6116
} | feature_implementation | synthetic-feature_implementation-004603 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.957,
"estimated_latency_ms": 19691,
"estimated_pass_rate": 0.3012,
"estimated_quality": 0.6009,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.513,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3012,
"quality": 0.6009,
"quality_target_met": false,
"utility": 38.652847
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.957,"estimated_latency_ms":19691,"estimated_pass_rate":0.3012,"estimated_quality":0.6009,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.513,"max_latency_ms":36685,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.3463,
"category": "coding",
"complexity": 0.8479,
"consequence": 0.4503,
"evidence_need": 0.5665,
"family": "feature_implementation",
"input_tokens": 4720,
"request_id": "synthetic-feature_implementation-004603",
"reversibility": 0.6993,
"risk": 0.5131,
"summary": "Patch a product... | [
{
"credits_per_call": 3.87,
"id": "worker_a",
"p95_latency_ms": 56018,
"pass_rate": 0.765,
"provider_group": "provider_x",
"quality": 0.8918,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.957,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 21.926,
"max_latency_ms": 222710,
"minimum_quality": 0.9067
} | debugging | synthetic-debugging-018028 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.467,
"estimated_latency_ms": 190207,
"estimated_pass_rate": 0.7709,
"estimated_quality": 0.919,
"finalizer": "worker_c",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7709,
"quality": 0.919,
"quality_target_met": true,
"utility": 71.179465
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":16.467,"estimated_latency_ms":190207,"estimated_pass_rate":0.7709,"estimated_quality":0.919,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":21.926,"max_latency_ms":222710,"policy":"stri... | {
"ambiguity": 0.4973,
"category": "coding",
"complexity": 0.5934,
"consequence": 0.3444,
"evidence_need": 0.5375,
"family": "debugging",
"input_tokens": 1200,
"request_id": "synthetic-debugging-018028",
"reversibility": 0.5636,
"risk": 0.6257,
"summary": "Explain why model routing fails only unde... | [
{
"credits_per_call": 0.986,
"id": "worker_a",
"p95_latency_ms": 31729,
"pass_rate": 0.6049,
"provider_group": "provider_z",
"quality": 0.7706,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 2.925,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 17.456,
"max_latency_ms": 125501,
"minimum_quality": 0.7267
} | feature_implementation | synthetic-feature_implementation-017323 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 13.581,
"estimated_latency_ms": 115421,
"estimated_pass_rate": 0.9075,
"estimated_quality": 0.9116,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.9075,
"quality": 0.9116,
"quality_target_met": true,
"utility": 68.581195
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":13.581,"estimated_latency_ms":115421,"estimated_pass_rate":0.9075,"estimated_quality":0.9116,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":17.456,"max_latency_ms":125501,"policy":"balanced","reason_codes":["i... | {
"ambiguity": 0.2819,
"category": "coding",
"complexity": 0.642,
"consequence": 0.4713,
"evidence_need": 0.4237,
"family": "feature_implementation",
"input_tokens": 4680,
"request_id": "synthetic-feature_implementation-017323",
"reversibility": 0.7252,
"risk": 0.5429,
"summary": "Design an API fo... | [
{
"credits_per_call": 3.58,
"id": "worker_a",
"p95_latency_ms": 49734,
"pass_rate": 0.7212,
"provider_group": "provider_x",
"quality": 0.918,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.914,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 1,
"max_credits": 2.456,
"max_latency_ms": 52089,
"minimum_quality": 0.7148
} | content_revision | synthetic-content_revision-000970 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.092,
"estimated_latency_ms": 28706,
"estimated_pass_rate": 0.4404,
"estimated_quality": 0.6484,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.456,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4404,
"quality": 0.6484,
"quality_target_met": false,
"utility": 41.948894
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":1.092,"estimated_latency_ms":28706,"estimated_pass_rate":0.4404,"estimated_quality":0.6484,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.456,"max_latency_ms":52089,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.2173,
"category": "writing",
"complexity": 0.4554,
"consequence": 0.0512,
"evidence_need": 0.1813,
"family": "content_revision",
"input_tokens": 2240,
"request_id": "synthetic-content_revision-000970",
"reversibility": 0.9065,
"risk": 0.1566,
"summary": "Edit documentation for rat... | [
{
"credits_per_call": 1.092,
"id": "worker_a",
"p95_latency_ms": 28706,
"pass_rate": 0.5212,
"provider_group": "provider_z",
"quality": 0.6766,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.257,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 13.654,
"max_latency_ms": 147986,
"minimum_quality": 0.8365
} | research_synthesis | synthetic-research_synthesis-004581 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 3.946,
"estimated_latency_ms": 63774,
"estimated_pass_rate": 0.5226,
"estimated_quality": 0.7589,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 13... | {
"candidate_count": 4,
"pass_rate": 0.5226,
"quality": 0.7589,
"quality_target_met": false,
"utility": 52.034713
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":3.946,"estimated_latency_ms":63774,"estimated_pass_rate":0.5226,"estimated_quality":0.7589,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":13.654,"max_latency_ms":147986,"policy":"balanced","reason_codes":["bes... | {
"ambiguity": 0.793,
"category": "research",
"complexity": 0.7297,
"consequence": 0.5764,
"evidence_need": 0.9052,
"family": "research_synthesis",
"input_tokens": 4520,
"request_id": "synthetic-research_synthesis-004581",
"reversibility": 0.8797,
"risk": 0.2544,
"summary": "Review competing appro... | [
{
"credits_per_call": 14.576,
"id": "worker_a",
"p95_latency_ms": 91505,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 2.905,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 7.465,
"max_latency_ms": 246241,
"minimum_quality": 0.7355
} | incident_response | synthetic-incident_response-008847 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.629,
"estimated_latency_ms": 109131,
"estimated_pass_rate": 0.6904,
"estimated_quality": 0.8322,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 7... | {
"candidate_count": 4,
"pass_rate": 0.6904,
"quality": 0.8322,
"quality_target_met": true,
"utility": 69.734972
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":4.629,"estimated_latency_ms":109131,"estimated_pass_rate":0.6904,"estimated_quality":0.8322,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":7.465,"max_latency_ms":246241,"policy":"balanced","reason_codes":["hig... | {
"ambiguity": 0.5236,
"category": "operations",
"complexity": 0.6411,
"consequence": 0.9726,
"evidence_need": 0.9067,
"family": "incident_response",
"input_tokens": 4160,
"request_id": "synthetic-incident_response-008847",
"reversibility": 0.2843,
"risk": 0.9028,
"summary": "Prioritize actions du... | [
{
"credits_per_call": 3.648,
"id": "worker_a",
"p95_latency_ms": 80997,
"pass_rate": 0.8307,
"provider_group": "provider_x",
"quality": 0.8871,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 12.354,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 23.872,
"max_latency_ms": 158437,
"minimum_quality": 0.8345
} | incident_response | synthetic-incident_response-009511 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.913,
"estimated_latency_ms": 151903,
"estimated_pass_rate": 0.7344,
"estimated_quality": 0.9057,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7344,
"quality": 0.9057,
"quality_target_met": true,
"utility": 79.612806
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":17.913,"estimated_latency_ms":151903,"estimated_pass_rate":0.7344,"estimated_quality":0.9057,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":23.872,"max_latency_ms":158437,"policy":"str... | {
"ambiguity": 0.6727,
"category": "operations",
"complexity": 0.636,
"consequence": 0.9623,
"evidence_need": 0.6529,
"family": "incident_response",
"input_tokens": 4800,
"request_id": "synthetic-incident_response-009511",
"reversibility": 0.2915,
"risk": 0.8905,
"summary": "Review an outage invol... | [
{
"credits_per_call": 0.938,
"id": "worker_a",
"p95_latency_ms": 28237,
"pass_rate": 0.5051,
"provider_group": "provider_x",
"quality": 0.6909,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.872,
"id": "worker_b",
"p95_late... |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.