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": 3,
"max_credits": 25.467,
"max_latency_ms": 172384,
"minimum_quality": 0.8981
} | research_synthesis | synthetic-research_synthesis-010957 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.936,
"estimated_latency_ms": 127901,
"estimated_pass_rate": 0.7313,
"estimated_quality": 0.9182,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7313,
"quality": 0.9182,
"quality_target_met": true,
"utility": 72.266468
} | 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":18.936,"estimated_latency_ms":127901,"estimated_pass_rate":0.7313,"estimated_quality":0.9182,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":25.467,"max_latency_ms":172384,"policy":"str... | {
"ambiguity": 0.7851,
"category": "research",
"complexity": 0.4805,
"consequence": 0.4962,
"evidence_need": 0.8132,
"family": "research_synthesis",
"input_tokens": 2600,
"request_id": "synthetic-research_synthesis-010957",
"reversibility": 0.8391,
"risk": 0.4582,
"summary": "Compare evidence for ... | [
{
"credits_per_call": 4.026,
"id": "worker_a",
"p95_latency_ms": 46865,
"pass_rate": 0.7766,
"provider_group": "provider_z",
"quality": 0.8026,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 13.997,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 20.515,
"max_latency_ms": 132608,
"minimum_quality": 0.7728
} | debugging | synthetic-debugging-008588 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.106,
"estimated_latency_ms": 119433,
"estimated_pass_rate": 0.8368,
"estimated_quality": 0.9103,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8368,
"quality": 0.9103,
"quality_target_met": true,
"utility": 66.462545
} | 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":16.106,"estimated_latency_ms":119433,"estimated_pass_rate":0.8368,"estimated_quality":0.9103,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":20.515,"max_latency_ms":132608,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.7843,
"category": "coding",
"complexity": 0.4572,
"consequence": 0.5865,
"evidence_need": 0.5773,
"family": "debugging",
"input_tokens": 2360,
"request_id": "synthetic-debugging-008588",
"reversibility": 0.7205,
"risk": 0.3204,
"summary": "Find the root cause of a concurrency-sens... | [
{
"credits_per_call": 12.526,
"id": "worker_a",
"p95_latency_ms": 59118,
"pass_rate": 0.8929,
"provider_group": "provider_y",
"quality": 0.9259,
"strengths": [
"coding",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.876,
"... |
{
"max_calls": 3,
"max_credits": 21.138,
"max_latency_ms": 190809,
"minimum_quality": 0.9388
} | incident_response | synthetic-incident_response-019479 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.868,
"estimated_latency_ms": 148294,
"estimated_pass_rate": 0.7612,
"estimated_quality": 0.9168,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7612,
"quality": 0.9168,
"quality_target_met": false,
"utility": 77.649711
} | 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":18.868,"estimated_latency_ms":148294,"estimated_pass_rate":0.7612,"estimated_quality":0.9168,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":21.138,"max_latency_ms":190809,"policy":"str... | {
"ambiguity": 0.355,
"category": "operations",
"complexity": 0.8358,
"consequence": 0.7147,
"evidence_need": 0.7037,
"family": "incident_response",
"input_tokens": 2920,
"request_id": "synthetic-incident_response-019479",
"reversibility": 0.2266,
"risk": 0.8644,
"summary": "Review an outage invol... | [
{
"credits_per_call": 1.215,
"id": "worker_a",
"p95_latency_ms": 22379,
"pass_rate": 0.5943,
"provider_group": "provider_x",
"quality": 0.773,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 4.192,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 2,
"max_credits": 23.231,
"max_latency_ms": 176349,
"minimum_quality": 0.8023
} | feature_implementation | synthetic-feature_implementation-000163 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.181,
"estimated_latency_ms": 160840,
"estimated_pass_rate": 0.8589,
"estimated_quality": 0.8919,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8589,
"quality": 0.8919,
"quality_target_met": true,
"utility": 66.680552
} | 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":18.181,"estimated_latency_ms":160840,"estimated_pass_rate":0.8589,"estimated_quality":0.8919,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":23.231,"max_latency_ms":176349,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.4525,
"category": "coding",
"complexity": 0.8185,
"consequence": 0.5386,
"evidence_need": 0.3481,
"family": "feature_implementation",
"input_tokens": 5800,
"request_id": "synthetic-feature_implementation-000163",
"reversibility": 0.4837,
"risk": 0.5935,
"summary": "Design an API f... | [
{
"credits_per_call": 3.876,
"id": "worker_a",
"p95_latency_ms": 73295,
"pass_rate": 0.7963,
"provider_group": "provider_z",
"quality": 0.8623,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 14.305,
"id": "worker_b",
"p95_... |
{
"max_calls": 2,
"max_credits": 19.241,
"max_latency_ms": 191143,
"minimum_quality": 0.8429
} | research_synthesis | synthetic-research_synthesis-017805 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.092,
"estimated_latency_ms": 129096,
"estimated_pass_rate": 0.8917,
"estimated_quality": 0.9665,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8917,
"quality": 0.9665,
"quality_target_met": true,
"utility": 71.818018
} | 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":17.092,"estimated_latency_ms":129096,"estimated_pass_rate":0.8917,"estimated_quality":0.9665,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":19.241,"max_latency_ms":191143,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.4768,
"category": "research",
"complexity": 0.4674,
"consequence": 0.3949,
"evidence_need": 0.9666,
"family": "research_synthesis",
"input_tokens": 4640,
"request_id": "synthetic-research_synthesis-017805",
"reversibility": 0.9322,
"risk": 0.4592,
"summary": "Produce a decision me... | [
{
"credits_per_call": 3.157,
"id": "worker_a",
"p95_latency_ms": 71555,
"pass_rate": 0.8406,
"provider_group": "provider_z",
"quality": 0.8868,
"strengths": [
"reasoning",
"review",
"synthesis",
"writing"
]
},
{
"credits_per_call": 13.935,
"id": "w... |
{
"max_calls": 2,
"max_credits": 11.441,
"max_latency_ms": 133353,
"minimum_quality": 0.7685
} | product_tradeoff | synthetic-product_tradeoff-008944 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 5.114,
"estimated_latency_ms": 76153,
"estimated_pass_rate": 0.7485,
"estimated_quality": 0.7965,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 11... | {
"candidate_count": 4,
"pass_rate": 0.7485,
"quality": 0.7965,
"quality_target_met": true,
"utility": 56.784202
} | 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":5.114,"estimated_latency_ms":76153,"estimated_pass_rate":0.7485,"estimated_quality":0.7965,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":11.441,"max_latency_ms":133353,"policy":"balanced","reason_codes":["ind... | {
"ambiguity": 0.5288,
"category": "decision",
"complexity": 0.6278,
"consequence": 0.2872,
"evidence_need": 0.6537,
"family": "product_tradeoff",
"input_tokens": 2200,
"request_id": "synthetic-product_tradeoff-008944",
"reversibility": 0.7245,
"risk": 0.1896,
"summary": "Evaluate build-versus-buy... | [
{
"credits_per_call": 1.149,
"id": "worker_a",
"p95_latency_ms": 20334,
"pass_rate": 0.5244,
"provider_group": "provider_z",
"quality": 0.7276,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.965,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 18.865,
"max_latency_ms": 130988,
"minimum_quality": 0.8918
} | data_analysis | synthetic-data_analysis-013550 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.889,
"estimated_latency_ms": 124880,
"estimated_pass_rate": 0.9167,
"estimated_quality": 0.9615,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.9167,
"quality": 0.9615,
"quality_target_met": true,
"utility": 72.118478
} | 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":14.889,"estimated_latency_ms":124880,"estimated_pass_rate":0.9167,"estimated_quality":0.9615,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":18.865,"max_latency_ms":130988,"policy":"balanced","reason_codes":["i... | {
"ambiguity": 0.5241,
"category": "analysis",
"complexity": 0.4388,
"consequence": 0.5153,
"evidence_need": 0.7663,
"family": "data_analysis",
"input_tokens": 1840,
"request_id": "synthetic-data_analysis-013550",
"reversibility": 0.7409,
"risk": 0.4945,
"summary": "Interpret a noisy metric shift ... | [
{
"credits_per_call": 2.894,
"id": "worker_a",
"p95_latency_ms": 59461,
"pass_rate": 0.8552,
"provider_group": "provider_z",
"quality": 0.8593,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.837,
"id": "worker_b",
"p95_l... |
{
"max_calls": 2,
"max_credits": 8.404,
"max_latency_ms": 199020,
"minimum_quality": 0.881
} | research_synthesis | synthetic-research_synthesis-014133 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.02,
"estimated_latency_ms": 79326,
"estimated_pass_rate": 0.5077,
"estimated_quality": 0.7461,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 8.4... | {
"candidate_count": 4,
"pass_rate": 0.5077,
"quality": 0.7461,
"quality_target_met": false,
"utility": 47.861008
} | 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":4.02,"estimated_latency_ms":79326,"estimated_pass_rate":0.5077,"estimated_quality":0.7461,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":8.404,"max_latency_ms":199020,"policy":"balanced","reason_codes":["best_... | {
"ambiguity": 0.6486,
"category": "research",
"complexity": 0.8014,
"consequence": 0.5674,
"evidence_need": 0.7217,
"family": "research_synthesis",
"input_tokens": 7480,
"request_id": "synthetic-research_synthesis-014133",
"reversibility": 0.9346,
"risk": 0.375,
"summary": "Review competing appro... | [
{
"credits_per_call": 15.406,
"id": "worker_a",
"p95_latency_ms": 88152,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.896,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 15.889,
"max_latency_ms": 199380,
"minimum_quality": 0.801
} | research_synthesis | synthetic-research_synthesis-018973 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.162,
"estimated_latency_ms": 152539,
"estimated_pass_rate": 0.7386,
"estimated_quality": 0.9283,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7386,
"quality": 0.9283,
"quality_target_met": true,
"utility": 71.133845
} | 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":14.162,"estimated_latency_ms":152539,"estimated_pass_rate":0.7386,"estimated_quality":0.9283,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":15.889,"max_latency_ms":199380,"policy":"str... | {
"ambiguity": 0.6856,
"category": "research",
"complexity": 0.6449,
"consequence": 0.4767,
"evidence_need": 0.9829,
"family": "research_synthesis",
"input_tokens": 5840,
"request_id": "synthetic-research_synthesis-018973",
"reversibility": 0.8913,
"risk": 0.2115,
"summary": "Produce a decision me... | [
{
"credits_per_call": 2.836,
"id": "worker_a",
"p95_latency_ms": 53789,
"pass_rate": 0.779,
"provider_group": "provider_x",
"quality": 0.8691,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 10.408,
"id": "worker_b",
"p95_l... |
{
"max_calls": 1,
"max_credits": 3.148,
"max_latency_ms": 49737,
"minimum_quality": 0.6394
} | direct_facts | synthetic-direct_facts-006313 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.913,
"estimated_latency_ms": 26381,
"estimated_pass_rate": 0.5227,
"estimated_quality": 0.7116,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.148,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.5227,
"quality": 0.7116,
"quality_target_met": true,
"utility": 51.724277
} | 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":0.913,"estimated_latency_ms":26381,"estimated_pass_rate":0.5227,"estimated_quality":0.7116,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.148,"max_latency_ms":49737,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.1039,
"category": "general",
"complexity": 0.2775,
"consequence": 0.1277,
"evidence_need": 0.0525,
"family": "direct_facts",
"input_tokens": 6880,
"request_id": "synthetic-direct_facts-006313",
"reversibility": 0.8692,
"risk": 0.0896,
"summary": "Return a concise explanation of AP... | [
{
"credits_per_call": 0.913,
"id": "worker_a",
"p95_latency_ms": 26381,
"pass_rate": 0.5693,
"provider_group": "provider_z",
"quality": 0.6952,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.804,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 12.216,
"max_latency_ms": 247571,
"minimum_quality": 0.8856
} | research_synthesis | synthetic-research_synthesis-003781 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 3.746,
"estimated_latency_ms": 109254,
"estimated_pass_rate": 0.5444,
"estimated_quality": 0.7724,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 1... | {
"candidate_count": 4,
"pass_rate": 0.5444,
"quality": 0.7724,
"quality_target_met": false,
"utility": 52.319698
} | 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":3.746,"estimated_latency_ms":109254,"estimated_pass_rate":0.5444,"estimated_quality":0.7724,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":12.216,"max_latency_ms":247571,"policy":"balanced","reason_codes":["be... | {
"ambiguity": 0.8744,
"category": "research",
"complexity": 0.6427,
"consequence": 0.4907,
"evidence_need": 0.8127,
"family": "research_synthesis",
"input_tokens": 2520,
"request_id": "synthetic-research_synthesis-003781",
"reversibility": 0.8075,
"risk": 0.4259,
"summary": "Compare evidence for ... | [
{
"credits_per_call": 2.952,
"id": "worker_a",
"p95_latency_ms": 78437,
"pass_rate": 0.8835,
"provider_group": "provider_z",
"quality": 0.8331,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.794,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 19.975,
"max_latency_ms": 196949,
"minimum_quality": 0.8713
} | debugging | synthetic-debugging-014396 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.685,
"estimated_latency_ms": 175888,
"estimated_pass_rate": 0.7708,
"estimated_quality": 0.9175,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7708,
"quality": 0.9175,
"quality_target_met": true,
"utility": 70.103152
} | 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":18.685,"estimated_latency_ms":175888,"estimated_pass_rate":0.7708,"estimated_quality":0.9175,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":19.975,"max_latency_ms":196949,"policy":"str... | {
"ambiguity": 0.7581,
"category": "coding",
"complexity": 0.542,
"consequence": 0.5881,
"evidence_need": 0.6761,
"family": "debugging",
"input_tokens": 6000,
"request_id": "synthetic-debugging-014396",
"reversibility": 0.4642,
"risk": 0.3595,
"summary": "Diagnose an intermittent failure in observ... | [
{
"credits_per_call": 3.945,
"id": "worker_a",
"p95_latency_ms": 57363,
"pass_rate": 0.8389,
"provider_group": "provider_x",
"quality": 0.8454,
"strengths": [
"coding",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 13.521,
"id": "work... |
{
"max_calls": 3,
"max_credits": 20.65,
"max_latency_ms": 220019,
"minimum_quality": 0.8962
} | research_synthesis | synthetic-research_synthesis-005557 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.816,
"estimated_latency_ms": 193033,
"estimated_pass_rate": 0.7062,
"estimated_quality": 0.9096,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7062,
"quality": 0.9096,
"quality_target_met": true,
"utility": 70.42643
} | 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":16.816,"estimated_latency_ms":193033,"estimated_pass_rate":0.7062,"estimated_quality":0.9096,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":20.65,"max_latency_ms":220019,"policy":"stri... | {
"ambiguity": 0.6937,
"category": "research",
"complexity": 0.78,
"consequence": 0.3259,
"evidence_need": 0.8474,
"family": "research_synthesis",
"input_tokens": 5320,
"request_id": "synthetic-research_synthesis-005557",
"reversibility": 0.9188,
"risk": 0.2656,
"summary": "Produce a decision memo... | [
{
"credits_per_call": 3.389,
"id": "worker_a",
"p95_latency_ms": 78372,
"pass_rate": 0.8176,
"provider_group": "provider_y",
"quality": 0.8349,
"strengths": [
"reasoning",
"review",
"synthesis",
"writing"
]
},
{
"credits_per_call": 12.387,
"id": "w... |
{
"max_calls": 2,
"max_credits": 8.33,
"max_latency_ms": 214867,
"minimum_quality": 0.7918
} | feature_implementation | synthetic-feature_implementation-011227 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.331,
"estimated_latency_ms": 96893,
"estimated_pass_rate": 0.5747,
"estimated_quality": 0.7682,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 8.... | {
"candidate_count": 4,
"pass_rate": 0.5747,
"quality": 0.7682,
"quality_target_met": false,
"utility": 54.880454
} | 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":4.331,"estimated_latency_ms":96893,"estimated_pass_rate":0.5747,"estimated_quality":0.7682,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":8.33,"max_latency_ms":214867,"policy":"balanced","reason_codes":["best_... | {
"ambiguity": 0.5453,
"category": "coding",
"complexity": 0.659,
"consequence": 0.563,
"evidence_need": 0.4939,
"family": "feature_implementation",
"input_tokens": 400,
"request_id": "synthetic-feature_implementation-011227",
"reversibility": 0.5156,
"risk": 0.4205,
"summary": "Implement database... | [
{
"credits_per_call": 10.623,
"id": "worker_a",
"p95_latency_ms": 57766,
"pass_rate": 0.8972,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.059,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 20.194,
"max_latency_ms": 200472,
"minimum_quality": 0.9584
} | incident_response | synthetic-incident_response-015831 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.081,
"estimated_latency_ms": 161004,
"estimated_pass_rate": 0.7722,
"estimated_quality": 0.8988,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7722,
"quality": 0.8988,
"quality_target_met": false,
"utility": 75.15473
} | 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":15.081,"estimated_latency_ms":161004,"estimated_pass_rate":0.7722,"estimated_quality":0.8988,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":20.194,"max_latency_ms":200472,"policy":"str... | {
"ambiguity": 0.5466,
"category": "operations",
"complexity": 0.6402,
"consequence": 0.5783,
"evidence_need": 0.8449,
"family": "incident_response",
"input_tokens": 1280,
"request_id": "synthetic-incident_response-015831",
"reversibility": 0.373,
"risk": 0.8775,
"summary": "Plan immediate contain... | [
{
"credits_per_call": 3.037,
"id": "worker_a",
"p95_latency_ms": 67188,
"pass_rate": 0.8418,
"provider_group": "provider_x",
"quality": 0.8767,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.186,
"id": "wor... |
{
"max_calls": 2,
"max_credits": 8.311,
"max_latency_ms": 114141,
"minimum_quality": 0.8232
} | feature_implementation | synthetic-feature_implementation-012467 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 3.964,
"estimated_latency_ms": 91057,
"estimated_pass_rate": 0.6895,
"estimated_quality": 0.8538,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 8.... | {
"candidate_count": 4,
"pass_rate": 0.6895,
"quality": 0.8538,
"quality_target_met": true,
"utility": 58.969563
} | 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":3.964,"estimated_latency_ms":91057,"estimated_pass_rate":0.6895,"estimated_quality":0.8538,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":8.311,"max_latency_ms":114141,"policy":"balanced","reason_codes":["inde... | {
"ambiguity": 0.5238,
"category": "coding",
"complexity": 0.5289,
"consequence": 0.5815,
"evidence_need": 0.6077,
"family": "feature_implementation",
"input_tokens": 7480,
"request_id": "synthetic-feature_implementation-012467",
"reversibility": 0.7408,
"risk": 0.431,
"summary": "Patch a producti... | [
{
"credits_per_call": 14.837,
"id": "worker_a",
"p95_latency_ms": 83986,
"pass_rate": 0.9097,
"provider_group": "provider_x",
"quality": 0.9256,
"strengths": [
"coding",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.083,
"... |
{
"max_calls": 2,
"max_credits": 7.134,
"max_latency_ms": 128180,
"minimum_quality": 0.8826
} | incident_response | synthetic-incident_response-016199 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.678,
"estimated_latency_ms": 90883,
"estimated_pass_rate": 0.6807,
"estimated_quality": 0.8589,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 7.... | {
"candidate_count": 4,
"pass_rate": 0.6807,
"quality": 0.8589,
"quality_target_met": false,
"utility": 59.504207
} | 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":4.678,"estimated_latency_ms":90883,"estimated_pass_rate":0.6807,"estimated_quality":0.8589,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":7.134,"max_latency_ms":128180,"policy":"balanced","reason_codes":["best... | {
"ambiguity": 0.3884,
"category": "operations",
"complexity": 0.5865,
"consequence": 0.6596,
"evidence_need": 0.6328,
"family": "incident_response",
"input_tokens": 4960,
"request_id": "synthetic-incident_response-016199",
"reversibility": 0.2208,
"risk": 0.721,
"summary": "Review an outage invol... | [
{
"credits_per_call": 0.948,
"id": "worker_a",
"p95_latency_ms": 30593,
"pass_rate": 0.6176,
"provider_group": "provider_y",
"quality": 0.7232,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.73,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 3,
"max_credits": 24.436,
"max_latency_ms": 252373,
"minimum_quality": 0.9541
} | research_synthesis | synthetic-research_synthesis-008533 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.188,
"estimated_latency_ms": 178614,
"estimated_pass_rate": 0.7252,
"estimated_quality": 0.9178,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7252,
"quality": 0.9178,
"quality_target_met": false,
"utility": 70.737676
} | 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":18.188,"estimated_latency_ms":178614,"estimated_pass_rate":0.7252,"estimated_quality":0.9178,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":24.436,"max_latency_ms":252373,"policy":"str... | {
"ambiguity": 0.7882,
"category": "research",
"complexity": 0.7254,
"consequence": 0.4647,
"evidence_need": 0.6192,
"family": "research_synthesis",
"input_tokens": 7840,
"request_id": "synthetic-research_synthesis-008533",
"reversibility": 0.8643,
"risk": 0.2986,
"summary": "Produce a decision me... | [
{
"credits_per_call": 2.864,
"id": "worker_a",
"p95_latency_ms": 77391,
"pass_rate": 0.8105,
"provider_group": "provider_x",
"quality": 0.8972,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 14.325,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 17.516,
"max_latency_ms": 232862,
"minimum_quality": 0.8471
} | feature_implementation | synthetic-feature_implementation-018387 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.116,
"estimated_latency_ms": 178845,
"estimated_pass_rate": 0.7795,
"estimated_quality": 0.8976,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7795,
"quality": 0.8976,
"quality_target_met": true,
"utility": 69.82323
} | 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":17.116,"estimated_latency_ms":178845,"estimated_pass_rate":0.7795,"estimated_quality":0.8976,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":17.516,"max_latency_ms":232862,"policy":"str... | {
"ambiguity": 0.5336,
"category": "coding",
"complexity": 0.7135,
"consequence": 0.6472,
"evidence_need": 0.2902,
"family": "feature_implementation",
"input_tokens": 4040,
"request_id": "synthetic-feature_implementation-018387",
"reversibility": 0.7772,
"risk": 0.5467,
"summary": "Patch a product... | [
{
"credits_per_call": 4.2,
"id": "worker_a",
"p95_latency_ms": 60212,
"pass_rate": 0.8096,
"provider_group": "provider_x",
"quality": 0.8547,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.907,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 17.23,
"max_latency_ms": 216033,
"minimum_quality": 0.8179
} | research_synthesis | synthetic-research_synthesis-012821 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.296,
"estimated_latency_ms": 159967,
"estimated_pass_rate": 0.7567,
"estimated_quality": 0.9166,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7567,
"quality": 0.9166,
"quality_target_met": true,
"utility": 71.149462
} | 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":15.296,"estimated_latency_ms":159967,"estimated_pass_rate":0.7567,"estimated_quality":0.9166,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":17.23,"max_latency_ms":216033,"policy":"stri... | {
"ambiguity": 0.7863,
"category": "research",
"complexity": 0.5642,
"consequence": 0.2105,
"evidence_need": 0.8097,
"family": "research_synthesis",
"input_tokens": 920,
"request_id": "synthetic-research_synthesis-012821",
"reversibility": 0.982,
"risk": 0.4394,
"summary": "Produce a decision memo... | [
{
"credits_per_call": 1.093,
"id": "worker_a",
"p95_latency_ms": 19664,
"pass_rate": 0.5251,
"provider_group": "provider_y",
"quality": 0.6304,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 11.267,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 8.799,
"max_latency_ms": 170171,
"minimum_quality": 0.8902
} | incident_response | synthetic-incident_response-007567 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.953,
"estimated_latency_ms": 102779,
"estimated_pass_rate": 0.6077,
"estimated_quality": 0.8315,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 8... | {
"candidate_count": 4,
"pass_rate": 0.6077,
"quality": 0.8315,
"quality_target_met": false,
"utility": 59.368642
} | 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":4.953,"estimated_latency_ms":102779,"estimated_pass_rate":0.6077,"estimated_quality":0.8315,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":8.799,"max_latency_ms":170171,"policy":"balanced","reason_codes":["bes... | {
"ambiguity": 0.5877,
"category": "operations",
"complexity": 0.5648,
"consequence": 0.7421,
"evidence_need": 0.5095,
"family": "incident_response",
"input_tokens": 6080,
"request_id": "synthetic-incident_response-007567",
"reversibility": 0.4375,
"risk": 0.643,
"summary": "Prioritize actions dur... | [
{
"credits_per_call": 4.094,
"id": "worker_a",
"p95_latency_ms": 82470,
"pass_rate": 0.8029,
"provider_group": "provider_y",
"quality": 0.9096,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 14.587,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 17.768,
"max_latency_ms": 164813,
"minimum_quality": 0.8866
} | research_synthesis | synthetic-research_synthesis-013373 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.613,
"estimated_latency_ms": 144420,
"estimated_pass_rate": 0.7377,
"estimated_quality": 0.9246,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7377,
"quality": 0.9246,
"quality_target_met": true,
"utility": 74.725445
} | 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":15.613,"estimated_latency_ms":144420,"estimated_pass_rate":0.7377,"estimated_quality":0.9246,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":17.768,"max_latency_ms":164813,"policy":"str... | {
"ambiguity": 0.5407,
"category": "research",
"complexity": 0.8407,
"consequence": 0.5508,
"evidence_need": 0.9311,
"family": "research_synthesis",
"input_tokens": 6480,
"request_id": "synthetic-research_synthesis-013373",
"reversibility": 0.8637,
"risk": 0.459,
"summary": "Compare evidence for a... | [
{
"credits_per_call": 1.155,
"id": "worker_a",
"p95_latency_ms": 30967,
"pass_rate": 0.5097,
"provider_group": "provider_z",
"quality": 0.7117,
"strengths": [
"coding",
"drafting",
"speed",
"synthesis"
]
},
{
"credits_per_call": 10.63,
"id": "worke... |
{
"max_calls": 1,
"max_credits": 1.27,
"max_latency_ms": 50887,
"minimum_quality": 0.4901
} | feature_implementation | synthetic-feature_implementation-008523 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.954,
"estimated_latency_ms": 27184,
"estimated_pass_rate": 0.4513,
"estimated_quality": 0.7105,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.27,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.4513,
"quality": 0.7105,
"quality_target_met": true,
"utility": 46.768718
} | 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":0.954,"estimated_latency_ms":27184,"estimated_pass_rate":0.4513,"estimated_quality":0.7105,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.27,"max_latency_ms":50887,"policy":"lean","reason_codes":["single_call_suffi... | {
"ambiguity": 0.2763,
"category": "coding",
"complexity": 0.5135,
"consequence": 0.5451,
"evidence_need": 0.4386,
"family": "feature_implementation",
"input_tokens": 7440,
"request_id": "synthetic-feature_implementation-008523",
"reversibility": 0.7721,
"risk": 0.312,
"summary": "Design an API fo... | [
{
"credits_per_call": 10.945,
"id": "worker_a",
"p95_latency_ms": 51768,
"pass_rate": 0.887,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 4.129,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 3.133,
"max_latency_ms": 31776,
"minimum_quality": 0.4929
} | research_synthesis | synthetic-research_synthesis-008133 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.988,
"estimated_latency_ms": 22882,
"estimated_pass_rate": 0.3761,
"estimated_quality": 0.5934,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.133,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3761,
"quality": 0.5934,
"quality_target_met": true,
"utility": 39.993167
} | 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":0.988,"estimated_latency_ms":22882,"estimated_pass_rate":0.3761,"estimated_quality":0.5934,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.133,"max_latency_ms":31776,"policy":"lean","reason_codes":["complex_task","i... | {
"ambiguity": 0.5316,
"category": "research",
"complexity": 0.7606,
"consequence": 0.2465,
"evidence_need": 0.9199,
"family": "research_synthesis",
"input_tokens": 840,
"request_id": "synthetic-research_synthesis-008133",
"reversibility": 0.8254,
"risk": 0.4144,
"summary": "Produce a decision mem... | [
{
"credits_per_call": 10.581,
"id": "worker_a",
"p95_latency_ms": 84950,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.988,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 8.413,
"max_latency_ms": 102200,
"minimum_quality": 0.8264
} | incident_response | synthetic-incident_response-011711 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.227,
"estimated_latency_ms": 99398,
"estimated_pass_rate": 0.6985,
"estimated_quality": 0.8354,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 8.... | {
"candidate_count": 4,
"pass_rate": 0.6985,
"quality": 0.8354,
"quality_target_met": true,
"utility": 62.242617
} | 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":4.227,"estimated_latency_ms":99398,"estimated_pass_rate":0.6985,"estimated_quality":0.8354,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":8.413,"max_latency_ms":102200,"policy":"balanced","reason_codes":["high... | {
"ambiguity": 0.4398,
"category": "operations",
"complexity": 0.6611,
"consequence": 0.7641,
"evidence_need": 0.5601,
"family": "incident_response",
"input_tokens": 7240,
"request_id": "synthetic-incident_response-011711",
"reversibility": 0.2169,
"risk": 0.8534,
"summary": "Review an outage invo... | [
{
"credits_per_call": 0.781,
"id": "worker_a",
"p95_latency_ms": 31842,
"pass_rate": 0.5885,
"provider_group": "provider_x",
"quality": 0.7731,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 10.467,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 18.718,
"max_latency_ms": 195988,
"minimum_quality": 0.8837
} | debugging | synthetic-debugging-020180 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.095,
"estimated_latency_ms": 167450,
"estimated_pass_rate": 0.7387,
"estimated_quality": 0.9001,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7387,
"quality": 0.9001,
"quality_target_met": true,
"utility": 72.587268
} | 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":16.095,"estimated_latency_ms":167450,"estimated_pass_rate":0.7387,"estimated_quality":0.9001,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":18.718,"max_latency_ms":195988,"policy":"str... | {
"ambiguity": 0.5935,
"category": "coding",
"complexity": 0.8422,
"consequence": 0.3597,
"evidence_need": 0.5978,
"family": "debugging",
"input_tokens": 7920,
"request_id": "synthetic-debugging-020180",
"reversibility": 0.7378,
"risk": 0.6195,
"summary": "Find the root cause of a concurrency-sens... | [
{
"credits_per_call": 0.853,
"id": "worker_a",
"p95_latency_ms": 19451,
"pass_rate": 0.5314,
"provider_group": "provider_z",
"quality": 0.6805,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.311,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 19.468,
"max_latency_ms": 201607,
"minimum_quality": 0.9544
} | feature_implementation | synthetic-feature_implementation-020731 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.327,
"estimated_latency_ms": 180886,
"estimated_pass_rate": 0.7594,
"estimated_quality": 0.9184,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7594,
"quality": 0.9184,
"quality_target_met": false,
"utility": 68.982793
} | 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":17.327,"estimated_latency_ms":180886,"estimated_pass_rate":0.7594,"estimated_quality":0.9184,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":19.468,"max_latency_ms":201607,"policy":"str... | {
"ambiguity": 0.4992,
"category": "coding",
"complexity": 0.8323,
"consequence": 0.3153,
"evidence_need": 0.5473,
"family": "feature_implementation",
"input_tokens": 6360,
"request_id": "synthetic-feature_implementation-020731",
"reversibility": 0.7639,
"risk": 0.4062,
"summary": "Implement webho... | [
{
"credits_per_call": 1.172,
"id": "worker_a",
"p95_latency_ms": 24143,
"pass_rate": 0.5494,
"provider_group": "provider_z",
"quality": 0.7321,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.29,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 3,
"max_credits": 9.069,
"max_latency_ms": 154946,
"minimum_quality": 0.734
} | debugging | synthetic-debugging-016948 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 3.959,
"estimated_latency_ms": 106577,
"estimated_pass_rate": 0.6723,
"estimated_quality": 0.8396,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 9... | {
"candidate_count": 4,
"pass_rate": 0.6723,
"quality": 0.8396,
"quality_target_met": true,
"utility": 58.74055
} | 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":3.959,"estimated_latency_ms":106577,"estimated_pass_rate":0.6723,"estimated_quality":0.8396,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":9.069,"max_latency_ms":154946,"policy":"balanced","reason_codes":["ind... | {
"ambiguity": 0.5337,
"category": "coding",
"complexity": 0.6956,
"consequence": 0.4203,
"evidence_need": 0.4897,
"family": "debugging",
"input_tokens": 800,
"request_id": "synthetic-debugging-016948",
"reversibility": 0.5022,
"risk": 0.3535,
"summary": "Diagnose an intermittent failure in usage ... | [
{
"credits_per_call": 1.198,
"id": "worker_a",
"p95_latency_ms": 24989,
"pass_rate": 0.5866,
"provider_group": "provider_z",
"quality": 0.793,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 2.761,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 3,
"max_credits": 20.886,
"max_latency_ms": 167525,
"minimum_quality": 0.8447
} | incident_response | synthetic-incident_response-012431 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.811,
"estimated_latency_ms": 127406,
"estimated_pass_rate": 0.744,
"estimated_quality": 0.923,
"finalizer": "worker_b",
"independent_verification":... | {
"candidate_count": 15,
"pass_rate": 0.744,
"quality": 0.923,
"quality_target_met": true,
"utility": 81.705713
} | 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":16.811,"estimated_latency_ms":127406,"estimated_pass_rate":0.744,"estimated_quality":0.923,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":20.886,"max_latency_ms":167525,"policy":"stric... | {
"ambiguity": 0.768,
"category": "operations",
"complexity": 0.8194,
"consequence": 0.5865,
"evidence_need": 0.7985,
"family": "incident_response",
"input_tokens": 5200,
"request_id": "synthetic-incident_response-012431",
"reversibility": 0.4475,
"risk": 0.866,
"summary": "Prioritize actions duri... | [
{
"credits_per_call": 3.846,
"id": "worker_a",
"p95_latency_ms": 55490,
"pass_rate": 0.8792,
"provider_group": "provider_y",
"quality": 0.7959,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 11.98,
"id": "wor... |
{
"max_calls": 1,
"max_credits": 1.944,
"max_latency_ms": 47365,
"minimum_quality": 0.6721
} | feature_implementation | synthetic-feature_implementation-001331 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.902,
"estimated_latency_ms": 28457,
"estimated_pass_rate": 0.4137,
"estimated_quality": 0.6683,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.944,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4137,
"quality": 0.6683,
"quality_target_met": false,
"utility": 44.838547
} | 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":0.902,"estimated_latency_ms":28457,"estimated_pass_rate":0.4137,"estimated_quality":0.6683,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.944,"max_latency_ms":47365,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.3063,
"category": "coding",
"complexity": 0.4894,
"consequence": 0.5064,
"evidence_need": 0.4358,
"family": "feature_implementation",
"input_tokens": 3080,
"request_id": "synthetic-feature_implementation-001331",
"reversibility": 0.7177,
"risk": 0.4392,
"summary": "Patch a product... | [
{
"credits_per_call": 3.062,
"id": "worker_a",
"p95_latency_ms": 79171,
"pass_rate": 0.8843,
"provider_group": "provider_y",
"quality": 0.8559,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.902,
"id": "worker_b",
"p95_l... |
{
"max_calls": 2,
"max_credits": 2.561,
"max_latency_ms": 25788,
"minimum_quality": 0.5958
} | feature_implementation | synthetic-feature_implementation-008219 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.055,
"estimated_latency_ms": 24244,
"estimated_pass_rate": 0.4197,
"estimated_quality": 0.6489,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.561,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4197,
"quality": 0.6489,
"quality_target_met": true,
"utility": 42.770688
} | 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":1.055,"estimated_latency_ms":24244,"estimated_pass_rate":0.4197,"estimated_quality":0.6489,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.561,"max_latency_ms":25788,"policy":"lean","reason_codes":["latency_constrai... | {
"ambiguity": 0.4655,
"category": "coding",
"complexity": 0.6158,
"consequence": 0.3852,
"evidence_need": 0.3169,
"family": "feature_implementation",
"input_tokens": 4560,
"request_id": "synthetic-feature_implementation-008219",
"reversibility": 0.6804,
"risk": 0.4941,
"summary": "Implement API-k... | [
{
"credits_per_call": 1.055,
"id": "worker_a",
"p95_latency_ms": 24244,
"pass_rate": 0.5647,
"provider_group": "provider_z",
"quality": 0.7471,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 9.917,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 3.259,
"max_latency_ms": 38801,
"minimum_quality": 0.5806
} | content_revision | synthetic-content_revision-004106 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.029,
"estimated_latency_ms": 27961,
"estimated_pass_rate": 0.3767,
"estimated_quality": 0.6588,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.259,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3767,
"quality": 0.6588,
"quality_target_met": true,
"utility": 44.056697
} | 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":1.029,"estimated_latency_ms":27961,"estimated_pass_rate":0.3767,"estimated_quality":0.6588,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.259,"max_latency_ms":38801,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.2766,
"category": "writing",
"complexity": 0.2959,
"consequence": 0.0552,
"evidence_need": 0.2491,
"family": "content_revision",
"input_tokens": 7760,
"request_id": "synthetic-content_revision-004106",
"reversibility": 0.8565,
"risk": 0.121,
"summary": "Tighten a product explanati... | [
{
"credits_per_call": 14.32,
"id": "worker_a",
"p95_latency_ms": 51831,
"pass_rate": 0.9516,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.029,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 2.999,
"max_latency_ms": 30526,
"minimum_quality": 0.7336
} | direct_facts | synthetic-direct_facts-005337 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.029,
"estimated_latency_ms": 24047,
"estimated_pass_rate": 0.5574,
"estimated_quality": 0.8083,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.999,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.5574,
"quality": 0.8083,
"quality_target_met": true,
"utility": 56.988103
} | 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":1.029,"estimated_latency_ms":24047,"estimated_pass_rate":0.5574,"estimated_quality":0.8083,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.999,"max_latency_ms":30526,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.1041,
"category": "general",
"complexity": 0.0957,
"consequence": 0.1946,
"evidence_need": 0.0982,
"family": "direct_facts",
"input_tokens": 6280,
"request_id": "synthetic-direct_facts-005337",
"reversibility": 0.8473,
"risk": 0.0862,
"summary": "Return a concise explanation of OA... | [
{
"credits_per_call": 4.038,
"id": "worker_a",
"p95_latency_ms": 80127,
"pass_rate": 0.7418,
"provider_group": "provider_z",
"quality": 0.8276,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 13.586,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 17.683,
"max_latency_ms": 203808,
"minimum_quality": 0.899
} | data_analysis | synthetic-data_analysis-009742 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.246,
"estimated_latency_ms": 145837,
"estimated_pass_rate": 0.9094,
"estimated_quality": 0.9484,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 15,
"pass_rate": 0.9094,
"quality": 0.9484,
"quality_target_met": true,
"utility": 70.66932
} | 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":15.246,"estimated_latency_ms":145837,"estimated_pass_rate":0.9094,"estimated_quality":0.9484,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":17.683,"max_latency_ms":203808,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.5993,
"category": "analysis",
"complexity": 0.5986,
"consequence": 0.4252,
"evidence_need": 0.524,
"family": "data_analysis",
"input_tokens": 1080,
"request_id": "synthetic-data_analysis-009742",
"reversibility": 0.679,
"risk": 0.4259,
"summary": "Analyze a dataset about schema ev... | [
{
"credits_per_call": 3.989,
"id": "worker_a",
"p95_latency_ms": 54374,
"pass_rate": 0.8748,
"provider_group": "provider_z",
"quality": 0.9705,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.993,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 16.633,
"max_latency_ms": 178627,
"minimum_quality": 0.8833
} | incident_response | synthetic-incident_response-019935 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.438,
"estimated_latency_ms": 131341,
"estimated_pass_rate": 0.73,
"estimated_quality": 0.891,
"finalizer": "worker_c",
"independent_verification": ... | {
"candidate_count": 15,
"pass_rate": 0.73,
"quality": 0.891,
"quality_target_met": true,
"utility": 79.656374
} | 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":14.438,"estimated_latency_ms":131341,"estimated_pass_rate":0.73,"estimated_quality":0.891,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":16.633,"max_latency_ms":178627,"policy":"strict... | {
"ambiguity": 0.7678,
"category": "operations",
"complexity": 0.8035,
"consequence": 0.6121,
"evidence_need": 0.8361,
"family": "incident_response",
"input_tokens": 5480,
"request_id": "synthetic-incident_response-019935",
"reversibility": 0.3063,
"risk": 0.8862,
"summary": "Review an outage invo... | [
{
"credits_per_call": 2.875,
"id": "worker_a",
"p95_latency_ms": 49575,
"pass_rate": 0.7514,
"provider_group": "provider_z",
"quality": 0.8751,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.098,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 18.333,
"max_latency_ms": 189066,
"minimum_quality": 0.8542
} | incident_response | synthetic-incident_response-002095 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.803,
"estimated_latency_ms": 162851,
"estimated_pass_rate": 0.7238,
"estimated_quality": 0.8863,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7238,
"quality": 0.8863,
"quality_target_met": true,
"utility": 72.048124
} | 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":16.803,"estimated_latency_ms":162851,"estimated_pass_rate":0.7238,"estimated_quality":0.8863,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":18.333,"max_latency_ms":189066,"policy":"str... | {
"ambiguity": 0.7641,
"category": "operations",
"complexity": 0.5371,
"consequence": 0.7278,
"evidence_need": 0.7625,
"family": "incident_response",
"input_tokens": 1600,
"request_id": "synthetic-incident_response-002095",
"reversibility": 0.5176,
"risk": 0.6257,
"summary": "Review an outage invo... | [
{
"credits_per_call": 1.16,
"id": "worker_a",
"p95_latency_ms": 19540,
"pass_rate": 0.5216,
"provider_group": "provider_z",
"quality": 0.7949,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 12,
"id": "worker_b",
"p95_latency_... |
{
"max_calls": 3,
"max_credits": 20.448,
"max_latency_ms": 195636,
"minimum_quality": 0.9049
} | research_synthesis | synthetic-research_synthesis-018613 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.05,
"estimated_latency_ms": 150479,
"estimated_pass_rate": 0.7063,
"estimated_quality": 0.9205,
"finalizer": "worker_c",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7063,
"quality": 0.9205,
"quality_target_met": true,
"utility": 73.052684
} | 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":19.05,"estimated_latency_ms":150479,"estimated_pass_rate":0.7063,"estimated_quality":0.9205,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":20.448,"max_latency_ms":195636,"policy":"stri... | {
"ambiguity": 0.7548,
"category": "research",
"complexity": 0.7825,
"consequence": 0.5282,
"evidence_need": 0.8095,
"family": "research_synthesis",
"input_tokens": 7800,
"request_id": "synthetic-research_synthesis-018613",
"reversibility": 0.7645,
"risk": 0.3837,
"summary": "Review competing appr... | [
{
"credits_per_call": 3.045,
"id": "worker_a",
"p95_latency_ms": 45271,
"pass_rate": 0.7899,
"provider_group": "provider_x",
"quality": 0.8877,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.082,
"id": "worker_b",
"p95_l... |
{
"max_calls": 1,
"max_credits": 2.006,
"max_latency_ms": 33937,
"minimum_quality": 0.7326
} | incident_response | synthetic-incident_response-000511 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.018,
"estimated_latency_ms": 18420,
"estimated_pass_rate": 0.3406,
"estimated_quality": 0.6208,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.006,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3406,
"quality": 0.6208,
"quality_target_met": false,
"utility": 13.229924
} | 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":1.018,"estimated_latency_ms":18420,"estimated_pass_rate":0.3406,"estimated_quality":0.6208,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.006,"max_latency_ms":33937,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.7144,
"category": "operations",
"complexity": 0.6615,
"consequence": 0.9405,
"evidence_need": 0.7813,
"family": "incident_response",
"input_tokens": 760,
"request_id": "synthetic-incident_response-000511",
"reversibility": 0.2816,
"risk": 0.6277,
"summary": "Review an outage invol... | [
{
"credits_per_call": 10.457,
"id": "worker_a",
"p95_latency_ms": 79263,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.9179,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.018,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 19.237,
"max_latency_ms": 252241,
"minimum_quality": 0.8726
} | feature_implementation | synthetic-feature_implementation-000779 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.542,
"estimated_latency_ms": 183915,
"estimated_pass_rate": 0.7219,
"estimated_quality": 0.9076,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7219,
"quality": 0.9076,
"quality_target_met": true,
"utility": 70.180684
} | 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":15.542,"estimated_latency_ms":183915,"estimated_pass_rate":0.7219,"estimated_quality":0.9076,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":19.237,"max_latency_ms":252241,"policy":"str... | {
"ambiguity": 0.2392,
"category": "coding",
"complexity": 0.7717,
"consequence": 0.5051,
"evidence_need": 0.6063,
"family": "feature_implementation",
"input_tokens": 1720,
"request_id": "synthetic-feature_implementation-000779",
"reversibility": 0.7052,
"risk": 0.5424,
"summary": "Implement provi... | [
{
"credits_per_call": 1.044,
"id": "worker_a",
"p95_latency_ms": 28379,
"pass_rate": 0.561,
"provider_group": "provider_z",
"quality": 0.7317,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.974,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 1,
"max_credits": 3.629,
"max_latency_ms": 36007,
"minimum_quality": 0.7374
} | feature_implementation | synthetic-feature_implementation-007371 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.04,
"estimated_latency_ms": 33011,
"estimated_pass_rate": 0.4439,
"estimated_quality": 0.6355,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.629,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.4439,
"quality": 0.6355,
"quality_target_met": false,
"utility": 39.199265
} | 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":1.04,"estimated_latency_ms":33011,"estimated_pass_rate":0.4439,"estimated_quality":0.6355,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.629,"max_latency_ms":36007,"policy":"lean","reason_codes":["best_feasible_bel... | {
"ambiguity": 0.308,
"category": "coding",
"complexity": 0.8033,
"consequence": 0.5508,
"evidence_need": 0.4069,
"family": "feature_implementation",
"input_tokens": 1000,
"request_id": "synthetic-feature_implementation-007371",
"reversibility": 0.548,
"risk": 0.5454,
"summary": "Patch a productio... | [
{
"credits_per_call": 1.04,
"id": "worker_a",
"p95_latency_ms": 33011,
"pass_rate": 0.6025,
"provider_group": "provider_y",
"quality": 0.7607,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 12.06,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 1,
"max_credits": 2.414,
"max_latency_ms": 40433,
"minimum_quality": 0.5467
} | research_synthesis | synthetic-research_synthesis-004717 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.795,
"estimated_latency_ms": 23714,
"estimated_pass_rate": 0.3266,
"estimated_quality": 0.5068,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.414,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3266,
"quality": 0.5068,
"quality_target_met": false,
"utility": 32.313043
} | 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":0.795,"estimated_latency_ms":23714,"estimated_pass_rate":0.3266,"estimated_quality":0.5068,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.414,"max_latency_ms":40433,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.8712,
"category": "research",
"complexity": 0.8596,
"consequence": 0.5063,
"evidence_need": 0.7548,
"family": "research_synthesis",
"input_tokens": 8000,
"request_id": "synthetic-research_synthesis-004717",
"reversibility": 0.8475,
"risk": 0.4425,
"summary": "Compare evidence for ... | [
{
"credits_per_call": 12.764,
"id": "worker_a",
"p95_latency_ms": 84147,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.912,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 19.605,
"max_latency_ms": 231564,
"minimum_quality": 0.9123
} | research_synthesis | synthetic-research_synthesis-011797 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.162,
"estimated_latency_ms": 165663,
"estimated_pass_rate": 0.7025,
"estimated_quality": 0.916,
"finalizer": "worker_c",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7025,
"quality": 0.916,
"quality_target_met": true,
"utility": 72.788904
} | 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":16.162,"estimated_latency_ms":165663,"estimated_pass_rate":0.7025,"estimated_quality":0.916,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":19.605,"max_latency_ms":231564,"policy":"stri... | {
"ambiguity": 0.4811,
"category": "research",
"complexity": 0.7359,
"consequence": 0.5607,
"evidence_need": 0.8711,
"family": "research_synthesis",
"input_tokens": 6040,
"request_id": "synthetic-research_synthesis-011797",
"reversibility": 0.9172,
"risk": 0.4839,
"summary": "Review competing appr... | [
{
"credits_per_call": 3.135,
"id": "worker_a",
"p95_latency_ms": 74628,
"pass_rate": 0.7191,
"provider_group": "provider_z",
"quality": 0.8378,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.951,
"id": "worker_b",
"p95_l... |
{
"max_calls": 1,
"max_credits": 1.63,
"max_latency_ms": 38326,
"minimum_quality": 0.5969
} | content_revision | synthetic-content_revision-000138 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.972,
"estimated_latency_ms": 21578,
"estimated_pass_rate": 0.3383,
"estimated_quality": 0.6518,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.63,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.3383,
"quality": 0.6518,
"quality_target_met": true,
"utility": 41.484713
} | 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":0.972,"estimated_latency_ms":21578,"estimated_pass_rate":0.3383,"estimated_quality":0.6518,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.63,"max_latency_ms":38326,"policy":"lean","reason_codes":["single_call_suffi... | {
"ambiguity": 0.3127,
"category": "writing",
"complexity": 0.4753,
"consequence": 0.1,
"evidence_need": 0.0538,
"family": "content_revision",
"input_tokens": 5440,
"request_id": "synthetic-content_revision-000138",
"reversibility": 0.9246,
"risk": 0.0814,
"summary": "Tighten a product explanation... | [
{
"credits_per_call": 13.069,
"id": "worker_a",
"p95_latency_ms": 87505,
"pass_rate": 0.988,
"provider_group": "provider_y",
"quality": 0.9761,
"strengths": [
"implementation",
"reasoning",
"synthesis",
"writing"
]
},
{
"credits_per_call": 2.809,
"... |
{
"max_calls": 2,
"max_credits": 10.778,
"max_latency_ms": 177735,
"minimum_quality": 0.7348
} | debugging | synthetic-debugging-013604 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.295,
"estimated_latency_ms": 88232,
"estimated_pass_rate": 0.5801,
"estimated_quality": 0.7577,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 10... | {
"candidate_count": 4,
"pass_rate": 0.5801,
"quality": 0.7577,
"quality_target_met": true,
"utility": 55.054183
} | 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":4.295,"estimated_latency_ms":88232,"estimated_pass_rate":0.5801,"estimated_quality":0.7577,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":10.778,"max_latency_ms":177735,"policy":"balanced","reason_codes":["com... | {
"ambiguity": 0.7889,
"category": "coding",
"complexity": 0.791,
"consequence": 0.256,
"evidence_need": 0.465,
"family": "debugging",
"input_tokens": 6800,
"request_id": "synthetic-debugging-013604",
"reversibility": 0.4917,
"risk": 0.5393,
"summary": "Explain why API-key rotation fails only unde... | [
{
"credits_per_call": 12.176,
"id": "worker_a",
"p95_latency_ms": 67062,
"pass_rate": 0.9328,
"provider_group": "provider_y",
"quality": 0.9635,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.037,
"id": "worker_b",... |
{
"max_calls": 3,
"max_credits": 15.816,
"max_latency_ms": 146051,
"minimum_quality": 0.862
} | incident_response | synthetic-incident_response-003727 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.815,
"estimated_latency_ms": 120303,
"estimated_pass_rate": 0.7677,
"estimated_quality": 0.8877,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7677,
"quality": 0.8877,
"quality_target_met": true,
"utility": 77.266655
} | 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":14.815,"estimated_latency_ms":120303,"estimated_pass_rate":0.7677,"estimated_quality":0.8877,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":15.816,"max_latency_ms":146051,"policy":"str... | {
"ambiguity": 0.721,
"category": "operations",
"complexity": 0.7514,
"consequence": 0.962,
"evidence_need": 0.5946,
"family": "incident_response",
"input_tokens": 2000,
"request_id": "synthetic-incident_response-003727",
"reversibility": 0.4662,
"risk": 0.7278,
"summary": "Prioritize actions duri... | [
{
"credits_per_call": 0.833,
"id": "worker_a",
"p95_latency_ms": 20036,
"pass_rate": 0.5204,
"provider_group": "provider_y",
"quality": 0.6966,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 10.135,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 20.728,
"max_latency_ms": 202691,
"minimum_quality": 0.7808
} | research_synthesis | synthetic-research_synthesis-019701 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.075,
"estimated_latency_ms": 157253,
"estimated_pass_rate": 0.7568,
"estimated_quality": 0.9228,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7568,
"quality": 0.9228,
"quality_target_met": true,
"utility": 72.668257
} | 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":15.075,"estimated_latency_ms":157253,"estimated_pass_rate":0.7568,"estimated_quality":0.9228,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":20.728,"max_latency_ms":202691,"policy":"str... | {
"ambiguity": 0.6826,
"category": "research",
"complexity": 0.564,
"consequence": 0.3351,
"evidence_need": 0.9604,
"family": "research_synthesis",
"input_tokens": 5920,
"request_id": "synthetic-research_synthesis-019701",
"reversibility": 0.753,
"risk": 0.3941,
"summary": "Compare evidence for sc... | [
{
"credits_per_call": 3.766,
"id": "worker_a",
"p95_latency_ms": 63346,
"pass_rate": 0.8539,
"provider_group": "provider_z",
"quality": 0.8559,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.995,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 16.114,
"max_latency_ms": 192438,
"minimum_quality": 0.8505
} | debugging | synthetic-debugging-001308 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.223,
"estimated_latency_ms": 169812,
"estimated_pass_rate": 0.7296,
"estimated_quality": 0.9021,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7296,
"quality": 0.9021,
"quality_target_met": true,
"utility": 72.486985
} | 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":15.223,"estimated_latency_ms":169812,"estimated_pass_rate":0.7296,"estimated_quality":0.9021,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":16.114,"max_latency_ms":192438,"policy":"str... | {
"ambiguity": 0.5395,
"category": "coding",
"complexity": 0.8219,
"consequence": 0.6734,
"evidence_need": 0.7314,
"family": "debugging",
"input_tokens": 6760,
"request_id": "synthetic-debugging-001308",
"reversibility": 0.5276,
"risk": 0.5082,
"summary": "Diagnose an intermittent failure in rate ... | [
{
"credits_per_call": 3.914,
"id": "worker_a",
"p95_latency_ms": 57504,
"pass_rate": 0.7452,
"provider_group": "provider_x",
"quality": 0.8834,
"strengths": [
"coding",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.142,
"id": "worke... |
{
"max_calls": 1,
"max_credits": 1.398,
"max_latency_ms": 41673,
"minimum_quality": 0.5007
} | incident_response | synthetic-incident_response-000079 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.152,
"estimated_latency_ms": 28559,
"estimated_pass_rate": 0.4269,
"estimated_quality": 0.6606,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.398,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4269,
"quality": 0.6606,
"quality_target_met": true,
"utility": 14.66603
} | 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":1.152,"estimated_latency_ms":28559,"estimated_pass_rate":0.4269,"estimated_quality":0.6606,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.398,"max_latency_ms":41673,"policy":"lean","reason_codes":["credit_constrain... | {
"ambiguity": 0.7168,
"category": "operations",
"complexity": 0.5326,
"consequence": 0.9967,
"evidence_need": 0.6337,
"family": "incident_response",
"input_tokens": 2120,
"request_id": "synthetic-incident_response-000079",
"reversibility": 0.2197,
"risk": 0.8477,
"summary": "Review an outage invo... | [
{
"credits_per_call": 12.121,
"id": "worker_a",
"p95_latency_ms": 75469,
"pass_rate": 0.8919,
"provider_group": "provider_y",
"quality": 0.9184,
"strengths": [
"drafting",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.252,
... |
{
"max_calls": 2,
"max_credits": 19.637,
"max_latency_ms": 192305,
"minimum_quality": 0.8798
} | incident_response | synthetic-incident_response-008183 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.581,
"estimated_latency_ms": 127917,
"estimated_pass_rate": 0.7631,
"estimated_quality": 0.9247,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.7631,
"quality": 0.9247,
"quality_target_met": true,
"utility": 68.683641
} | 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":18.581,"estimated_latency_ms":127917,"estimated_pass_rate":0.7631,"estimated_quality":0.9247,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":19.637,"max_latency_ms":192305,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.4418,
"category": "operations",
"complexity": 0.9283,
"consequence": 0.7676,
"evidence_need": 0.9082,
"family": "incident_response",
"input_tokens": 2920,
"request_id": "synthetic-incident_response-008183",
"reversibility": 0.4934,
"risk": 0.5569,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 1.199,
"id": "worker_a",
"p95_latency_ms": 32190,
"pass_rate": 0.6005,
"provider_group": "provider_x",
"quality": 0.6813,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 14.332,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 2,
"max_credits": 8.288,
"max_latency_ms": 184626,
"minimum_quality": 0.7709
} | feature_implementation | synthetic-feature_implementation-004699 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.336,
"estimated_latency_ms": 76964,
"estimated_pass_rate": 0.7746,
"estimated_quality": 0.7978,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 8.... | {
"candidate_count": 4,
"pass_rate": 0.7746,
"quality": 0.7978,
"quality_target_met": true,
"utility": 58.751357
} | 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":4.336,"estimated_latency_ms":76964,"estimated_pass_rate":0.7746,"estimated_quality":0.7978,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":8.288,"max_latency_ms":184626,"policy":"balanced","reason_codes":["comp... | {
"ambiguity": 0.3502,
"category": "coding",
"complexity": 0.8307,
"consequence": 0.6217,
"evidence_need": 0.5641,
"family": "feature_implementation",
"input_tokens": 3200,
"request_id": "synthetic-feature_implementation-004699",
"reversibility": 0.5615,
"risk": 0.3309,
"summary": "Implement API-k... | [
{
"credits_per_call": 3.336,
"id": "worker_a",
"p95_latency_ms": 45562,
"pass_rate": 0.8808,
"provider_group": "provider_z",
"quality": 0.8721,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 10.534,
"id": "worker_b",
"p95_... |
{
"max_calls": 2,
"max_credits": 11.398,
"max_latency_ms": 217361,
"minimum_quality": 0.696
} | incident_response | synthetic-incident_response-000983 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 3.778,
"estimated_latency_ms": 104153,
"estimated_pass_rate": 0.6501,
"estimated_quality": 0.7962,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 1... | {
"candidate_count": 5,
"pass_rate": 0.6501,
"quality": 0.7962,
"quality_target_met": true,
"utility": 64.37131
} | 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":3.778,"estimated_latency_ms":104153,"estimated_pass_rate":0.6501,"estimated_quality":0.7962,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":11.398,"max_latency_ms":217361,"policy":"balanced","reason_codes":["co... | {
"ambiguity": 0.6725,
"category": "operations",
"complexity": 0.7263,
"consequence": 0.7179,
"evidence_need": 0.5572,
"family": "incident_response",
"input_tokens": 2720,
"request_id": "synthetic-incident_response-000983",
"reversibility": 0.3139,
"risk": 0.8743,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 0.963,
"id": "worker_a",
"p95_latency_ms": 26107,
"pass_rate": 0.5946,
"provider_group": "provider_x",
"quality": 0.7901,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 11.123,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 2.811,
"max_latency_ms": 31710,
"minimum_quality": 0.7739
} | feature_implementation | synthetic-feature_implementation-007603 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.947,
"estimated_latency_ms": 17792,
"estimated_pass_rate": 0.4711,
"estimated_quality": 0.6303,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.811,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4711,
"quality": 0.6303,
"quality_target_met": false,
"utility": 38.999583
} | 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":0.947,"estimated_latency_ms":17792,"estimated_pass_rate":0.4711,"estimated_quality":0.6303,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.811,"max_latency_ms":31710,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.4495,
"category": "coding",
"complexity": 0.4638,
"consequence": 0.557,
"evidence_need": 0.3172,
"family": "feature_implementation",
"input_tokens": 6920,
"request_id": "synthetic-feature_implementation-007603",
"reversibility": 0.5811,
"risk": 0.5968,
"summary": "Implement provid... | [
{
"credits_per_call": 4.012,
"id": "worker_a",
"p95_latency_ms": 65751,
"pass_rate": 0.7636,
"provider_group": "provider_y",
"quality": 0.9064,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.947,
"id": "worker_b",
"p95_l... |
{
"max_calls": 2,
"max_credits": 11.904,
"max_latency_ms": 219643,
"minimum_quality": 0.6825
} | incident_response | synthetic-incident_response-018695 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 10.747,
"estimated_latency_ms": 110220,
"estimated_pass_rate": 0.7632,
"estimated_quality": 0.8439,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 7,
"pass_rate": 0.7632,
"quality": 0.8439,
"quality_target_met": true,
"utility": 67.66039
} | 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":10.747,"estimated_latency_ms":110220,"estimated_pass_rate":0.7632,"estimated_quality":0.8439,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":11.904,"max_latency_ms":219643,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.4092,
"category": "operations",
"complexity": 0.8396,
"consequence": 0.9596,
"evidence_need": 0.6314,
"family": "incident_response",
"input_tokens": 4040,
"request_id": "synthetic-incident_response-018695",
"reversibility": 0.5418,
"risk": 0.8186,
"summary": "Review an outage invo... | [
{
"credits_per_call": 9.903,
"id": "worker_a",
"p95_latency_ms": 77658,
"pass_rate": 0.9284,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"drafting",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 4.077,
"... |
{
"max_calls": 1,
"max_credits": 1.197,
"max_latency_ms": 25476,
"minimum_quality": 0.695
} | debugging | synthetic-debugging-005196 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.959,
"estimated_latency_ms": 22332,
"estimated_pass_rate": 0.4301,
"estimated_quality": 0.6335,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.197,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4301,
"quality": 0.6335,
"quality_target_met": false,
"utility": 37.033459
} | 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":0.959,"estimated_latency_ms":22332,"estimated_pass_rate":0.4301,"estimated_quality":0.6335,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.197,"max_latency_ms":25476,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.3615,
"category": "coding",
"complexity": 0.7924,
"consequence": 0.6873,
"evidence_need": 0.6377,
"family": "debugging",
"input_tokens": 6920,
"request_id": "synthetic-debugging-005196",
"reversibility": 0.7479,
"risk": 0.5836,
"summary": "Explain why OAuth callbacks fails only un... | [
{
"credits_per_call": 10.38,
"id": "worker_a",
"p95_latency_ms": 87554,
"pass_rate": 0.8934,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.959,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 9.261,
"max_latency_ms": 260955,
"minimum_quality": 0.758
} | debugging | synthetic-debugging-012532 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.811,
"estimated_latency_ms": 112330,
"estimated_pass_rate": 0.6603,
"estimated_quality": 0.8214,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 9... | {
"candidate_count": 4,
"pass_rate": 0.6603,
"quality": 0.8214,
"quality_target_met": true,
"utility": 58.873918
} | 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":4.811,"estimated_latency_ms":112330,"estimated_pass_rate":0.6603,"estimated_quality":0.8214,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":9.261,"max_latency_ms":260955,"policy":"balanced","reason_codes":["ind... | {
"ambiguity": 0.7196,
"category": "coding",
"complexity": 0.654,
"consequence": 0.6947,
"evidence_need": 0.4727,
"family": "debugging",
"input_tokens": 3360,
"request_id": "synthetic-debugging-012532",
"reversibility": 0.4348,
"risk": 0.4463,
"summary": "Explain why OAuth callbacks fails only und... | [
{
"credits_per_call": 3.671,
"id": "worker_a",
"p95_latency_ms": 79849,
"pass_rate": 0.7416,
"provider_group": "provider_y",
"quality": 0.9007,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 15.195,
"id": "worker_b",
"p95_... |
{
"max_calls": 2,
"max_credits": 1.436,
"max_latency_ms": 26100,
"minimum_quality": 0.4859
} | product_tradeoff | synthetic-product_tradeoff-008568 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.158,
"estimated_latency_ms": 23589,
"estimated_pass_rate": 0.3771,
"estimated_quality": 0.7713,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.436,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3771,
"quality": 0.7713,
"quality_target_met": true,
"utility": 46.781984
} | 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":1.158,"estimated_latency_ms":23589,"estimated_pass_rate":0.3771,"estimated_quality":0.7713,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.436,"max_latency_ms":26100,"policy":"lean","reason_codes":["latency_constrai... | {
"ambiguity": 0.5959,
"category": "decision",
"complexity": 0.3093,
"consequence": 0.3064,
"evidence_need": 0.562,
"family": "product_tradeoff",
"input_tokens": 2760,
"request_id": "synthetic-product_tradeoff-008568",
"reversibility": 0.7164,
"risk": 0.1893,
"summary": "Choose an implementation s... | [
{
"credits_per_call": 1.158,
"id": "worker_a",
"p95_latency_ms": 23589,
"pass_rate": 0.4726,
"provider_group": "provider_y",
"quality": 0.8009,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.124,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 22.36,
"max_latency_ms": 199250,
"minimum_quality": 0.9209
} | research_synthesis | synthetic-research_synthesis-018773 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.308,
"estimated_latency_ms": 157043,
"estimated_pass_rate": 0.6985,
"estimated_quality": 0.9044,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.6985,
"quality": 0.9044,
"quality_target_met": false,
"utility": 72.650607
} | 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":17.308,"estimated_latency_ms":157043,"estimated_pass_rate":0.6985,"estimated_quality":0.9044,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":22.36,"max_latency_ms":199250,"policy":"stri... | {
"ambiguity": 0.7754,
"category": "research",
"complexity": 0.8412,
"consequence": 0.5777,
"evidence_need": 0.9535,
"family": "research_synthesis",
"input_tokens": 2960,
"request_id": "synthetic-research_synthesis-018773",
"reversibility": 0.9966,
"risk": 0.2772,
"summary": "Produce a decision me... | [
{
"credits_per_call": 12.182,
"id": "worker_a",
"p95_latency_ms": 55280,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.983,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.061,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 22.638,
"max_latency_ms": 180775,
"minimum_quality": 0.8971
} | debugging | synthetic-debugging-002900 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.772,
"estimated_latency_ms": 151718,
"estimated_pass_rate": 0.7405,
"estimated_quality": 0.9294,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7405,
"quality": 0.9294,
"quality_target_met": true,
"utility": 70.220976
} | 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":18.772,"estimated_latency_ms":151718,"estimated_pass_rate":0.7405,"estimated_quality":0.9294,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":22.638,"max_latency_ms":180775,"policy":"str... | {
"ambiguity": 0.4062,
"category": "coding",
"complexity": 0.7516,
"consequence": 0.3716,
"evidence_need": 0.724,
"family": "debugging",
"input_tokens": 3080,
"request_id": "synthetic-debugging-002900",
"reversibility": 0.7262,
"risk": 0.3356,
"summary": "Diagnose an intermittent failure in rate l... | [
{
"credits_per_call": 0.958,
"id": "worker_a",
"p95_latency_ms": 21277,
"pass_rate": 0.5326,
"provider_group": "provider_x",
"quality": 0.778,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 14.68,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 3,
"max_credits": 16.219,
"max_latency_ms": 191676,
"minimum_quality": 0.8282
} | research_synthesis | synthetic-research_synthesis-017565 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.317,
"estimated_latency_ms": 179910,
"estimated_pass_rate": 0.6704,
"estimated_quality": 0.927,
"finalizer": "worker_b",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.6704,
"quality": 0.927,
"quality_target_met": true,
"utility": 70.099777
} | 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":15.317,"estimated_latency_ms":179910,"estimated_pass_rate":0.6704,"estimated_quality":0.927,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":16.219,"max_latency_ms":191676,"policy":"stri... | {
"ambiguity": 0.8654,
"category": "research",
"complexity": 0.6695,
"consequence": 0.5735,
"evidence_need": 0.9853,
"family": "research_synthesis",
"input_tokens": 5560,
"request_id": "synthetic-research_synthesis-017565",
"reversibility": 0.8179,
"risk": 0.2012,
"summary": "Review competing appr... | [
{
"credits_per_call": 4.095,
"id": "worker_a",
"p95_latency_ms": 79575,
"pass_rate": 0.7653,
"provider_group": "provider_z",
"quality": 0.911,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 10.022,
"id": "worker_b",
"p95_l... |
{
"max_calls": 2,
"max_credits": 10.346,
"max_latency_ms": 215989,
"minimum_quality": 0.7689
} | feature_implementation | synthetic-feature_implementation-009395 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.341,
"estimated_latency_ms": 89825,
"estimated_pass_rate": 0.6223,
"estimated_quality": 0.8407,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 10... | {
"candidate_count": 4,
"pass_rate": 0.6223,
"quality": 0.8407,
"quality_target_met": true,
"utility": 62.499719
} | 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":4.341,"estimated_latency_ms":89825,"estimated_pass_rate":0.6223,"estimated_quality":0.8407,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":10.346,"max_latency_ms":215989,"policy":"balanced","reason_codes":["ind... | {
"ambiguity": 0.2042,
"category": "coding",
"complexity": 0.4909,
"consequence": 0.5689,
"evidence_need": 0.4375,
"family": "feature_implementation",
"input_tokens": 5600,
"request_id": "synthetic-feature_implementation-009395",
"reversibility": 0.766,
"risk": 0.4652,
"summary": "Design an API fo... | [
{
"credits_per_call": 3.212,
"id": "worker_a",
"p95_latency_ms": 68218,
"pass_rate": 0.7772,
"provider_group": "provider_z",
"quality": 0.8619,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 15.244,
"id": "worker_b",
"p95_... |
{
"max_calls": 1,
"max_credits": 2.371,
"max_latency_ms": 29956,
"minimum_quality": 0.491
} | data_analysis | synthetic-data_analysis-006078 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.181,
"estimated_latency_ms": 17719,
"estimated_pass_rate": 0.2847,
"estimated_quality": 0.4814,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.371,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.2847,
"quality": 0.4814,
"quality_target_met": false,
"utility": 29.843232
} | 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":1.181,"estimated_latency_ms":17719,"estimated_pass_rate":0.2847,"estimated_quality":0.4814,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.371,"max_latency_ms":29956,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.6873,
"category": "analysis",
"complexity": 0.7838,
"consequence": 0.5606,
"evidence_need": 0.3731,
"family": "data_analysis",
"input_tokens": 4080,
"request_id": "synthetic-data_analysis-006078",
"reversibility": 0.6965,
"risk": 0.4272,
"summary": "Interpret a noisy metric shift ... | [
{
"credits_per_call": 11.068,
"id": "worker_a",
"p95_latency_ms": 64649,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.181,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 3.447,
"max_latency_ms": 50726,
"minimum_quality": 0.5615
} | research_synthesis | synthetic-research_synthesis-006149 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.894,
"estimated_latency_ms": 31699,
"estimated_pass_rate": 0.2407,
"estimated_quality": 0.5043,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.447,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.2407,
"quality": 0.5043,
"quality_target_met": false,
"utility": 29.77273
} | 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":0.894,"estimated_latency_ms":31699,"estimated_pass_rate":0.2407,"estimated_quality":0.5043,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.447,"max_latency_ms":50726,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.5705,
"category": "research",
"complexity": 0.7645,
"consequence": 0.2856,
"evidence_need": 0.7674,
"family": "research_synthesis",
"input_tokens": 4400,
"request_id": "synthetic-research_synthesis-006149",
"reversibility": 0.8813,
"risk": 0.3722,
"summary": "Produce a decision me... | [
{
"credits_per_call": 3.061,
"id": "worker_a",
"p95_latency_ms": 74019,
"pass_rate": 0.8385,
"provider_group": "provider_y",
"quality": 0.821,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 11.163,
"id": "worker_b",
"p95_l... |
{
"max_calls": 2,
"max_credits": 17.111,
"max_latency_ms": 127222,
"minimum_quality": 0.8556
} | incident_response | synthetic-incident_response-003471 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 11.402,
"estimated_latency_ms": 107137,
"estimated_pass_rate": 0.6742,
"estimated_quality": 0.8747,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 7,
"pass_rate": 0.6742,
"quality": 0.8747,
"quality_target_met": true,
"utility": 66.172995
} | 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":11.402,"estimated_latency_ms":107137,"estimated_pass_rate":0.6742,"estimated_quality":0.8747,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":17.111,"max_latency_ms":127222,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.7709,
"category": "operations",
"complexity": 0.6687,
"consequence": 0.849,
"evidence_need": 0.7005,
"family": "incident_response",
"input_tokens": 6840,
"request_id": "synthetic-incident_response-003471",
"reversibility": 0.22,
"risk": 0.7248,
"summary": "Review an outage involvi... | [
{
"credits_per_call": 3.019,
"id": "worker_a",
"p95_latency_ms": 47403,
"pass_rate": 0.7591,
"provider_group": "provider_y",
"quality": 0.9013,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.99,
"id": "worker_b",
"p95_la... |
{
"max_calls": 1,
"max_credits": 1.594,
"max_latency_ms": 53185,
"minimum_quality": 0.5072
} | product_tradeoff | synthetic-product_tradeoff-000488 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.123,
"estimated_latency_ms": 31325,
"estimated_pass_rate": 0.4133,
"estimated_quality": 0.6426,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.594,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4133,
"quality": 0.6426,
"quality_target_met": true,
"utility": 41.765063
} | 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":1.123,"estimated_latency_ms":31325,"estimated_pass_rate":0.4133,"estimated_quality":0.6426,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.594,"max_latency_ms":53185,"policy":"lean","reason_codes":["complex_task"],"... | {
"ambiguity": 0.7915,
"category": "decision",
"complexity": 0.7161,
"consequence": 0.2978,
"evidence_need": 0.3873,
"family": "product_tradeoff",
"input_tokens": 7560,
"request_id": "synthetic-product_tradeoff-000488",
"reversibility": 0.7741,
"risk": 0.3503,
"summary": "Evaluate build-versus-buy... | [
{
"credits_per_call": 1.123,
"id": "worker_a",
"p95_latency_ms": 31325,
"pass_rate": 0.5827,
"provider_group": "provider_z",
"quality": 0.7705,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 14.028,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 2,
"max_credits": 1.594,
"max_latency_ms": 58789,
"minimum_quality": 0.5931
} | product_tradeoff | synthetic-product_tradeoff-008144 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.019,
"estimated_latency_ms": 31101,
"estimated_pass_rate": 0.4819,
"estimated_quality": 0.7082,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.594,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4819,
"quality": 0.7082,
"quality_target_met": true,
"utility": 48.13657
} | 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":1.019,"estimated_latency_ms":31101,"estimated_pass_rate":0.4819,"estimated_quality":0.7082,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.594,"max_latency_ms":58789,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.6313,
"category": "decision",
"complexity": 0.4025,
"consequence": 0.4756,
"evidence_need": 0.4729,
"family": "product_tradeoff",
"input_tokens": 3600,
"request_id": "synthetic-product_tradeoff-008144",
"reversibility": 0.7313,
"risk": 0.2383,
"summary": "Recommend whether to laun... | [
{
"credits_per_call": 15.129,
"id": "worker_a",
"p95_latency_ms": 87408,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.9842,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.436,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 1.693,
"max_latency_ms": 32540,
"minimum_quality": 0.7007
} | research_synthesis | synthetic-research_synthesis-002933 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.888,
"estimated_latency_ms": 18658,
"estimated_pass_rate": 0.3518,
"estimated_quality": 0.601,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.693,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.3518,
"quality": 0.601,
"quality_target_met": false,
"utility": 34.914171
} | 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":0.888,"estimated_latency_ms":18658,"estimated_pass_rate":0.3518,"estimated_quality":0.601,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.693,"max_latency_ms":32540,"policy":"lean","reason_codes":["best_feasible_bel... | {
"ambiguity": 0.849,
"category": "research",
"complexity": 0.4805,
"consequence": 0.4722,
"evidence_need": 0.7191,
"family": "research_synthesis",
"input_tokens": 6200,
"request_id": "synthetic-research_synthesis-002933",
"reversibility": 0.9704,
"risk": 0.3349,
"summary": "Review competing appro... | [
{
"credits_per_call": 0.888,
"id": "worker_a",
"p95_latency_ms": 18658,
"pass_rate": 0.4976,
"provider_group": "provider_x",
"quality": 0.689,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.569,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 2,
"max_credits": 2.728,
"max_latency_ms": 30366,
"minimum_quality": 0.6836
} | incident_response | synthetic-incident_response-004055 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.862,
"estimated_latency_ms": 22835,
"estimated_pass_rate": 0.3959,
"estimated_quality": 0.5141,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.728,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3959,
"quality": 0.5141,
"quality_target_met": false,
"utility": 28.265058
} | 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":0.862,"estimated_latency_ms":22835,"estimated_pass_rate":0.3959,"estimated_quality":0.5141,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.728,"max_latency_ms":30366,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.7595,
"category": "operations",
"complexity": 0.9308,
"consequence": 0.5907,
"evidence_need": 0.9259,
"family": "incident_response",
"input_tokens": 5320,
"request_id": "synthetic-incident_response-004055",
"reversibility": 0.4209,
"risk": 0.5581,
"summary": "Prioritize actions du... | [
{
"credits_per_call": 4.08,
"id": "worker_a",
"p95_latency_ms": 46538,
"pass_rate": 0.7861,
"provider_group": "provider_z",
"quality": 0.8933,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 11.558,
"id": "worker_b",
"p95_l... |
{
"max_calls": 1,
"max_credits": 3.543,
"max_latency_ms": 30370,
"minimum_quality": 0.5883
} | data_analysis | synthetic-data_analysis-008646 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.869,
"estimated_latency_ms": 22066,
"estimated_pass_rate": 0.3249,
"estimated_quality": 0.5872,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.543,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3249,
"quality": 0.5872,
"quality_target_met": false,
"utility": 38.846418
} | 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":0.869,"estimated_latency_ms":22066,"estimated_pass_rate":0.3249,"estimated_quality":0.5872,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.543,"max_latency_ms":30370,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.3114,
"category": "analysis",
"complexity": 0.5395,
"consequence": 0.3478,
"evidence_need": 0.4523,
"family": "data_analysis",
"input_tokens": 5160,
"request_id": "synthetic-data_analysis-008646",
"reversibility": 0.8105,
"risk": 0.3623,
"summary": "Analyze a dataset about observa... | [
{
"credits_per_call": 2.772,
"id": "worker_a",
"p95_latency_ms": 48695,
"pass_rate": 0.8122,
"provider_group": "provider_y",
"quality": 0.9752,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 13.689,
"id": "worker_b",
"p95_... |
{
"max_calls": 2,
"max_credits": 20.771,
"max_latency_ms": 172501,
"minimum_quality": 0.8681
} | product_tradeoff | synthetic-product_tradeoff-003400 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.557,
"estimated_latency_ms": 147824,
"estimated_pass_rate": 0.8991,
"estimated_quality": 0.9263,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8991,
"quality": 0.9263,
"quality_target_met": true,
"utility": 69.078504
} | 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":16.557,"estimated_latency_ms":147824,"estimated_pass_rate":0.8991,"estimated_quality":0.9263,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":20.771,"max_latency_ms":172501,"policy":"balanced","reason_codes":["i... | {
"ambiguity": 0.4821,
"category": "decision",
"complexity": 0.5572,
"consequence": 0.6154,
"evidence_need": 0.2857,
"family": "product_tradeoff",
"input_tokens": 5360,
"request_id": "synthetic-product_tradeoff-003400",
"reversibility": 0.6991,
"risk": 0.3801,
"summary": "Evaluate build-versus-buy... | [
{
"credits_per_call": 3.159,
"id": "worker_a",
"p95_latency_ms": 78601,
"pass_rate": 0.8117,
"provider_group": "provider_z",
"quality": 0.799,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 13.398,
"id": "wor... |
{
"max_calls": 2,
"max_credits": 10.113,
"max_latency_ms": 113591,
"minimum_quality": 0.7568
} | incident_response | synthetic-incident_response-013855 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.569,
"estimated_latency_ms": 90221,
"estimated_pass_rate": 0.6234,
"estimated_quality": 0.8242,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 10... | {
"candidate_count": 4,
"pass_rate": 0.6234,
"quality": 0.8242,
"quality_target_met": true,
"utility": 63.617849
} | 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":4.569,"estimated_latency_ms":90221,"estimated_pass_rate":0.6234,"estimated_quality":0.8242,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":10.113,"max_latency_ms":113591,"policy":"balanced","reason_codes":["hig... | {
"ambiguity": 0.4319,
"category": "operations",
"complexity": 0.5078,
"consequence": 0.9411,
"evidence_need": 0.5139,
"family": "incident_response",
"input_tokens": 2240,
"request_id": "synthetic-incident_response-013855",
"reversibility": 0.3811,
"risk": 0.7272,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 3.692,
"id": "worker_a",
"p95_latency_ms": 64818,
"pass_rate": 0.8586,
"provider_group": "provider_x",
"quality": 0.8293,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.877,
"id": "worker_b",
"p95_l... |
{
"max_calls": 2,
"max_credits": 9.846,
"max_latency_ms": 113191,
"minimum_quality": 0.7039
} | incident_response | synthetic-incident_response-018263 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.775,
"estimated_latency_ms": 70983,
"estimated_pass_rate": 0.6276,
"estimated_quality": 0.7783,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 9.... | {
"candidate_count": 4,
"pass_rate": 0.6276,
"quality": 0.7783,
"quality_target_met": true,
"utility": 63.802943
} | 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":4.775,"estimated_latency_ms":70983,"estimated_pass_rate":0.6276,"estimated_quality":0.7783,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":9.846,"max_latency_ms":113191,"policy":"balanced","reason_codes":["comp... | {
"ambiguity": 0.7343,
"category": "operations",
"complexity": 0.7101,
"consequence": 0.9974,
"evidence_need": 0.6274,
"family": "incident_response",
"input_tokens": 3440,
"request_id": "synthetic-incident_response-018263",
"reversibility": 0.2997,
"risk": 0.8864,
"summary": "Prioritize actions du... | [
{
"credits_per_call": 3.841,
"id": "worker_a",
"p95_latency_ms": 46081,
"pass_rate": 0.8007,
"provider_group": "provider_z",
"quality": 0.9137,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.934,
"id": "wor... |
{
"max_calls": 2,
"max_credits": 6.135,
"max_latency_ms": 160399,
"minimum_quality": 0.8596
} | incident_response | synthetic-incident_response-017767 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 5.087,
"estimated_latency_ms": 95341,
"estimated_pass_rate": 0.6981,
"estimated_quality": 0.8127,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 6.... | {
"candidate_count": 4,
"pass_rate": 0.6981,
"quality": 0.8127,
"quality_target_met": false,
"utility": 61.759045
} | 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":5.087,"estimated_latency_ms":95341,"estimated_pass_rate":0.6981,"estimated_quality":0.8127,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":6.135,"max_latency_ms":160399,"policy":"balanced","reason_codes":["best... | {
"ambiguity": 0.679,
"category": "operations",
"complexity": 0.7268,
"consequence": 0.882,
"evidence_need": 0.6218,
"family": "incident_response",
"input_tokens": 5440,
"request_id": "synthetic-incident_response-017767",
"reversibility": 0.3289,
"risk": 0.8271,
"summary": "Plan immediate containm... | [
{
"credits_per_call": 4.211,
"id": "worker_a",
"p95_latency_ms": 67756,
"pass_rate": 0.8727,
"provider_group": "provider_x",
"quality": 0.8674,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 11.641,
"id": "worker_b",
"p95_... |
{
"max_calls": 2,
"max_credits": 18.869,
"max_latency_ms": 209384,
"minimum_quality": 0.8015
} | feature_implementation | synthetic-feature_implementation-013059 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.951,
"estimated_latency_ms": 140838,
"estimated_pass_rate": 0.8957,
"estimated_quality": 0.9076,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8957,
"quality": 0.9076,
"quality_target_met": true,
"utility": 68.192539
} | 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":17.951,"estimated_latency_ms":140838,"estimated_pass_rate":0.8957,"estimated_quality":0.9076,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":18.869,"max_latency_ms":209384,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.5449,
"category": "coding",
"complexity": 0.5764,
"consequence": 0.5078,
"evidence_need": 0.5363,
"family": "feature_implementation",
"input_tokens": 7480,
"request_id": "synthetic-feature_implementation-013059",
"reversibility": 0.6852,
"risk": 0.5198,
"summary": "Patch a product... | [
{
"credits_per_call": 13.895,
"id": "worker_a",
"p95_latency_ms": 85351,
"pass_rate": 0.98,
"provider_group": "provider_y",
"quality": 0.9343,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 4.056,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 7.565,
"max_latency_ms": 171400,
"minimum_quality": 0.7061
} | research_synthesis | synthetic-research_synthesis-007629 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.633,
"estimated_latency_ms": 80974,
"estimated_pass_rate": 0.6523,
"estimated_quality": 0.7667,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 7.... | {
"candidate_count": 4,
"pass_rate": 0.6523,
"quality": 0.7667,
"quality_target_met": true,
"utility": 52.779372
} | 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":4.633,"estimated_latency_ms":80974,"estimated_pass_rate":0.6523,"estimated_quality":0.7667,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":7.565,"max_latency_ms":171400,"policy":"balanced","reason_codes":["comp... | {
"ambiguity": 0.7615,
"category": "research",
"complexity": 0.6621,
"consequence": 0.3008,
"evidence_need": 0.7691,
"family": "research_synthesis",
"input_tokens": 5360,
"request_id": "synthetic-research_synthesis-007629",
"reversibility": 0.9972,
"risk": 0.4207,
"summary": "Compare evidence for ... | [
{
"credits_per_call": 14.163,
"id": "worker_a",
"p95_latency_ms": 77486,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.9859,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.908,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 21.95,
"max_latency_ms": 193568,
"minimum_quality": 0.8917
} | debugging | synthetic-debugging-014364 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 20.484,
"estimated_latency_ms": 170141,
"estimated_pass_rate": 0.6869,
"estimated_quality": 0.909,
"finalizer": "worker_b",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.6869,
"quality": 0.909,
"quality_target_met": true,
"utility": 69.779704
} | 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":20.484,"estimated_latency_ms":170141,"estimated_pass_rate":0.6869,"estimated_quality":0.909,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":21.95,"max_latency_ms":193568,"policy":"stric... | {
"ambiguity": 0.7585,
"category": "coding",
"complexity": 0.8464,
"consequence": 0.3047,
"evidence_need": 0.6149,
"family": "debugging",
"input_tokens": 3800,
"request_id": "synthetic-debugging-014364",
"reversibility": 0.4682,
"risk": 0.3323,
"summary": "Diagnose an intermittent failure in acces... | [
{
"credits_per_call": 4.263,
"id": "worker_a",
"p95_latency_ms": 68187,
"pass_rate": 0.8094,
"provider_group": "provider_y",
"quality": 0.8169,
"strengths": [
"coding",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 15.319,
"id": "work... |
{
"max_calls": 3,
"max_credits": 8.367,
"max_latency_ms": 200176,
"minimum_quality": 0.8399
} | incident_response | synthetic-incident_response-009079 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.387,
"estimated_latency_ms": 102598,
"estimated_pass_rate": 0.6482,
"estimated_quality": 0.7832,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 8... | {
"candidate_count": 4,
"pass_rate": 0.6482,
"quality": 0.7832,
"quality_target_met": false,
"utility": 59.903605
} | 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":4.387,"estimated_latency_ms":102598,"estimated_pass_rate":0.6482,"estimated_quality":0.7832,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":8.367,"max_latency_ms":200176,"policy":"balanced","reason_codes":["bes... | {
"ambiguity": 0.3575,
"category": "operations",
"complexity": 0.6487,
"consequence": 0.9186,
"evidence_need": 0.5071,
"family": "incident_response",
"input_tokens": 2000,
"request_id": "synthetic-incident_response-009079",
"reversibility": 0.4058,
"risk": 0.7338,
"summary": "Prioritize actions du... | [
{
"credits_per_call": 0.94,
"id": "worker_a",
"p95_latency_ms": 26861,
"pass_rate": 0.5437,
"provider_group": "provider_x",
"quality": 0.7143,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 10.666,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 27.639,
"max_latency_ms": 198862,
"minimum_quality": 0.9431
} | incident_response | synthetic-incident_response-019335 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.883,
"estimated_latency_ms": 157258,
"estimated_pass_rate": 0.7618,
"estimated_quality": 0.919,
"finalizer": "worker_b",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7618,
"quality": 0.919,
"quality_target_met": false,
"utility": 77.414578
} | 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":19.883,"estimated_latency_ms":157258,"estimated_pass_rate":0.7618,"estimated_quality":0.919,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":27.639,"max_latency_ms":198862,"policy":"stri... | {
"ambiguity": 0.511,
"category": "operations",
"complexity": 0.6968,
"consequence": 0.7592,
"evidence_need": 0.6362,
"family": "incident_response",
"input_tokens": 760,
"request_id": "synthetic-incident_response-019335",
"reversibility": 0.2833,
"risk": 0.8051,
"summary": "Review an outage involv... | [
{
"credits_per_call": 3.617,
"id": "worker_a",
"p95_latency_ms": 79687,
"pass_rate": 0.7942,
"provider_group": "provider_x",
"quality": 0.9154,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 15.366,
"id": "wo... |
{
"max_calls": 3,
"max_credits": 22.171,
"max_latency_ms": 177705,
"minimum_quality": 0.9579
} | research_synthesis | synthetic-research_synthesis-000597 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.649,
"estimated_latency_ms": 164015,
"estimated_pass_rate": 0.6682,
"estimated_quality": 0.9165,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.6682,
"quality": 0.9165,
"quality_target_met": false,
"utility": 69.010807
} | 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":16.649,"estimated_latency_ms":164015,"estimated_pass_rate":0.6682,"estimated_quality":0.9165,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":22.171,"max_latency_ms":177705,"policy":"str... | {
"ambiguity": 0.626,
"category": "research",
"complexity": 0.8521,
"consequence": 0.5652,
"evidence_need": 0.8627,
"family": "research_synthesis",
"input_tokens": 6560,
"request_id": "synthetic-research_synthesis-000597",
"reversibility": 0.7695,
"risk": 0.2156,
"summary": "Produce a decision mem... | [
{
"credits_per_call": 1.09,
"id": "worker_a",
"p95_latency_ms": 25680,
"pass_rate": 0.3875,
"provider_group": "provider_y",
"quality": 0.6623,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 11.884,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 3.216,
"max_latency_ms": 43622,
"minimum_quality": 0.6048
} | direct_facts | synthetic-direct_facts-007401 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1,
"estimated_latency_ms": 31874,
"estimated_pass_rate": 0.4103,
"estimated_quality": 0.8176,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.216,
"max_latency_ms"... | {
"candidate_count": 1,
"pass_rate": 0.4103,
"quality": 0.8176,
"quality_target_met": true,
"utility": 54.663395
} | 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":1.0,"estimated_latency_ms":31874,"estimated_pass_rate":0.4103,"estimated_quality":0.8176,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.216,"max_latency_ms":43622,"policy":"lean","reason_codes":["single_call_suffic... | {
"ambiguity": 0.1912,
"category": "general",
"complexity": 0.19,
"consequence": 0.0889,
"evidence_need": 0.1245,
"family": "direct_facts",
"input_tokens": 7080,
"request_id": "synthetic-direct_facts-007401",
"reversibility": 0.9371,
"risk": 0.0691,
"summary": "Summarize the supplied release note ... | [
{
"credits_per_call": 2.814,
"id": "worker_a",
"p95_latency_ms": 57933,
"pass_rate": 0.8665,
"provider_group": "provider_y",
"quality": 0.799,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1,
"id": "worker_b... |
{
"max_calls": 1,
"max_credits": 1.937,
"max_latency_ms": 35744,
"minimum_quality": 0.6798
} | data_analysis | synthetic-data_analysis-008270 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.139,
"estimated_latency_ms": 20689,
"estimated_pass_rate": 0.4498,
"estimated_quality": 0.6486,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.937,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4498,
"quality": 0.6486,
"quality_target_met": false,
"utility": 42.527394
} | 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":1.139,"estimated_latency_ms":20689,"estimated_pass_rate":0.4498,"estimated_quality":0.6486,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.937,"max_latency_ms":35744,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.2748,
"category": "analysis",
"complexity": 0.3789,
"consequence": 0.266,
"evidence_need": 0.357,
"family": "data_analysis",
"input_tokens": 5360,
"request_id": "synthetic-data_analysis-008270",
"reversibility": 0.6869,
"risk": 0.314,
"summary": "Interpret a noisy metric shift in ... | [
{
"credits_per_call": 1.139,
"id": "worker_a",
"p95_latency_ms": 20689,
"pass_rate": 0.539,
"provider_group": "provider_x",
"quality": 0.6782,
"strengths": [
"coding",
"drafting",
"reasoning",
"speed"
]
},
{
"credits_per_call": 14.877,
"id": "worke... |
{
"max_calls": 2,
"max_credits": 6.353,
"max_latency_ms": 166100,
"minimum_quality": 0.7786
} | incident_response | synthetic-incident_response-009791 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.266,
"estimated_latency_ms": 96949,
"estimated_pass_rate": 0.6606,
"estimated_quality": 0.7793,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 6.... | {
"candidate_count": 4,
"pass_rate": 0.6606,
"quality": 0.7793,
"quality_target_met": true,
"utility": 56.852223
} | 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":4.266,"estimated_latency_ms":96949,"estimated_pass_rate":0.6606,"estimated_quality":0.7793,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":6.353,"max_latency_ms":166100,"policy":"balanced","reason_codes":["comp... | {
"ambiguity": 0.5402,
"category": "operations",
"complexity": 0.891,
"consequence": 0.8169,
"evidence_need": 0.5152,
"family": "incident_response",
"input_tokens": 3840,
"request_id": "synthetic-incident_response-009791",
"reversibility": 0.2606,
"risk": 0.6134,
"summary": "Review an outage invol... | [
{
"credits_per_call": 0.979,
"id": "worker_a",
"p95_latency_ms": 20261,
"pass_rate": 0.5773,
"provider_group": "provider_x",
"quality": 0.738,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 11.363,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 21.934,
"max_latency_ms": 180102,
"minimum_quality": 0.7912
} | research_synthesis | synthetic-research_synthesis-014725 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.993,
"estimated_latency_ms": 154163,
"estimated_pass_rate": 0.6868,
"estimated_quality": 0.8991,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.6868,
"quality": 0.8991,
"quality_target_met": true,
"utility": 70.585259
} | 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":17.993,"estimated_latency_ms":154163,"estimated_pass_rate":0.6868,"estimated_quality":0.8991,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":21.934,"max_latency_ms":180102,"policy":"str... | {
"ambiguity": 0.5166,
"category": "research",
"complexity": 0.8945,
"consequence": 0.3435,
"evidence_need": 0.9337,
"family": "research_synthesis",
"input_tokens": 6680,
"request_id": "synthetic-research_synthesis-014725",
"reversibility": 0.8295,
"risk": 0.3329,
"summary": "Compare evidence for ... | [
{
"credits_per_call": 3.041,
"id": "worker_a",
"p95_latency_ms": 46239,
"pass_rate": 0.7533,
"provider_group": "provider_x",
"quality": 0.8106,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.098,
"id": "worker_b",
"p95_l... |
{
"max_calls": 2,
"max_credits": 12.666,
"max_latency_ms": 98044,
"minimum_quality": 0.7343
} | debugging | synthetic-debugging-006132 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.989,
"estimated_latency_ms": 84945,
"estimated_pass_rate": 0.6039,
"estimated_quality": 0.8283,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 12... | {
"candidate_count": 4,
"pass_rate": 0.6039,
"quality": 0.8283,
"quality_target_met": true,
"utility": 60.37257
} | 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":4.989,"estimated_latency_ms":84945,"estimated_pass_rate":0.6039,"estimated_quality":0.8283,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":12.666,"max_latency_ms":98044,"policy":"balanced","reason_codes":["inde... | {
"ambiguity": 0.6145,
"category": "coding",
"complexity": 0.4736,
"consequence": 0.4785,
"evidence_need": 0.6282,
"family": "debugging",
"input_tokens": 2920,
"request_id": "synthetic-debugging-006132",
"reversibility": 0.5328,
"risk": 0.6869,
"summary": "Explain why webhook delivery fails only u... | [
{
"credits_per_call": 3.991,
"id": "worker_a",
"p95_latency_ms": 61113,
"pass_rate": 0.8424,
"provider_group": "provider_y",
"quality": 0.8631,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.998,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 17.118,
"max_latency_ms": 202206,
"minimum_quality": 0.9317
} | debugging | synthetic-debugging-001828 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 13.88,
"estimated_latency_ms": 179389,
"estimated_pass_rate": 0.7088,
"estimated_quality": 0.8934,
"finalizer": "worker_a",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7088,
"quality": 0.8934,
"quality_target_met": false,
"utility": 69.081802
} | 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":13.88,"estimated_latency_ms":179389,"estimated_pass_rate":0.7088,"estimated_quality":0.8934,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":17.118,"max_latency_ms":202206,"policy":"stri... | {
"ambiguity": 0.4336,
"category": "coding",
"complexity": 0.8716,
"consequence": 0.387,
"evidence_need": 0.6759,
"family": "debugging",
"input_tokens": 3200,
"request_id": "synthetic-debugging-001828",
"reversibility": 0.4614,
"risk": 0.5775,
"summary": "Diagnose an intermittent failure in OAuth ... | [
{
"credits_per_call": 10.015,
"id": "worker_a",
"p95_latency_ms": 89546,
"pass_rate": 0.9237,
"provider_group": "provider_y",
"quality": 0.9587,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.014,
"id": "worker_b",... |
{
"max_calls": 2,
"max_credits": 15.105,
"max_latency_ms": 145910,
"minimum_quality": 0.8077
} | incident_response | synthetic-incident_response-012055 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.881,
"estimated_latency_ms": 83343,
"estimated_pass_rate": 0.6466,
"estimated_quality": 0.7994,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 15... | {
"candidate_count": 4,
"pass_rate": 0.6466,
"quality": 0.7994,
"quality_target_met": false,
"utility": 58.816209
} | 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":4.881,"estimated_latency_ms":83343,"estimated_pass_rate":0.6466,"estimated_quality":0.7994,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":15.105,"max_latency_ms":145910,"policy":"balanced","reason_codes":["bes... | {
"ambiguity": 0.4434,
"category": "operations",
"complexity": 0.7701,
"consequence": 0.9436,
"evidence_need": 0.5246,
"family": "incident_response",
"input_tokens": 7280,
"request_id": "synthetic-incident_response-012055",
"reversibility": 0.4761,
"risk": 0.5561,
"summary": "Prioritize actions du... | [
{
"credits_per_call": 3.706,
"id": "worker_a",
"p95_latency_ms": 62453,
"pass_rate": 0.7401,
"provider_group": "provider_y",
"quality": 0.893,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 15.36,
"id": "worker_b",
"p95_la... |
{
"max_calls": 3,
"max_credits": 23.362,
"max_latency_ms": 227136,
"minimum_quality": 0.7308
} | feature_implementation | synthetic-feature_implementation-011179 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.594,
"estimated_latency_ms": 150858,
"estimated_pass_rate": 0.8497,
"estimated_quality": 0.9511,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 15,
"pass_rate": 0.8497,
"quality": 0.9511,
"quality_target_met": true,
"utility": 70.716667
} | 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":18.594,"estimated_latency_ms":150858,"estimated_pass_rate":0.8497,"estimated_quality":0.9511,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":23.362,"max_latency_ms":227136,"policy":"balanced","reason_codes":["i... | {
"ambiguity": 0.349,
"category": "coding",
"complexity": 0.4959,
"consequence": 0.5167,
"evidence_need": 0.4138,
"family": "feature_implementation",
"input_tokens": 1720,
"request_id": "synthetic-feature_implementation-011179",
"reversibility": 0.4519,
"risk": 0.4963,
"summary": "Implement artifa... | [
{
"credits_per_call": 3.475,
"id": "worker_a",
"p95_latency_ms": 76365,
"pass_rate": 0.8098,
"provider_group": "provider_x",
"quality": 0.8268,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.797,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 16.164,
"max_latency_ms": 159768,
"minimum_quality": 0.8174
} | incident_response | synthetic-incident_response-014407 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.522,
"estimated_latency_ms": 141322,
"estimated_pass_rate": 0.7594,
"estimated_quality": 0.9101,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7594,
"quality": 0.9101,
"quality_target_met": true,
"utility": 72.934089
} | 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":15.522,"estimated_latency_ms":141322,"estimated_pass_rate":0.7594,"estimated_quality":0.9101,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":16.164,"max_latency_ms":159768,"policy":"str... | {
"ambiguity": 0.4702,
"category": "operations",
"complexity": 0.5478,
"consequence": 0.6836,
"evidence_need": 0.7078,
"family": "incident_response",
"input_tokens": 3720,
"request_id": "synthetic-incident_response-014407",
"reversibility": 0.4924,
"risk": 0.7588,
"summary": "Review an outage invo... | [
{
"credits_per_call": 4.123,
"id": "worker_a",
"p95_latency_ms": 45418,
"pass_rate": 0.7701,
"provider_group": "provider_y",
"quality": 0.9009,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 10.551,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 9.134,
"max_latency_ms": 220979,
"minimum_quality": 0.8471
} | incident_response | synthetic-incident_response-009311 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.994,
"estimated_latency_ms": 101304,
"estimated_pass_rate": 0.7407,
"estimated_quality": 0.8234,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 9... | {
"candidate_count": 4,
"pass_rate": 0.7407,
"quality": 0.8234,
"quality_target_met": false,
"utility": 60.798317
} | 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":101304,"estimated_pass_rate":0.7407,"estimated_quality":0.8234,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":9.134,"max_latency_ms":220979,"policy":"balanced","reason_codes":["bes... | {
"ambiguity": 0.4649,
"category": "operations",
"complexity": 0.6833,
"consequence": 0.6741,
"evidence_need": 0.5469,
"family": "incident_response",
"input_tokens": 1680,
"request_id": "synthetic-incident_response-009311",
"reversibility": 0.3768,
"risk": 0.8487,
"summary": "Prioritize actions du... | [
{
"credits_per_call": 4.063,
"id": "worker_a",
"p95_latency_ms": 72476,
"pass_rate": 0.8357,
"provider_group": "provider_y",
"quality": 0.906,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.931,
"id": "worker_b",
"p95_la... |
{
"max_calls": 1,
"max_credits": 3.3,
"max_latency_ms": 38735,
"minimum_quality": 0.7791
} | data_analysis | synthetic-data_analysis-003014 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.929,
"estimated_latency_ms": 31380,
"estimated_pass_rate": 0.2723,
"estimated_quality": 0.6039,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.3,
"max_latency_m... | {
"candidate_count": 1,
"pass_rate": 0.2723,
"quality": 0.6039,
"quality_target_met": false,
"utility": 30.730154
} | 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":0.929,"estimated_latency_ms":31380,"estimated_pass_rate":0.2723,"estimated_quality":0.6039,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.3,"max_latency_ms":38735,"policy":"lean","reason_codes":["best_feasible_belo... | {
"ambiguity": 0.6474,
"category": "analysis",
"complexity": 0.7139,
"consequence": 0.598,
"evidence_need": 0.753,
"family": "data_analysis",
"input_tokens": 3040,
"request_id": "synthetic-data_analysis-003014",
"reversibility": 0.8367,
"risk": 0.2915,
"summary": "Analyze a dataset about usage met... | [
{
"credits_per_call": 3.027,
"id": "worker_a",
"p95_latency_ms": 59140,
"pass_rate": 0.8447,
"provider_group": "provider_z",
"quality": 0.8602,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 14.655,
"id": "worker_b",
"p95_... |
{
"max_calls": 1,
"max_credits": 1.857,
"max_latency_ms": 28879,
"minimum_quality": 0.521
} | research_synthesis | synthetic-research_synthesis-001037 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.895,
"estimated_latency_ms": 24919,
"estimated_pass_rate": 0.2545,
"estimated_quality": 0.5112,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.857,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.2545,
"quality": 0.5112,
"quality_target_met": false,
"utility": 29.879636
} | 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":0.895,"estimated_latency_ms":24919,"estimated_pass_rate":0.2545,"estimated_quality":0.5112,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.857,"max_latency_ms":28879,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.7673,
"category": "research",
"complexity": 0.596,
"consequence": 0.4522,
"evidence_need": 0.7835,
"family": "research_synthesis",
"input_tokens": 5640,
"request_id": "synthetic-research_synthesis-001037",
"reversibility": 0.7608,
"risk": 0.3606,
"summary": "Review competing appro... | [
{
"credits_per_call": 3.424,
"id": "worker_a",
"p95_latency_ms": 49568,
"pass_rate": 0.818,
"provider_group": "provider_z",
"quality": 0.8087,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.895,
"id": "worker_b",
"p95_la... |
{
"max_calls": 1,
"max_credits": 3.247,
"max_latency_ms": 58071,
"minimum_quality": 0.5366
} | incident_response | synthetic-incident_response-000015 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.124,
"estimated_latency_ms": 31758,
"estimated_pass_rate": 0.4123,
"estimated_quality": 0.647,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.247,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.4123,
"quality": 0.647,
"quality_target_met": true,
"utility": 21.892247
} | 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":1.124,"estimated_latency_ms":31758,"estimated_pass_rate":0.4123,"estimated_quality":0.647,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.247,"max_latency_ms":58071,"policy":"lean","reason_codes":["complex_task","hi... | {
"ambiguity": 0.7557,
"category": "operations",
"complexity": 0.5108,
"consequence": 0.7981,
"evidence_need": 0.6462,
"family": "incident_response",
"input_tokens": 5320,
"request_id": "synthetic-incident_response-000015",
"reversibility": 0.2219,
"risk": 0.8154,
"summary": "Review an outage invo... | [
{
"credits_per_call": 3.545,
"id": "worker_a",
"p95_latency_ms": 72139,
"pass_rate": 0.7534,
"provider_group": "provider_x",
"quality": 0.8555,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 14.16,
"id": "wor... |
{
"max_calls": 3,
"max_credits": 8.365,
"max_latency_ms": 163123,
"minimum_quality": 0.8554
} | incident_response | synthetic-incident_response-010735 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 3.844,
"estimated_latency_ms": 87745,
"estimated_pass_rate": 0.6253,
"estimated_quality": 0.8057,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 8.... | {
"candidate_count": 4,
"pass_rate": 0.6253,
"quality": 0.8057,
"quality_target_met": false,
"utility": 61.518313
} | 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":3.844,"estimated_latency_ms":87745,"estimated_pass_rate":0.6253,"estimated_quality":0.8057,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":8.365,"max_latency_ms":163123,"policy":"balanced","reason_codes":["best... | {
"ambiguity": 0.4585,
"category": "operations",
"complexity": 0.6106,
"consequence": 0.7222,
"evidence_need": 0.75,
"family": "incident_response",
"input_tokens": 1520,
"request_id": "synthetic-incident_response-010735",
"reversibility": 0.2243,
"risk": 0.8331,
"summary": "Prioritize actions duri... | [
{
"credits_per_call": 14.291,
"id": "worker_a",
"p95_latency_ms": 57935,
"pass_rate": 0.9775,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"drafting",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.031,
... |
{
"max_calls": 1,
"max_credits": 3.569,
"max_latency_ms": 24839,
"minimum_quality": 0.6407
} | direct_facts | synthetic-direct_facts-007593 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.084,
"estimated_latency_ms": 18570,
"estimated_pass_rate": 0.455,
"estimated_quality": 0.8207,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.569,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.455,
"quality": 0.8207,
"quality_target_met": true,
"utility": 55.858048
} | 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":1.084,"estimated_latency_ms":18570,"estimated_pass_rate":0.455,"estimated_quality":0.8207,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.569,"max_latency_ms":24839,"policy":"lean","reason_codes":["single_call_suffi... | {
"ambiguity": 0.0713,
"category": "general",
"complexity": 0.1681,
"consequence": 0.1928,
"evidence_need": 0.0408,
"family": "direct_facts",
"input_tokens": 240,
"request_id": "synthetic-direct_facts-007593",
"reversibility": 0.8543,
"risk": 0.1928,
"summary": "Convert 5 units and state the resul... | [
{
"credits_per_call": 10.876,
"id": "worker_a",
"p95_latency_ms": 77869,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.9914,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.479,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 24.17,
"max_latency_ms": 169196,
"minimum_quality": 0.8795
} | debugging | synthetic-debugging-006452 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.732,
"estimated_latency_ms": 163771,
"estimated_pass_rate": 0.7275,
"estimated_quality": 0.9128,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7275,
"quality": 0.9128,
"quality_target_met": true,
"utility": 69.733953
} | 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":17.732,"estimated_latency_ms":163771,"estimated_pass_rate":0.7275,"estimated_quality":0.9128,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":24.17,"max_latency_ms":169196,"policy":"stri... | {
"ambiguity": 0.5689,
"category": "coding",
"complexity": 0.7215,
"consequence": 0.6216,
"evidence_need": 0.488,
"family": "debugging",
"input_tokens": 4280,
"request_id": "synthetic-debugging-006452",
"reversibility": 0.7499,
"risk": 0.3644,
"summary": "Diagnose an intermittent failure in credit... | [
{
"credits_per_call": 13.429,
"id": "worker_a",
"p95_latency_ms": 78407,
"pass_rate": 0.9058,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"coding",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.112,
"i... |
{
"max_calls": 1,
"max_credits": 2.917,
"max_latency_ms": 18943,
"minimum_quality": 0.5039
} | debugging | synthetic-debugging-006188 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.005,
"estimated_latency_ms": 17887,
"estimated_pass_rate": 0.3079,
"estimated_quality": 0.6181,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.917,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3079,
"quality": 0.6181,
"quality_target_met": true,
"utility": 38.743033
} | 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":1.005,"estimated_latency_ms":17887,"estimated_pass_rate":0.3079,"estimated_quality":0.6181,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.917,"max_latency_ms":18943,"policy":"lean","reason_codes":["latency_constrai... | {
"ambiguity": 0.5572,
"category": "coding",
"complexity": 0.6367,
"consequence": 0.6358,
"evidence_need": 0.5817,
"family": "debugging",
"input_tokens": 2600,
"request_id": "synthetic-debugging-006188",
"reversibility": 0.4727,
"risk": 0.4702,
"summary": "Find the root cause of a concurrency-sens... | [
{
"credits_per_call": 1.005,
"id": "worker_a",
"p95_latency_ms": 17887,
"pass_rate": 0.4603,
"provider_group": "provider_z",
"quality": 0.7245,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 15.092,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 22.868,
"max_latency_ms": 164760,
"minimum_quality": 0.8107
} | debugging | synthetic-debugging-011188 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.605,
"estimated_latency_ms": 137243,
"estimated_pass_rate": 0.7113,
"estimated_quality": 0.8897,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7113,
"quality": 0.8897,
"quality_target_met": true,
"utility": 74.118342
} | 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":16.605,"estimated_latency_ms":137243,"estimated_pass_rate":0.7113,"estimated_quality":0.8897,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":22.868,"max_latency_ms":164760,"policy":"str... | {
"ambiguity": 0.7617,
"category": "coding",
"complexity": 0.7447,
"consequence": 0.4626,
"evidence_need": 0.7044,
"family": "debugging",
"input_tokens": 5160,
"request_id": "synthetic-debugging-011188",
"reversibility": 0.5292,
"risk": 0.6575,
"summary": "Find the root cause of a concurrency-sens... | [
{
"credits_per_call": 12.741,
"id": "worker_a",
"p95_latency_ms": 57972,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.9562,
"strengths": [
"coding",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 2.775,
"i... |
{
"max_calls": 3,
"max_credits": 21.014,
"max_latency_ms": 163379,
"minimum_quality": 0.8018
} | feature_implementation | synthetic-feature_implementation-005923 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.799,
"estimated_latency_ms": 143146,
"estimated_pass_rate": 0.7887,
"estimated_quality": 0.9176,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7887,
"quality": 0.9176,
"quality_target_met": true,
"utility": 71.296195
} | 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":17.799,"estimated_latency_ms":143146,"estimated_pass_rate":0.7887,"estimated_quality":0.9176,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":21.014,"max_latency_ms":163379,"policy":"str... | {
"ambiguity": 0.2437,
"category": "coding",
"complexity": 0.8427,
"consequence": 0.2828,
"evidence_need": 0.578,
"family": "feature_implementation",
"input_tokens": 7080,
"request_id": "synthetic-feature_implementation-005923",
"reversibility": 0.7237,
"risk": 0.5824,
"summary": "Patch a producti... | [
{
"credits_per_call": 0.948,
"id": "worker_a",
"p95_latency_ms": 23973,
"pass_rate": 0.5983,
"provider_group": "provider_z",
"quality": 0.7386,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 12.788,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 22.806,
"max_latency_ms": 152359,
"minimum_quality": 0.9412
} | product_tradeoff | synthetic-product_tradeoff-012200 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.775,
"estimated_latency_ms": 138790,
"estimated_pass_rate": 0.7816,
"estimated_quality": 0.9346,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7816,
"quality": 0.9346,
"quality_target_met": false,
"utility": 73.262589
} | 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":17.775,"estimated_latency_ms":138790,"estimated_pass_rate":0.7816,"estimated_quality":0.9346,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":22.806,"max_latency_ms":152359,"policy":"str... | {
"ambiguity": 0.7392,
"category": "decision",
"complexity": 0.659,
"consequence": 0.3584,
"evidence_need": 0.6765,
"family": "product_tradeoff",
"input_tokens": 5400,
"request_id": "synthetic-product_tradeoff-012200",
"reversibility": 0.6969,
"risk": 0.4317,
"summary": "Evaluate build-versus-buy ... | [
{
"credits_per_call": 13.324,
"id": "worker_a",
"p95_latency_ms": 49322,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.443,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 17.059,
"max_latency_ms": 198969,
"minimum_quality": 0.8102
} | research_synthesis | synthetic-research_synthesis-010533 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 12.913,
"estimated_latency_ms": 114440,
"estimated_pass_rate": 0.8815,
"estimated_quality": 0.9293,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8815,
"quality": 0.9293,
"quality_target_met": true,
"utility": 69.698476
} | 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":12.913,"estimated_latency_ms":114440,"estimated_pass_rate":0.8815,"estimated_quality":0.9293,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":17.059,"max_latency_ms":198969,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.6109,
"category": "research",
"complexity": 0.856,
"consequence": 0.2352,
"evidence_need": 0.9816,
"family": "research_synthesis",
"input_tokens": 5360,
"request_id": "synthetic-research_synthesis-010533",
"reversibility": 0.7573,
"risk": 0.4267,
"summary": "Compare evidence for t... | [
{
"credits_per_call": 2.782,
"id": "worker_a",
"p95_latency_ms": 61073,
"pass_rate": 0.7683,
"provider_group": "provider_z",
"quality": 0.92,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.036,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 2,
"max_credits": 5.348,
"max_latency_ms": 228830,
"minimum_quality": 0.8387
} | incident_response | synthetic-incident_response-005479 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.286,
"estimated_latency_ms": 95143,
"estimated_pass_rate": 0.6302,
"estimated_quality": 0.7591,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 5.... | {
"candidate_count": 4,
"pass_rate": 0.6302,
"quality": 0.7591,
"quality_target_met": false,
"utility": 54.186774
} | 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":4.286,"estimated_latency_ms":95143,"estimated_pass_rate":0.6302,"estimated_quality":0.7591,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":5.348,"max_latency_ms":228830,"policy":"balanced","reason_codes":["best... | {
"ambiguity": 0.4646,
"category": "operations",
"complexity": 0.6336,
"consequence": 0.6958,
"evidence_need": 0.6957,
"family": "incident_response",
"input_tokens": 680,
"request_id": "synthetic-incident_response-005479",
"reversibility": 0.2555,
"risk": 0.6872,
"summary": "Review an outage invol... | [
{
"credits_per_call": 3.343,
"id": "worker_a",
"p95_latency_ms": 69248,
"pass_rate": 0.7235,
"provider_group": "provider_z",
"quality": 0.8011,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.943,
"id": "worker_b",
"p95_l... |
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