constraints dict | family stringclasses 8
values | id stringlengths 26 39 | label dict | oracle dict | prompt stringlengths 1.67k 1.76k | schema_version stringclasses 1
value | source stringclasses 1
value | split stringclasses 1
value | target stringlengths 352 485 | task dict | workers listlengths 3 3 |
|---|---|---|---|---|---|---|---|---|---|---|---|
{
"max_calls": 1,
"max_credits": 3.149,
"max_latency_ms": 44325,
"minimum_quality": 0.5345
} | debugging | synthetic-debugging-004820 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.213,
"estimated_latency_ms": 25438,
"estimated_pass_rate": 0.3663,
"estimated_quality": 0.6352,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.149,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3663,
"quality": 0.6352,
"quality_target_met": true,
"utility": 42.52835
} | 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":1.213,"estimated_latency_ms":25438,"estimated_pass_rate":0.3663,"estimated_quality":0.6352,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.149,"max_latency_ms":44325,"policy":"lean","reason_codes":["complex_task","i... | {
"ambiguity": 0.6017,
"category": "coding",
"complexity": 0.8718,
"consequence": 0.3548,
"evidence_need": 0.7175,
"family": "debugging",
"input_tokens": 6800,
"request_id": "synthetic-debugging-004820",
"reversibility": 0.5764,
"risk": 0.4734,
"summary": "Find the root cause of a concurrency-sens... | [
{
"credits_per_call": 4.215,
"id": "worker_a",
"p95_latency_ms": 52935,
"pass_rate": 0.8403,
"provider_group": "provider_y",
"quality": 0.8972,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.213,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 18.57,
"max_latency_ms": 172660,
"minimum_quality": 0.9275
} | feature_implementation | synthetic-feature_implementation-009003 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.93,
"estimated_latency_ms": 137858,
"estimated_pass_rate": 0.7575,
"estimated_quality": 0.8957,
"finalizer": "worker_a",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7575,
"quality": 0.8957,
"quality_target_met": false,
"utility": 67.595816
} | 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":14.93,"estimated_latency_ms":137858,"estimated_pass_rate":0.7575,"estimated_quality":0.8957,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":18.57,"max_latency_ms":172660,"policy":"stric... | {
"ambiguity": 0.4038,
"category": "coding",
"complexity": 0.7893,
"consequence": 0.5788,
"evidence_need": 0.3159,
"family": "feature_implementation",
"input_tokens": 320,
"request_id": "synthetic-feature_implementation-009003",
"reversibility": 0.6051,
"risk": 0.4418,
"summary": "Patch a producti... | [
{
"credits_per_call": 10.964,
"id": "worker_a",
"p95_latency_ms": 61256,
"pass_rate": 0.9867,
"provider_group": "provider_x",
"quality": 0.9478,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.173,
"id": "worker_b",... |
{
"max_calls": 2,
"max_credits": 12.439,
"max_latency_ms": 175013,
"minimum_quality": 0.7981
} | product_tradeoff | synthetic-product_tradeoff-017232 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.482,
"estimated_latency_ms": 88076,
"estimated_pass_rate": 0.6919,
"estimated_quality": 0.7844,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 12... | {
"candidate_count": 4,
"pass_rate": 0.6919,
"quality": 0.7844,
"quality_target_met": false,
"utility": 56.332318
} | 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":4.482,"estimated_latency_ms":88076,"estimated_pass_rate":0.6919,"estimated_quality":0.7844,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":12.439,"max_latency_ms":175013,"policy":"balanced","reason_codes":["bes... | {
"ambiguity": 0.5837,
"category": "decision",
"complexity": 0.6012,
"consequence": 0.3439,
"evidence_need": 0.5178,
"family": "product_tradeoff",
"input_tokens": 6800,
"request_id": "synthetic-product_tradeoff-017232",
"reversibility": 0.7071,
"risk": 0.3553,
"summary": "Choose an implementation ... | [
{
"credits_per_call": 0.963,
"id": "worker_a",
"p95_latency_ms": 30660,
"pass_rate": 0.588,
"provider_group": "provider_x",
"quality": 0.7002,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 12.458,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 1.089,
"max_latency_ms": 28761,
"minimum_quality": 0.6682
} | research_synthesis | synthetic-research_synthesis-004269 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.812,
"estimated_latency_ms": 25781,
"estimated_pass_rate": 0.4185,
"estimated_quality": 0.5484,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.089,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4185,
"quality": 0.5484,
"quality_target_met": false,
"utility": 29.341489
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.812,"estimated_latency_ms":25781,"estimated_pass_rate":0.4185,"estimated_quality":0.5484,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.089,"max_latency_ms":28761,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.4986,
"category": "research",
"complexity": 0.4919,
"consequence": 0.2301,
"evidence_need": 0.8247,
"family": "research_synthesis",
"input_tokens": 5080,
"request_id": "synthetic-research_synthesis-004269",
"reversibility": 0.7966,
"risk": 0.5145,
"summary": "Produce a decision me... | [
{
"credits_per_call": 2.79,
"id": "worker_a",
"p95_latency_ms": 58491,
"pass_rate": 0.8839,
"provider_group": "provider_x",
"quality": 0.9156,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 12.169,
"id": "worker_b",
"p95_l... |
{
"max_calls": 1,
"max_credits": 2.58,
"max_latency_ms": 54291,
"minimum_quality": 0.5974
} | content_revision | synthetic-content_revision-005290 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.09,
"estimated_latency_ms": 28671,
"estimated_pass_rate": 0.4128,
"estimated_quality": 0.6898,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.58,
"max_latency_m... | {
"candidate_count": 1,
"pass_rate": 0.4128,
"quality": 0.6898,
"quality_target_met": true,
"utility": 46.928192
} | 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":1.09,"estimated_latency_ms":28671,"estimated_pass_rate":0.4128,"estimated_quality":0.6898,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.58,"max_latency_ms":54291,"policy":"lean","reason_codes":["single_call_suffic... | {
"ambiguity": 0.3869,
"category": "writing",
"complexity": 0.4842,
"consequence": 0.0783,
"evidence_need": 0.1429,
"family": "content_revision",
"input_tokens": 1960,
"request_id": "synthetic-content_revision-005290",
"reversibility": 0.8632,
"risk": 0.0731,
"summary": "Rewrite a streaming infere... | [
{
"credits_per_call": 3.184,
"id": "worker_a",
"p95_latency_ms": 48437,
"pass_rate": 0.9459,
"provider_group": "provider_z",
"quality": 0.9618,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.09,
"id": "worker_b",
"p95_la... |
{
"max_calls": 3,
"max_credits": 24.961,
"max_latency_ms": 237396,
"minimum_quality": 0.9197
} | feature_implementation | synthetic-feature_implementation-008211 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.925,
"estimated_latency_ms": 168653,
"estimated_pass_rate": 0.7613,
"estimated_quality": 0.9115,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7613,
"quality": 0.9115,
"quality_target_met": false,
"utility": 71.553237
} | 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":18.925,"estimated_latency_ms":168653,"estimated_pass_rate":0.7613,"estimated_quality":0.9115,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":24.961,"max_latency_ms":237396,"policy":"str... | {
"ambiguity": 0.4887,
"category": "coding",
"complexity": 0.7953,
"consequence": 0.5169,
"evidence_need": 0.31,
"family": "feature_implementation",
"input_tokens": 6240,
"request_id": "synthetic-feature_implementation-008211",
"reversibility": 0.5283,
"risk": 0.5133,
"summary": "Design an API for... | [
{
"credits_per_call": 14.512,
"id": "worker_a",
"p95_latency_ms": 59762,
"pass_rate": 0.9179,
"provider_group": "provider_z",
"quality": 0.9949,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.822,
"id": "worker_b",... |
{
"max_calls": 2,
"max_credits": 5.169,
"max_latency_ms": 122083,
"minimum_quality": 0.7709
} | debugging | synthetic-debugging-014260 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.688,
"estimated_latency_ms": 103641,
"estimated_pass_rate": 0.6337,
"estimated_quality": 0.7976,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 5... | {
"candidate_count": 4,
"pass_rate": 0.6337,
"quality": 0.7976,
"quality_target_met": true,
"utility": 55.620415
} | 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":4.688,"estimated_latency_ms":103641,"estimated_pass_rate":0.6337,"estimated_quality":0.7976,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":5.169,"max_latency_ms":122083,"policy":"balanced","reason_codes":["cre... | {
"ambiguity": 0.6076,
"category": "coding",
"complexity": 0.7148,
"consequence": 0.4855,
"evidence_need": 0.591,
"family": "debugging",
"input_tokens": 1000,
"request_id": "synthetic-debugging-014260",
"reversibility": 0.6714,
"risk": 0.6864,
"summary": "Explain why private credentials fails only... | [
{
"credits_per_call": 3.74,
"id": "worker_a",
"p95_latency_ms": 79600,
"pass_rate": 0.721,
"provider_group": "provider_z",
"quality": 0.8923,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 12.795,
"id": "worker_b",
"p95_la... |
{
"max_calls": 2,
"max_credits": 21.694,
"max_latency_ms": 228374,
"minimum_quality": 0.7306
} | incident_response | synthetic-incident_response-012407 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.886,
"estimated_latency_ms": 154598,
"estimated_pass_rate": 0.8821,
"estimated_quality": 0.953,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 2... | {
"candidate_count": 9,
"pass_rate": 0.8821,
"quality": 0.953,
"quality_target_met": true,
"utility": 74.779443
} | 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":17.886,"estimated_latency_ms":154598,"estimated_pass_rate":0.8821,"estimated_quality":0.953,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":21.694,"max_latency_ms":228374,"policy":"balanced","reason_codes":["co... | {
"ambiguity": 0.5128,
"category": "operations",
"complexity": 0.7768,
"consequence": 0.5939,
"evidence_need": 0.8546,
"family": "incident_response",
"input_tokens": 4840,
"request_id": "synthetic-incident_response-012407",
"reversibility": 0.3167,
"risk": 0.8592,
"summary": "Review an outage invo... | [
{
"credits_per_call": 3.674,
"id": "worker_a",
"p95_latency_ms": 70715,
"pass_rate": 0.8637,
"provider_group": "provider_y",
"quality": 0.917,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 14.212,
"id": "wor... |
{
"max_calls": 1,
"max_credits": 2.756,
"max_latency_ms": 33637,
"minimum_quality": 0.6317
} | direct_facts | synthetic-direct_facts-003681 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.891,
"estimated_latency_ms": 28392,
"estimated_pass_rate": 0.4584,
"estimated_quality": 0.7642,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.756,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4584,
"quality": 0.7642,
"quality_target_met": true,
"utility": 51.86222
} | 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":0.891,"estimated_latency_ms":28392,"estimated_pass_rate":0.4584,"estimated_quality":0.7642,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.756,"max_latency_ms":33637,"policy":"lean","reason_codes":["latency_constrai... | {
"ambiguity": 0.1368,
"category": "general",
"complexity": 0.178,
"consequence": 0.196,
"evidence_need": 0.0826,
"family": "direct_facts",
"input_tokens": 7480,
"request_id": "synthetic-direct_facts-003681",
"reversibility": 0.9928,
"risk": 0.0326,
"summary": "Summarize the supplied release note ... | [
{
"credits_per_call": 4.057,
"id": "worker_a",
"p95_latency_ms": 66984,
"pass_rate": 0.8065,
"provider_group": "provider_z",
"quality": 0.8282,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 11.46,
"id": "worker_b",
"p95_l... |
{
"max_calls": 2,
"max_credits": 20.443,
"max_latency_ms": 214652,
"minimum_quality": 0.7248
} | product_tradeoff | synthetic-product_tradeoff-012664 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.145,
"estimated_latency_ms": 128421,
"estimated_pass_rate": 0.9019,
"estimated_quality": 0.9175,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.9019,
"quality": 0.9175,
"quality_target_met": true,
"utility": 68.66768
} | 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":16.145,"estimated_latency_ms":128421,"estimated_pass_rate":0.9019,"estimated_quality":0.9175,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":20.443,"max_latency_ms":214652,"policy":"balanced","reason_codes":["i... | {
"ambiguity": 0.6266,
"category": "decision",
"complexity": 0.4318,
"consequence": 0.3612,
"evidence_need": 0.5673,
"family": "product_tradeoff",
"input_tokens": 5200,
"request_id": "synthetic-product_tradeoff-012664",
"reversibility": 0.7421,
"risk": 0.2176,
"summary": "Recommend whether to laun... | [
{
"credits_per_call": 3.254,
"id": "worker_a",
"p95_latency_ms": 49470,
"pass_rate": 0.8302,
"provider_group": "provider_z",
"quality": 0.88,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.965,
"id": "worke... |
{
"max_calls": 2,
"max_credits": 6.916,
"max_latency_ms": 115162,
"minimum_quality": 0.7268
} | debugging | synthetic-debugging-017692 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 3.837,
"estimated_latency_ms": 85837,
"estimated_pass_rate": 0.5827,
"estimated_quality": 0.7764,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 6.... | {
"candidate_count": 4,
"pass_rate": 0.5827,
"quality": 0.7764,
"quality_target_met": true,
"utility": 55.732988
} | 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":3.837,"estimated_latency_ms":85837,"estimated_pass_rate":0.5827,"estimated_quality":0.7764,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":6.916,"max_latency_ms":115162,"policy":"balanced","reason_codes":["inde... | {
"ambiguity": 0.3648,
"category": "coding",
"complexity": 0.6313,
"consequence": 0.5303,
"evidence_need": 0.4251,
"family": "debugging",
"input_tokens": 7200,
"request_id": "synthetic-debugging-017692",
"reversibility": 0.631,
"risk": 0.6215,
"summary": "Find the root cause of a concurrency-sensi... | [
{
"credits_per_call": 0.927,
"id": "worker_a",
"p95_latency_ms": 29422,
"pass_rate": 0.4768,
"provider_group": "provider_x",
"quality": 0.7344,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 2.91,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 3,
"max_credits": 2.881,
"max_latency_ms": 37650,
"minimum_quality": 0.6871
} | debugging | synthetic-debugging-004908 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.965,
"estimated_latency_ms": 25623,
"estimated_pass_rate": 0.315,
"estimated_quality": 0.6079,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.881,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.315,
"quality": 0.6079,
"quality_target_met": false,
"utility": 36.201218
} | 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":0.965,"estimated_latency_ms":25623,"estimated_pass_rate":0.315,"estimated_quality":0.6079,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.881,"max_latency_ms":37650,"policy":"lean","reason_codes":["best_feasible_bel... | {
"ambiguity": 0.6261,
"category": "coding",
"complexity": 0.7396,
"consequence": 0.6997,
"evidence_need": 0.5479,
"family": "debugging",
"input_tokens": 2760,
"request_id": "synthetic-debugging-004908",
"reversibility": 0.6232,
"risk": 0.4529,
"summary": "Explain why OAuth callbacks fails only un... | [
{
"credits_per_call": 13.658,
"id": "worker_a",
"p95_latency_ms": 72820,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.9307,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.965,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 14.245,
"max_latency_ms": 243830,
"minimum_quality": 0.6924
} | product_tradeoff | synthetic-product_tradeoff-014440 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.218,
"estimated_latency_ms": 138415,
"estimated_pass_rate": 0.894,
"estimated_quality": 0.9319,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 1... | {
"candidate_count": 9,
"pass_rate": 0.894,
"quality": 0.9319,
"quality_target_met": true,
"utility": 68.474553
} | 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":14.218,"estimated_latency_ms":138415,"estimated_pass_rate":0.894,"estimated_quality":0.9319,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":14.245,"max_latency_ms":243830,"policy":"balanced","reason_codes":["co... | {
"ambiguity": 0.7963,
"category": "decision",
"complexity": 0.5783,
"consequence": 0.3762,
"evidence_need": 0.4499,
"family": "product_tradeoff",
"input_tokens": 7440,
"request_id": "synthetic-product_tradeoff-014440",
"reversibility": 0.6081,
"risk": 0.3462,
"summary": "Choose an implementation ... | [
{
"credits_per_call": 11.321,
"id": "worker_a",
"p95_latency_ms": 82171,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 2.897,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 18.534,
"max_latency_ms": 174058,
"minimum_quality": 0.7935
} | data_analysis | synthetic-data_analysis-014022 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.698,
"estimated_latency_ms": 164835,
"estimated_pass_rate": 0.7542,
"estimated_quality": 0.9249,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7542,
"quality": 0.9249,
"quality_target_met": true,
"utility": 73.246628
} | 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":16.698,"estimated_latency_ms":164835,"estimated_pass_rate":0.7542,"estimated_quality":0.9249,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":18.534,"max_latency_ms":174058,"policy":"str... | {
"ambiguity": 0.5036,
"category": "analysis",
"complexity": 0.7707,
"consequence": 0.585,
"evidence_need": 0.7874,
"family": "data_analysis",
"input_tokens": 2920,
"request_id": "synthetic-data_analysis-014022",
"reversibility": 0.7247,
"risk": 0.4904,
"summary": "Analyze a dataset about access c... | [
{
"credits_per_call": 12.137,
"id": "worker_a",
"p95_latency_ms": 59658,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.41,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 9.787,
"max_latency_ms": 216328,
"minimum_quality": 0.8958
} | incident_response | synthetic-incident_response-016119 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.525,
"estimated_latency_ms": 98466,
"estimated_pass_rate": 0.6744,
"estimated_quality": 0.846,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 9.7... | {
"candidate_count": 4,
"pass_rate": 0.6744,
"quality": 0.846,
"quality_target_met": false,
"utility": 65.50289
} | 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":4.525,"estimated_latency_ms":98466,"estimated_pass_rate":0.6744,"estimated_quality":0.846,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":9.787,"max_latency_ms":216328,"policy":"balanced","reason_codes":["best_... | {
"ambiguity": 0.5691,
"category": "operations",
"complexity": 0.5283,
"consequence": 0.9732,
"evidence_need": 0.9325,
"family": "incident_response",
"input_tokens": 4920,
"request_id": "synthetic-incident_response-016119",
"reversibility": 0.5376,
"risk": 0.5666,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 0.975,
"id": "worker_a",
"p95_latency_ms": 31646,
"pass_rate": 0.6083,
"provider_group": "provider_z",
"quality": 0.7448,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 10.422,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 1,
"max_credits": 1.97,
"max_latency_ms": 36735,
"minimum_quality": 0.6445
} | research_synthesis | synthetic-research_synthesis-004989 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.941,
"estimated_latency_ms": 25149,
"estimated_pass_rate": 0.2706,
"estimated_quality": 0.5987,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.97,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.2706,
"quality": 0.5987,
"quality_target_met": false,
"utility": 34.995218
} | 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":0.941,"estimated_latency_ms":25149,"estimated_pass_rate":0.2706,"estimated_quality":0.5987,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.97,"max_latency_ms":36735,"policy":"lean","reason_codes":["best_feasible_bel... | {
"ambiguity": 0.6435,
"category": "research",
"complexity": 0.588,
"consequence": 0.4492,
"evidence_need": 0.9274,
"family": "research_synthesis",
"input_tokens": 2120,
"request_id": "synthetic-research_synthesis-004989",
"reversibility": 0.7247,
"risk": 0.4599,
"summary": "Review competing appro... | [
{
"credits_per_call": 3.644,
"id": "worker_a",
"p95_latency_ms": 81061,
"pass_rate": 0.7947,
"provider_group": "provider_y",
"quality": 0.9221,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 10.593,
"id": "worker_b",
"p95_... |
{
"max_calls": 1,
"max_credits": 1.876,
"max_latency_ms": 36516,
"minimum_quality": 0.6492
} | direct_facts | synthetic-direct_facts-000369 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.807,
"estimated_latency_ms": 18945,
"estimated_pass_rate": 0.4359,
"estimated_quality": 0.6973,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.876,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4359,
"quality": 0.6973,
"quality_target_met": true,
"utility": 47.912444
} | 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":0.807,"estimated_latency_ms":18945,"estimated_pass_rate":0.4359,"estimated_quality":0.6973,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.876,"max_latency_ms":36516,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.0986,
"category": "general",
"complexity": 0.3356,
"consequence": 0.1421,
"evidence_need": 0.0663,
"family": "direct_facts",
"input_tokens": 3000,
"request_id": "synthetic-direct_facts-000369",
"reversibility": 0.7963,
"risk": 0.073,
"summary": "Convert 12 units and state the resu... | [
{
"credits_per_call": 2.763,
"id": "worker_a",
"p95_latency_ms": 60890,
"pass_rate": 0.7575,
"provider_group": "provider_y",
"quality": 0.868,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 11.907,
"id": "wor... |
{
"max_calls": 3,
"max_credits": 15.503,
"max_latency_ms": 235208,
"minimum_quality": 0.8951
} | feature_implementation | synthetic-feature_implementation-012427 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.07,
"estimated_latency_ms": 180506,
"estimated_pass_rate": 0.76,
"estimated_quality": 0.8767,
"finalizer": "worker_a",
"independent_verification": ... | {
"candidate_count": 15,
"pass_rate": 0.76,
"quality": 0.8767,
"quality_target_met": false,
"utility": 68.646818
} | 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":14.07,"estimated_latency_ms":180506,"estimated_pass_rate":0.76,"estimated_quality":0.8767,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":15.503,"max_latency_ms":235208,"policy":"strict... | {
"ambiguity": 0.4713,
"category": "coding",
"complexity": 0.8067,
"consequence": 0.4505,
"evidence_need": 0.6024,
"family": "feature_implementation",
"input_tokens": 3280,
"request_id": "synthetic-feature_implementation-012427",
"reversibility": 0.7362,
"risk": 0.4756,
"summary": "Patch a product... | [
{
"credits_per_call": 9.951,
"id": "worker_a",
"p95_latency_ms": 84093,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.945,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.198,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 26.172,
"max_latency_ms": 228220,
"minimum_quality": 0.9518
} | research_synthesis | synthetic-research_synthesis-007165 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.627,
"estimated_latency_ms": 159266,
"estimated_pass_rate": 0.7421,
"estimated_quality": 0.916,
"finalizer": "worker_a",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7421,
"quality": 0.916,
"quality_target_met": false,
"utility": 71.773476
} | 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":19.627,"estimated_latency_ms":159266,"estimated_pass_rate":0.7421,"estimated_quality":0.916,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":26.172,"max_latency_ms":228220,"policy":"stri... | {
"ambiguity": 0.5136,
"category": "research",
"complexity": 0.7649,
"consequence": 0.5159,
"evidence_need": 0.6437,
"family": "research_synthesis",
"input_tokens": 1480,
"request_id": "synthetic-research_synthesis-007165",
"reversibility": 0.9138,
"risk": 0.5059,
"summary": "Compare evidence for ... | [
{
"credits_per_call": 14.567,
"id": "worker_a",
"p95_latency_ms": 76822,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 4.253,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 22.678,
"max_latency_ms": 187266,
"minimum_quality": 0.854
} | incident_response | synthetic-incident_response-013447 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.612,
"estimated_latency_ms": 129266,
"estimated_pass_rate": 0.7656,
"estimated_quality": 0.8846,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7656,
"quality": 0.8846,
"quality_target_met": true,
"utility": 77.658365
} | 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":19.612,"estimated_latency_ms":129266,"estimated_pass_rate":0.7656,"estimated_quality":0.8846,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":22.678,"max_latency_ms":187266,"policy":"str... | {
"ambiguity": 0.4676,
"category": "operations",
"complexity": 0.75,
"consequence": 0.9587,
"evidence_need": 0.5004,
"family": "incident_response",
"input_tokens": 3880,
"request_id": "synthetic-incident_response-013447",
"reversibility": 0.4848,
"risk": 0.8785,
"summary": "Prioritize actions duri... | [
{
"credits_per_call": 0.897,
"id": "worker_a",
"p95_latency_ms": 25733,
"pass_rate": 0.5895,
"provider_group": "provider_x",
"quality": 0.6936,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 14.696,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 1,
"max_credits": 1.864,
"max_latency_ms": 26450,
"minimum_quality": 0.532
} | data_analysis | synthetic-data_analysis-003190 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.832,
"estimated_latency_ms": 22984,
"estimated_pass_rate": 0.4459,
"estimated_quality": 0.6264,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.864,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4459,
"quality": 0.6264,
"quality_target_met": true,
"utility": 42.057715
} | 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":0.832,"estimated_latency_ms":22984,"estimated_pass_rate":0.4459,"estimated_quality":0.6264,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.864,"max_latency_ms":26450,"policy":"lean","reason_codes":["independent_evid... | {
"ambiguity": 0.2913,
"category": "analysis",
"complexity": 0.4981,
"consequence": 0.3639,
"evidence_need": 0.7156,
"family": "data_analysis",
"input_tokens": 3280,
"request_id": "synthetic-data_analysis-003190",
"reversibility": 0.8262,
"risk": 0.3053,
"summary": "Interpret a noisy metric shift ... | [
{
"credits_per_call": 11.977,
"id": "worker_a",
"p95_latency_ms": 76990,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.832,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 2.223,
"max_latency_ms": 31564,
"minimum_quality": 0.721
} | debugging | synthetic-debugging-006092 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.099,
"estimated_latency_ms": 29314,
"estimated_pass_rate": 0.3231,
"estimated_quality": 0.6096,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.223,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3231,
"quality": 0.6096,
"quality_target_met": false,
"utility": 32.907838
} | 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":1.099,"estimated_latency_ms":29314,"estimated_pass_rate":0.3231,"estimated_quality":0.6096,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.223,"max_latency_ms":31564,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.5924,
"category": "coding",
"complexity": 0.7732,
"consequence": 0.6111,
"evidence_need": 0.5067,
"family": "debugging",
"input_tokens": 3920,
"request_id": "synthetic-debugging-006092",
"reversibility": 0.5512,
"risk": 0.5674,
"summary": "Diagnose an intermittent failure in tenan... | [
{
"credits_per_call": 3.735,
"id": "worker_a",
"p95_latency_ms": 45404,
"pass_rate": 0.7741,
"provider_group": "provider_y",
"quality": 0.8976,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.099,
"id": "worker_b",
"p95_l... |
{
"max_calls": 2,
"max_credits": 12.563,
"max_latency_ms": 232501,
"minimum_quality": 0.8256
} | incident_response | synthetic-incident_response-015407 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 12.553,
"estimated_latency_ms": 104800,
"estimated_pass_rate": 0.7104,
"estimated_quality": 0.8826,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 7,
"pass_rate": 0.7104,
"quality": 0.8826,
"quality_target_met": true,
"utility": 67.27067
} | 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":12.553,"estimated_latency_ms":104800,"estimated_pass_rate":0.7104,"estimated_quality":0.8826,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":12.563,"max_latency_ms":232501,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.6355,
"category": "operations",
"complexity": 0.5501,
"consequence": 0.9898,
"evidence_need": 0.9238,
"family": "incident_response",
"input_tokens": 5240,
"request_id": "synthetic-incident_response-015407",
"reversibility": 0.3931,
"risk": 0.587,
"summary": "Plan immediate contain... | [
{
"credits_per_call": 0.853,
"id": "worker_a",
"p95_latency_ms": 21595,
"pass_rate": 0.5634,
"provider_group": "provider_x",
"quality": 0.6876,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 11.7,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 2,
"max_credits": 1.525,
"max_latency_ms": 48521,
"minimum_quality": 0.7602
} | content_revision | synthetic-content_revision-003530 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.136,
"estimated_latency_ms": 28797,
"estimated_pass_rate": 0.4014,
"estimated_quality": 0.6716,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.525,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4014,
"quality": 0.6716,
"quality_target_met": false,
"utility": 39.265044
} | 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":1.136,"estimated_latency_ms":28797,"estimated_pass_rate":0.4014,"estimated_quality":0.6716,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.525,"max_latency_ms":48521,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.2662,
"category": "writing",
"complexity": 0.3418,
"consequence": 0.1427,
"evidence_need": 0.1577,
"family": "content_revision",
"input_tokens": 3200,
"request_id": "synthetic-content_revision-003530",
"reversibility": 0.9145,
"risk": 0.1807,
"summary": "Edit documentation for acc... | [
{
"credits_per_call": 11.457,
"id": "worker_a",
"p95_latency_ms": 66152,
"pass_rate": 0.9219,
"provider_group": "provider_y",
"quality": 0.9342,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.136,
"id": "worker_b",... |
{
"max_calls": 2,
"max_credits": 13.386,
"max_latency_ms": 173309,
"minimum_quality": 0.8813
} | feature_implementation | synthetic-feature_implementation-016771 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 13.1,
"estimated_latency_ms": 143984,
"estimated_pass_rate": 0.9079,
"estimated_quality": 0.8887,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 13... | {
"candidate_count": 9,
"pass_rate": 0.9079,
"quality": 0.8887,
"quality_target_met": true,
"utility": 65.74864
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":13.1,"estimated_latency_ms":143984,"estimated_pass_rate":0.9079,"estimated_quality":0.8887,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":13.386,"max_latency_ms":173309,"policy":"balanced","reason_codes":["cre... | {
"ambiguity": 0.2598,
"category": "coding",
"complexity": 0.6893,
"consequence": 0.5326,
"evidence_need": 0.2776,
"family": "feature_implementation",
"input_tokens": 1560,
"request_id": "synthetic-feature_implementation-016771",
"reversibility": 0.4727,
"risk": 0.4304,
"summary": "Design an API f... | [
{
"credits_per_call": 1.038,
"id": "worker_a",
"p95_latency_ms": 24538,
"pass_rate": 0.5046,
"provider_group": "provider_y",
"quality": 0.777,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 10.206,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 19.04,
"max_latency_ms": 210565,
"minimum_quality": 0.8288
} | incident_response | synthetic-incident_response-005231 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.196,
"estimated_latency_ms": 153256,
"estimated_pass_rate": 0.6925,
"estimated_quality": 0.9008,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.6925,
"quality": 0.9008,
"quality_target_met": true,
"utility": 74.655242
} | 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":17.196,"estimated_latency_ms":153256,"estimated_pass_rate":0.6925,"estimated_quality":0.9008,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":19.04,"max_latency_ms":210565,"policy":"stri... | {
"ambiguity": 0.5428,
"category": "operations",
"complexity": 0.6728,
"consequence": 0.9493,
"evidence_need": 0.5207,
"family": "incident_response",
"input_tokens": 6160,
"request_id": "synthetic-incident_response-005231",
"reversibility": 0.5086,
"risk": 0.7692,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 12.987,
"id": "worker_a",
"p95_latency_ms": 55306,
"pass_rate": 0.9159,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"drafting",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.158,
... |
{
"max_calls": 3,
"max_credits": 16.74,
"max_latency_ms": 166561,
"minimum_quality": 0.8381
} | incident_response | synthetic-incident_response-019207 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.724,
"estimated_latency_ms": 158981,
"estimated_pass_rate": 0.7801,
"estimated_quality": 0.915,
"finalizer": "worker_c",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7801,
"quality": 0.915,
"quality_target_met": true,
"utility": 76.149253
} | 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":14.724,"estimated_latency_ms":158981,"estimated_pass_rate":0.7801,"estimated_quality":0.915,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":16.74,"max_latency_ms":166561,"policy":"stric... | {
"ambiguity": 0.7611,
"category": "operations",
"complexity": 0.654,
"consequence": 0.9514,
"evidence_need": 0.5185,
"family": "incident_response",
"input_tokens": 7000,
"request_id": "synthetic-incident_response-019207",
"reversibility": 0.4949,
"risk": 0.6384,
"summary": "Plan immediate contain... | [
{
"credits_per_call": 3.414,
"id": "worker_a",
"p95_latency_ms": 82344,
"pass_rate": 0.7905,
"provider_group": "provider_z",
"quality": 0.852,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.908,
"id": "worker_b",
"p95_la... |
{
"max_calls": 1,
"max_credits": 1.535,
"max_latency_ms": 36598,
"minimum_quality": 0.5316
} | debugging | synthetic-debugging-001196 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.957,
"estimated_latency_ms": 23156,
"estimated_pass_rate": 0.3371,
"estimated_quality": 0.6169,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.535,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3371,
"quality": 0.6169,
"quality_target_met": true,
"utility": 38.789726
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.957,"estimated_latency_ms":23156,"estimated_pass_rate":0.3371,"estimated_quality":0.6169,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.535,"max_latency_ms":36598,"policy":"lean","reason_codes":["independent_evid... | {
"ambiguity": 0.3956,
"category": "coding",
"complexity": 0.6846,
"consequence": 0.5404,
"evidence_need": 0.7389,
"family": "debugging",
"input_tokens": 3400,
"request_id": "synthetic-debugging-001196",
"reversibility": 0.6711,
"risk": 0.482,
"summary": "Diagnose an intermittent failure in artifa... | [
{
"credits_per_call": 0.957,
"id": "worker_a",
"p95_latency_ms": 23156,
"pass_rate": 0.4837,
"provider_group": "provider_x",
"quality": 0.722,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.079,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 2,
"max_credits": 19.306,
"max_latency_ms": 223588,
"minimum_quality": 0.7259
} | incident_response | synthetic-incident_response-006871 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.631,
"estimated_latency_ms": 126820,
"estimated_pass_rate": 0.7971,
"estimated_quality": 0.8914,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.7971,
"quality": 0.8914,
"quality_target_met": true,
"utility": 67.95911
} | 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":17.631,"estimated_latency_ms":126820,"estimated_pass_rate":0.7971,"estimated_quality":0.8914,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":19.306,"max_latency_ms":223588,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.6123,
"category": "operations",
"complexity": 0.9128,
"consequence": 0.7612,
"evidence_need": 0.5779,
"family": "incident_response",
"input_tokens": 320,
"request_id": "synthetic-incident_response-006871",
"reversibility": 0.2513,
"risk": 0.6568,
"summary": "Prioritize actions dur... | [
{
"credits_per_call": 14.024,
"id": "worker_a",
"p95_latency_ms": 78974,
"pass_rate": 0.8863,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"drafting",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.8,
"i... |
{
"max_calls": 3,
"max_credits": 15.44,
"max_latency_ms": 146425,
"minimum_quality": 0.8233
} | feature_implementation | synthetic-feature_implementation-005019 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.851,
"estimated_latency_ms": 138554,
"estimated_pass_rate": 0.7722,
"estimated_quality": 0.8928,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7722,
"quality": 0.8928,
"quality_target_met": true,
"utility": 69.839837
} | 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":14.851,"estimated_latency_ms":138554,"estimated_pass_rate":0.7722,"estimated_quality":0.8928,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":15.44,"max_latency_ms":146425,"policy":"stri... | {
"ambiguity": 0.4805,
"category": "coding",
"complexity": 0.8207,
"consequence": 0.4679,
"evidence_need": 0.4452,
"family": "feature_implementation",
"input_tokens": 5640,
"request_id": "synthetic-feature_implementation-005019",
"reversibility": 0.7997,
"risk": 0.5641,
"summary": "Implement OAuth... | [
{
"credits_per_call": 1.183,
"id": "worker_a",
"p95_latency_ms": 18396,
"pass_rate": 0.5672,
"provider_group": "provider_y",
"quality": 0.7658,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 10.533,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 18.114,
"max_latency_ms": 212742,
"minimum_quality": 0.8718
} | product_tradeoff | synthetic-product_tradeoff-013120 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.306,
"estimated_latency_ms": 164795,
"estimated_pass_rate": 0.7152,
"estimated_quality": 0.91,
"finalizer": "worker_c",
"independent_verification":... | {
"candidate_count": 15,
"pass_rate": 0.7152,
"quality": 0.91,
"quality_target_met": true,
"utility": 66.421304
} | 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":17.306,"estimated_latency_ms":164795,"estimated_pass_rate":0.7152,"estimated_quality":0.91,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":18.114,"max_latency_ms":212742,"policy":"stric... | {
"ambiguity": 0.7189,
"category": "decision",
"complexity": 0.6608,
"consequence": 0.281,
"evidence_need": 0.4285,
"family": "product_tradeoff",
"input_tokens": 2960,
"request_id": "synthetic-product_tradeoff-013120",
"reversibility": 0.6784,
"risk": 0.2323,
"summary": "Recommend whether to launc... | [
{
"credits_per_call": 1.051,
"id": "worker_a",
"p95_latency_ms": 20357,
"pass_rate": 0.5366,
"provider_group": "provider_z",
"quality": 0.79,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.177,
"id": "worker_b",
"p95_latenc... |
{
"max_calls": 3,
"max_credits": 20.017,
"max_latency_ms": 196735,
"minimum_quality": 0.8402
} | debugging | synthetic-debugging-013292 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.669,
"estimated_latency_ms": 162849,
"estimated_pass_rate": 0.7317,
"estimated_quality": 0.8754,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7317,
"quality": 0.8754,
"quality_target_met": true,
"utility": 68.498607
} | 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":17.669,"estimated_latency_ms":162849,"estimated_pass_rate":0.7317,"estimated_quality":0.8754,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":20.017,"max_latency_ms":196735,"policy":"str... | {
"ambiguity": 0.7014,
"category": "coding",
"complexity": 0.7121,
"consequence": 0.4183,
"evidence_need": 0.4331,
"family": "debugging",
"input_tokens": 7120,
"request_id": "synthetic-debugging-013292",
"reversibility": 0.7095,
"risk": 0.5179,
"summary": "Explain why schema evolution fails only u... | [
{
"credits_per_call": 13.436,
"id": "worker_a",
"p95_latency_ms": 57083,
"pass_rate": 0.9249,
"provider_group": "provider_x",
"quality": 0.9564,
"strengths": [
"coding",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.883,
"... |
{
"max_calls": 3,
"max_credits": 22.287,
"max_latency_ms": 193135,
"minimum_quality": 0.8592
} | research_synthesis | synthetic-research_synthesis-020685 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.81,
"estimated_latency_ms": 168014,
"estimated_pass_rate": 0.7225,
"estimated_quality": 0.9025,
"finalizer": "worker_a",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7225,
"quality": 0.9025,
"quality_target_met": true,
"utility": 71.202724
} | 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":18.81,"estimated_latency_ms":168014,"estimated_pass_rate":0.7225,"estimated_quality":0.9025,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":22.287,"max_latency_ms":193135,"policy":"stri... | {
"ambiguity": 0.8304,
"category": "research",
"complexity": 0.6848,
"consequence": 0.5606,
"evidence_need": 0.6431,
"family": "research_synthesis",
"input_tokens": 4680,
"request_id": "synthetic-research_synthesis-020685",
"reversibility": 0.789,
"risk": 0.3961,
"summary": "Produce a decision mem... | [
{
"credits_per_call": 14.837,
"id": "worker_a",
"p95_latency_ms": 61237,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 2.79,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 20.288,
"max_latency_ms": 193388,
"minimum_quality": 0.948
} | incident_response | synthetic-incident_response-012183 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.739,
"estimated_latency_ms": 140210,
"estimated_pass_rate": 0.7665,
"estimated_quality": 0.9058,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7665,
"quality": 0.9058,
"quality_target_met": false,
"utility": 83.82083
} | 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":17.739,"estimated_latency_ms":140210,"estimated_pass_rate":0.7665,"estimated_quality":0.9058,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":20.288,"max_latency_ms":193388,"policy":"str... | {
"ambiguity": 0.7224,
"category": "operations",
"complexity": 0.8862,
"consequence": 0.966,
"evidence_need": 0.9298,
"family": "incident_response",
"input_tokens": 5160,
"request_id": "synthetic-incident_response-012183",
"reversibility": 0.2831,
"risk": 0.8389,
"summary": "Plan immediate contain... | [
{
"credits_per_call": 0.976,
"id": "worker_a",
"p95_latency_ms": 18718,
"pass_rate": 0.5716,
"provider_group": "provider_x",
"quality": 0.7806,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.912,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 7.068,
"max_latency_ms": 173994,
"minimum_quality": 0.867
} | product_tradeoff | synthetic-product_tradeoff-015712 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 3.682,
"estimated_latency_ms": 103563,
"estimated_pass_rate": 0.5548,
"estimated_quality": 0.7834,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 7... | {
"candidate_count": 4,
"pass_rate": 0.5548,
"quality": 0.7834,
"quality_target_met": false,
"utility": 50.502782
} | 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":3.682,"estimated_latency_ms":103563,"estimated_pass_rate":0.5548,"estimated_quality":0.7834,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":7.068,"max_latency_ms":173994,"policy":"balanced","reason_codes":["bes... | {
"ambiguity": 0.6995,
"category": "decision",
"complexity": 0.5704,
"consequence": 0.4466,
"evidence_need": 0.3125,
"family": "product_tradeoff",
"input_tokens": 7600,
"request_id": "synthetic-product_tradeoff-015712",
"reversibility": 0.6653,
"risk": 0.1372,
"summary": "Choose an implementation ... | [
{
"credits_per_call": 2.849,
"id": "worker_a",
"p95_latency_ms": 78589,
"pass_rate": 0.7759,
"provider_group": "provider_y",
"quality": 0.8098,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 12.691,
"id": "wo... |
{
"max_calls": 3,
"max_credits": 22.876,
"max_latency_ms": 194137,
"minimum_quality": 0.8116
} | research_synthesis | synthetic-research_synthesis-017221 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.029,
"estimated_latency_ms": 139693,
"estimated_pass_rate": 0.6865,
"estimated_quality": 0.9237,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.6865,
"quality": 0.9237,
"quality_target_met": true,
"utility": 73.310673
} | 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":19.029,"estimated_latency_ms":139693,"estimated_pass_rate":0.6865,"estimated_quality":0.9237,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":22.876,"max_latency_ms":194137,"policy":"str... | {
"ambiguity": 0.8035,
"category": "research",
"complexity": 0.5782,
"consequence": 0.4188,
"evidence_need": 0.9009,
"family": "research_synthesis",
"input_tokens": 1680,
"request_id": "synthetic-research_synthesis-017221",
"reversibility": 0.978,
"risk": 0.5364,
"summary": "Review competing appro... | [
{
"credits_per_call": 15.082,
"id": "worker_a",
"p95_latency_ms": 52167,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.859,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 21.291,
"max_latency_ms": 203607,
"minimum_quality": 0.869
} | research_synthesis | synthetic-research_synthesis-001021 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.146,
"estimated_latency_ms": 114889,
"estimated_pass_rate": 0.9103,
"estimated_quality": 0.949,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 2... | {
"candidate_count": 9,
"pass_rate": 0.9103,
"quality": 0.949,
"quality_target_met": true,
"utility": 71.508336
} | 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":17.146,"estimated_latency_ms":114889,"estimated_pass_rate":0.9103,"estimated_quality":0.949,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":21.291,"max_latency_ms":203607,"policy":"balanced","reason_codes":["in... | {
"ambiguity": 0.4552,
"category": "research",
"complexity": 0.6652,
"consequence": 0.2576,
"evidence_need": 0.7265,
"family": "research_synthesis",
"input_tokens": 7080,
"request_id": "synthetic-research_synthesis-001021",
"reversibility": 0.8377,
"risk": 0.5201,
"summary": "Review competing appr... | [
{
"credits_per_call": 3.924,
"id": "worker_a",
"p95_latency_ms": 52190,
"pass_rate": 0.8777,
"provider_group": "provider_y",
"quality": 0.9164,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 13.222,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 25.047,
"max_latency_ms": 251814,
"minimum_quality": 0.9105
} | research_synthesis | synthetic-research_synthesis-006141 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.732,
"estimated_latency_ms": 178279,
"estimated_pass_rate": 0.7079,
"estimated_quality": 0.9184,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7079,
"quality": 0.9184,
"quality_target_met": true,
"utility": 73.013741
} | 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":18.732,"estimated_latency_ms":178279,"estimated_pass_rate":0.7079,"estimated_quality":0.9184,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":25.047,"max_latency_ms":251814,"policy":"str... | {
"ambiguity": 0.6168,
"category": "research",
"complexity": 0.8051,
"consequence": 0.5814,
"evidence_need": 0.8162,
"family": "research_synthesis",
"input_tokens": 7680,
"request_id": "synthetic-research_synthesis-006141",
"reversibility": 0.8918,
"risk": 0.3026,
"summary": "Review competing appr... | [
{
"credits_per_call": 0.954,
"id": "worker_a",
"p95_latency_ms": 18928,
"pass_rate": 0.4784,
"provider_group": "provider_y",
"quality": 0.7072,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 2.912,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 2.096,
"max_latency_ms": 36768,
"minimum_quality": 0.5279
} | feature_implementation | synthetic-feature_implementation-002459 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.791,
"estimated_latency_ms": 19414,
"estimated_pass_rate": 0.4358,
"estimated_quality": 0.6385,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.096,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4358,
"quality": 0.6385,
"quality_target_met": true,
"utility": 44.592641
} | 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":0.791,"estimated_latency_ms":19414,"estimated_pass_rate":0.4358,"estimated_quality":0.6385,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.096,"max_latency_ms":36768,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.3185,
"category": "coding",
"complexity": 0.6547,
"consequence": 0.4237,
"evidence_need": 0.438,
"family": "feature_implementation",
"input_tokens": 2240,
"request_id": "synthetic-feature_implementation-002459",
"reversibility": 0.7391,
"risk": 0.5091,
"summary": "Implement OAuth ... | [
{
"credits_per_call": 13.887,
"id": "worker_a",
"p95_latency_ms": 66772,
"pass_rate": 0.9203,
"provider_group": "provider_z",
"quality": 0.9468,
"strengths": [
"coding",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.791,
"... |
{
"max_calls": 1,
"max_credits": 2.647,
"max_latency_ms": 29073,
"minimum_quality": 0.591
} | direct_facts | synthetic-direct_facts-006689 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.106,
"estimated_latency_ms": 22752,
"estimated_pass_rate": 0.4015,
"estimated_quality": 0.6851,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.647,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4015,
"quality": 0.6851,
"quality_target_met": true,
"utility": 45.264261
} | 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":1.106,"estimated_latency_ms":22752,"estimated_pass_rate":0.4015,"estimated_quality":0.6851,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.647,"max_latency_ms":29073,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.1338,
"category": "general",
"complexity": 0.3361,
"consequence": 0.1047,
"evidence_need": 0.2245,
"family": "direct_facts",
"input_tokens": 3640,
"request_id": "synthetic-direct_facts-006689",
"reversibility": 0.8551,
"risk": 0.1896,
"summary": "Return a concise explanation of pr... | [
{
"credits_per_call": 9.99,
"id": "worker_a",
"p95_latency_ms": 90624,
"pass_rate": 0.9002,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.106,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 2.621,
"max_latency_ms": 41626,
"minimum_quality": 0.6213
} | debugging | synthetic-debugging-003468 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.126,
"estimated_latency_ms": 24834,
"estimated_pass_rate": 0.4427,
"estimated_quality": 0.6858,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.621,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4427,
"quality": 0.6858,
"quality_target_met": true,
"utility": 47.009759
} | 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":1.126,"estimated_latency_ms":24834,"estimated_pass_rate":0.4427,"estimated_quality":0.6858,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.621,"max_latency_ms":41626,"policy":"lean","reason_codes":["independent_evid... | {
"ambiguity": 0.6282,
"category": "coding",
"complexity": 0.5623,
"consequence": 0.5787,
"evidence_need": 0.672,
"family": "debugging",
"input_tokens": 3040,
"request_id": "synthetic-debugging-003468",
"reversibility": 0.5914,
"risk": 0.4478,
"summary": "Diagnose an intermittent failure in usage ... | [
{
"credits_per_call": 1.126,
"id": "worker_a",
"p95_latency_ms": 24834,
"pass_rate": 0.5902,
"provider_group": "provider_x",
"quality": 0.7819,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.409,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 17.394,
"max_latency_ms": 216437,
"minimum_quality": 0.9048
} | debugging | synthetic-debugging-001212 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.496,
"estimated_latency_ms": 158975,
"estimated_pass_rate": 0.7068,
"estimated_quality": 0.9052,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7068,
"quality": 0.9052,
"quality_target_met": true,
"utility": 72.716041
} | 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":15.496,"estimated_latency_ms":158975,"estimated_pass_rate":0.7068,"estimated_quality":0.9052,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":17.394,"max_latency_ms":216437,"policy":"str... | {
"ambiguity": 0.7905,
"category": "coding",
"complexity": 0.8726,
"consequence": 0.3968,
"evidence_need": 0.6825,
"family": "debugging",
"input_tokens": 3880,
"request_id": "synthetic-debugging-001212",
"reversibility": 0.7433,
"risk": 0.3876,
"summary": "Explain why webhook delivery fails only u... | [
{
"credits_per_call": 10.55,
"id": "worker_a",
"p95_latency_ms": 85847,
"pass_rate": 0.8929,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"coding",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.918,
"id... |
{
"max_calls": 2,
"max_credits": 3.395,
"max_latency_ms": 44046,
"minimum_quality": 0.7316
} | feature_implementation | synthetic-feature_implementation-003611 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.936,
"estimated_latency_ms": 25617,
"estimated_pass_rate": 0.4068,
"estimated_quality": 0.6808,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.395,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4068,
"quality": 0.6808,
"quality_target_met": false,
"utility": 44.885319
} | 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":0.936,"estimated_latency_ms":25617,"estimated_pass_rate":0.4068,"estimated_quality":0.6808,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.395,"max_latency_ms":44046,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.5099,
"category": "coding",
"complexity": 0.4796,
"consequence": 0.3581,
"evidence_need": 0.3147,
"family": "feature_implementation",
"input_tokens": 4800,
"request_id": "synthetic-feature_implementation-003611",
"reversibility": 0.503,
"risk": 0.401,
"summary": "Implement provide... | [
{
"credits_per_call": 3.143,
"id": "worker_a",
"p95_latency_ms": 53602,
"pass_rate": 0.8289,
"provider_group": "provider_y",
"quality": 0.8425,
"strengths": [
"coding",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.936,
"id": "worke... |
{
"max_calls": 3,
"max_credits": 17.681,
"max_latency_ms": 265330,
"minimum_quality": 0.8629
} | incident_response | synthetic-incident_response-008567 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.651,
"estimated_latency_ms": 185643,
"estimated_pass_rate": 0.7061,
"estimated_quality": 0.8941,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7061,
"quality": 0.8941,
"quality_target_met": true,
"utility": 77.173737
} | 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":15.651,"estimated_latency_ms":185643,"estimated_pass_rate":0.7061,"estimated_quality":0.8941,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":17.681,"max_latency_ms":265330,"policy":"str... | {
"ambiguity": 0.5027,
"category": "operations",
"complexity": 0.8328,
"consequence": 0.9597,
"evidence_need": 0.6166,
"family": "incident_response",
"input_tokens": 7440,
"request_id": "synthetic-incident_response-008567",
"reversibility": 0.3696,
"risk": 0.7602,
"summary": "Review an outage invo... | [
{
"credits_per_call": 0.856,
"id": "worker_a",
"p95_latency_ms": 26441,
"pass_rate": 0.4677,
"provider_group": "provider_y",
"quality": 0.6774,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 2.942,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 24.937,
"max_latency_ms": 203008,
"minimum_quality": 0.8635
} | feature_implementation | synthetic-feature_implementation-006979 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.123,
"estimated_latency_ms": 170886,
"estimated_pass_rate": 0.7062,
"estimated_quality": 0.8984,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7062,
"quality": 0.8984,
"quality_target_met": true,
"utility": 68.509221
} | 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":19.123,"estimated_latency_ms":170886,"estimated_pass_rate":0.7062,"estimated_quality":0.8984,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":24.937,"max_latency_ms":203008,"policy":"str... | {
"ambiguity": 0.2706,
"category": "coding",
"complexity": 0.84,
"consequence": 0.451,
"evidence_need": 0.408,
"family": "feature_implementation",
"input_tokens": 5920,
"request_id": "synthetic-feature_implementation-006979",
"reversibility": 0.6591,
"risk": 0.5292,
"summary": "Implement schema ev... | [
{
"credits_per_call": 0.902,
"id": "worker_a",
"p95_latency_ms": 26075,
"pass_rate": 0.4904,
"provider_group": "provider_z",
"quality": 0.7312,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 14.161,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 18.913,
"max_latency_ms": 229333,
"minimum_quality": 0.943
} | incident_response | synthetic-incident_response-005471 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.471,
"estimated_latency_ms": 158616,
"estimated_pass_rate": 0.7313,
"estimated_quality": 0.8905,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7313,
"quality": 0.8905,
"quality_target_met": false,
"utility": 70.005899
} | 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":17.471,"estimated_latency_ms":158616,"estimated_pass_rate":0.7313,"estimated_quality":0.8905,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":18.913,"max_latency_ms":229333,"policy":"str... | {
"ambiguity": 0.6168,
"category": "operations",
"complexity": 0.6896,
"consequence": 0.5705,
"evidence_need": 0.5066,
"family": "incident_response",
"input_tokens": 2400,
"request_id": "synthetic-incident_response-005471",
"reversibility": 0.5208,
"risk": 0.7472,
"summary": "Review an outage invo... | [
{
"credits_per_call": 13.571,
"id": "worker_a",
"p95_latency_ms": 90514,
"pass_rate": 0.9429,
"provider_group": "provider_z",
"quality": 0.9611,
"strengths": [
"drafting",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.027,
... |
{
"max_calls": 2,
"max_credits": 11.339,
"max_latency_ms": 116455,
"minimum_quality": 0.8432
} | incident_response | synthetic-incident_response-012503 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.582,
"estimated_latency_ms": 79696,
"estimated_pass_rate": 0.6165,
"estimated_quality": 0.8229,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 11... | {
"candidate_count": 4,
"pass_rate": 0.6165,
"quality": 0.8229,
"quality_target_met": false,
"utility": 63.508653
} | 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":4.582,"estimated_latency_ms":79696,"estimated_pass_rate":0.6165,"estimated_quality":0.8229,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":11.339,"max_latency_ms":116455,"policy":"balanced","reason_codes":["bes... | {
"ambiguity": 0.3816,
"category": "operations",
"complexity": 0.8922,
"consequence": 0.8391,
"evidence_need": 0.8439,
"family": "incident_response",
"input_tokens": 6560,
"request_id": "synthetic-incident_response-012503",
"reversibility": 0.4717,
"risk": 0.7018,
"summary": "Prioritize actions du... | [
{
"credits_per_call": 3.553,
"id": "worker_a",
"p95_latency_ms": 54564,
"pass_rate": 0.7485,
"provider_group": "provider_y",
"quality": 0.9229,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.029,
"id": "worker_b",
"p95_l... |
{
"max_calls": 1,
"max_credits": 2.537,
"max_latency_ms": 49909,
"minimum_quality": 0.573
} | debugging | synthetic-debugging-002316 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.072,
"estimated_latency_ms": 27886,
"estimated_pass_rate": 0.3096,
"estimated_quality": 0.5897,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.537,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3096,
"quality": 0.5897,
"quality_target_met": true,
"utility": 38.21006
} | 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":1.072,"estimated_latency_ms":27886,"estimated_pass_rate":0.3096,"estimated_quality":0.5897,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.537,"max_latency_ms":49909,"policy":"lean","reason_codes":["complex_task"],"... | {
"ambiguity": 0.7405,
"category": "coding",
"complexity": 0.6474,
"consequence": 0.5275,
"evidence_need": 0.397,
"family": "debugging",
"input_tokens": 1760,
"request_id": "synthetic-debugging-002316",
"reversibility": 0.4258,
"risk": 0.6984,
"summary": "Find the root cause of a concurrency-sensi... | [
{
"credits_per_call": 1.072,
"id": "worker_a",
"p95_latency_ms": 27886,
"pass_rate": 0.4956,
"provider_group": "provider_z",
"quality": 0.7268,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 2.821,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 17.753,
"max_latency_ms": 217229,
"minimum_quality": 0.8471
} | debugging | synthetic-debugging-019620 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.904,
"estimated_latency_ms": 159792,
"estimated_pass_rate": 0.6746,
"estimated_quality": 0.8849,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.6746,
"quality": 0.8849,
"quality_target_met": true,
"utility": 68.675236
} | 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":16.904,"estimated_latency_ms":159792,"estimated_pass_rate":0.6746,"estimated_quality":0.8849,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":17.753,"max_latency_ms":217229,"policy":"str... | {
"ambiguity": 0.698,
"category": "coding",
"complexity": 0.663,
"consequence": 0.6932,
"evidence_need": 0.6473,
"family": "debugging",
"input_tokens": 2080,
"request_id": "synthetic-debugging-019620",
"reversibility": 0.5163,
"risk": 0.436,
"summary": "Find the root cause of a concurrency-sensiti... | [
{
"credits_per_call": 12.341,
"id": "worker_a",
"p95_latency_ms": 67699,
"pass_rate": 0.9294,
"provider_group": "provider_x",
"quality": 0.9634,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.468,
"id": "worker_b",... |
{
"max_calls": 2,
"max_credits": 11.187,
"max_latency_ms": 241662,
"minimum_quality": 0.7111
} | incident_response | synthetic-incident_response-012687 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 3.973,
"estimated_latency_ms": 102384,
"estimated_pass_rate": 0.6263,
"estimated_quality": 0.7719,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 1... | {
"candidate_count": 4,
"pass_rate": 0.6263,
"quality": 0.7719,
"quality_target_met": true,
"utility": 61.445517
} | 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":3.973,"estimated_latency_ms":102384,"estimated_pass_rate":0.6263,"estimated_quality":0.7719,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":11.187,"max_latency_ms":241662,"policy":"balanced","reason_codes":["co... | {
"ambiguity": 0.4108,
"category": "operations",
"complexity": 0.8749,
"consequence": 0.5839,
"evidence_need": 0.7714,
"family": "incident_response",
"input_tokens": 3920,
"request_id": "synthetic-incident_response-012687",
"reversibility": 0.2261,
"risk": 0.8074,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 13.323,
"id": "worker_a",
"p95_latency_ms": 88889,
"pass_rate": 0.9837,
"provider_group": "provider_x",
"quality": 0.9295,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.145,
"id": "worker_b",... |
{
"max_calls": 3,
"max_credits": 6.86,
"max_latency_ms": 161272,
"minimum_quality": 0.8127
} | debugging | synthetic-debugging-016276 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.949,
"estimated_latency_ms": 97536,
"estimated_pass_rate": 0.6612,
"estimated_quality": 0.8615,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 6.... | {
"candidate_count": 4,
"pass_rate": 0.6612,
"quality": 0.8615,
"quality_target_met": true,
"utility": 63.825816
} | 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":4.949,"estimated_latency_ms":97536,"estimated_pass_rate":0.6612,"estimated_quality":0.8615,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":6.86,"max_latency_ms":161272,"policy":"balanced","reason_codes":["indep... | {
"ambiguity": 0.3889,
"category": "coding",
"complexity": 0.647,
"consequence": 0.6626,
"evidence_need": 0.7191,
"family": "debugging",
"input_tokens": 1560,
"request_id": "synthetic-debugging-016276",
"reversibility": 0.4837,
"risk": 0.6445,
"summary": "Diagnose an intermittent failure in credit... | [
{
"credits_per_call": 4.117,
"id": "worker_a",
"p95_latency_ms": 68491,
"pass_rate": 0.8814,
"provider_group": "provider_y",
"quality": 0.9207,
"strengths": [
"coding",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 10.177,
"id": "work... |
{
"max_calls": 3,
"max_credits": 18.432,
"max_latency_ms": 155353,
"minimum_quality": 0.9278
} | debugging | synthetic-debugging-000380 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.552,
"estimated_latency_ms": 130611,
"estimated_pass_rate": 0.7505,
"estimated_quality": 0.8963,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7505,
"quality": 0.8963,
"quality_target_met": false,
"utility": 72.013595
} | 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":15.552,"estimated_latency_ms":130611,"estimated_pass_rate":0.7505,"estimated_quality":0.8963,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":18.432,"max_latency_ms":155353,"policy":"str... | {
"ambiguity": 0.7631,
"category": "coding",
"complexity": 0.7333,
"consequence": 0.6472,
"evidence_need": 0.6096,
"family": "debugging",
"input_tokens": 1080,
"request_id": "synthetic-debugging-000380",
"reversibility": 0.4772,
"risk": 0.5458,
"summary": "Explain why OAuth callbacks fails only un... | [
{
"credits_per_call": 0.838,
"id": "worker_a",
"p95_latency_ms": 17622,
"pass_rate": 0.5948,
"provider_group": "provider_x",
"quality": 0.6755,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.193,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 22.5,
"max_latency_ms": 108143,
"minimum_quality": 0.8151
} | feature_implementation | synthetic-feature_implementation-017163 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.596,
"estimated_latency_ms": 107961,
"estimated_pass_rate": 0.9154,
"estimated_quality": 0.9177,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.9154,
"quality": 0.9177,
"quality_target_met": true,
"utility": 67.881581
} | 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":17.596,"estimated_latency_ms":107961,"estimated_pass_rate":0.9154,"estimated_quality":0.9177,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":22.5,"max_latency_ms":108143,"policy":"balanced","reason_codes":["ind... | {
"ambiguity": 0.5103,
"category": "coding",
"complexity": 0.524,
"consequence": 0.5538,
"evidence_need": 0.6415,
"family": "feature_implementation",
"input_tokens": 240,
"request_id": "synthetic-feature_implementation-017163",
"reversibility": 0.6876,
"risk": 0.2506,
"summary": "Design an API for... | [
{
"credits_per_call": 4.127,
"id": "worker_a",
"p95_latency_ms": 48631,
"pass_rate": 0.8521,
"provider_group": "provider_y",
"quality": 0.8526,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.88,
"id": "worker_b",
"p95_la... |
{
"max_calls": 3,
"max_credits": 21.737,
"max_latency_ms": 155889,
"minimum_quality": 0.8407
} | research_synthesis | synthetic-research_synthesis-019069 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.711,
"estimated_latency_ms": 152526,
"estimated_pass_rate": 0.7045,
"estimated_quality": 0.9192,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7045,
"quality": 0.9192,
"quality_target_met": true,
"utility": 71.22178
} | 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":15.711,"estimated_latency_ms":152526,"estimated_pass_rate":0.7045,"estimated_quality":0.9192,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":21.737,"max_latency_ms":155889,"policy":"str... | {
"ambiguity": 0.688,
"category": "research",
"complexity": 0.7283,
"consequence": 0.5187,
"evidence_need": 0.6532,
"family": "research_synthesis",
"input_tokens": 1080,
"request_id": "synthetic-research_synthesis-019069",
"reversibility": 0.9666,
"risk": 0.3689,
"summary": "Produce a decision mem... | [
{
"credits_per_call": 0.939,
"id": "worker_a",
"p95_latency_ms": 21065,
"pass_rate": 0.4398,
"provider_group": "provider_x",
"quality": 0.7128,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 11.731,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 1,
"max_credits": 2.193,
"max_latency_ms": 23809,
"minimum_quality": 0.768
} | feature_implementation | synthetic-feature_implementation-003995 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.101,
"estimated_latency_ms": 18250,
"estimated_pass_rate": 0.3606,
"estimated_quality": 0.6418,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.193,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3606,
"quality": 0.6418,
"quality_target_met": false,
"utility": 35.82131
} | 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":1.101,"estimated_latency_ms":18250,"estimated_pass_rate":0.3606,"estimated_quality":0.6418,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.193,"max_latency_ms":23809,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.4982,
"category": "coding",
"complexity": 0.5861,
"consequence": 0.3701,
"evidence_need": 0.648,
"family": "feature_implementation",
"input_tokens": 5760,
"request_id": "synthetic-feature_implementation-003995",
"reversibility": 0.7215,
"risk": 0.3764,
"summary": "Design an API fo... | [
{
"credits_per_call": 15.403,
"id": "worker_a",
"p95_latency_ms": 84743,
"pass_rate": 0.9585,
"provider_group": "provider_x",
"quality": 0.9613,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 4.19,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 20.251,
"max_latency_ms": 214103,
"minimum_quality": 0.8685
} | research_synthesis | synthetic-research_synthesis-007333 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.755,
"estimated_latency_ms": 164873,
"estimated_pass_rate": 0.7156,
"estimated_quality": 0.8998,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7156,
"quality": 0.8998,
"quality_target_met": true,
"utility": 68.815948
} | 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":16.755,"estimated_latency_ms":164873,"estimated_pass_rate":0.7156,"estimated_quality":0.8998,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":20.251,"max_latency_ms":214103,"policy":"str... | {
"ambiguity": 0.8077,
"category": "research",
"complexity": 0.6581,
"consequence": 0.4487,
"evidence_need": 0.6554,
"family": "research_synthesis",
"input_tokens": 7400,
"request_id": "synthetic-research_synthesis-007333",
"reversibility": 0.7296,
"risk": 0.2296,
"summary": "Produce a decision me... | [
{
"credits_per_call": 12.763,
"id": "worker_a",
"p95_latency_ms": 89622,
"pass_rate": 0.9859,
"provider_group": "provider_y",
"quality": 0.979,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.805,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 18.853,
"max_latency_ms": 168533,
"minimum_quality": 0.8566
} | research_synthesis | synthetic-research_synthesis-013605 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.257,
"estimated_latency_ms": 132600,
"estimated_pass_rate": 0.7214,
"estimated_quality": 0.9239,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7214,
"quality": 0.9239,
"quality_target_met": true,
"utility": 72.428697
} | 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":17.257,"estimated_latency_ms":132600,"estimated_pass_rate":0.7214,"estimated_quality":0.9239,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":18.853,"max_latency_ms":168533,"policy":"str... | {
"ambiguity": 0.8526,
"category": "research",
"complexity": 0.6817,
"consequence": 0.5024,
"evidence_need": 0.7876,
"family": "research_synthesis",
"input_tokens": 7040,
"request_id": "synthetic-research_synthesis-013605",
"reversibility": 0.9684,
"risk": 0.3391,
"summary": "Compare evidence for ... | [
{
"credits_per_call": 1.02,
"id": "worker_a",
"p95_latency_ms": 23191,
"pass_rate": 0.4917,
"provider_group": "provider_x",
"quality": 0.7204,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 13.424,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 15.86,
"max_latency_ms": 197259,
"minimum_quality": 0.9012
} | research_synthesis | synthetic-research_synthesis-006005 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.96,
"estimated_latency_ms": 175637,
"estimated_pass_rate": 0.7102,
"estimated_quality": 0.9191,
"finalizer": "worker_c",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7102,
"quality": 0.9191,
"quality_target_met": true,
"utility": 70.678465
} | 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":14.96,"estimated_latency_ms":175637,"estimated_pass_rate":0.7102,"estimated_quality":0.9191,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":15.86,"max_latency_ms":197259,"policy":"stric... | {
"ambiguity": 0.4932,
"category": "research",
"complexity": 0.8296,
"consequence": 0.5745,
"evidence_need": 0.8735,
"family": "research_synthesis",
"input_tokens": 1320,
"request_id": "synthetic-research_synthesis-006005",
"reversibility": 0.8858,
"risk": 0.3107,
"summary": "Produce a decision me... | [
{
"credits_per_call": 1.218,
"id": "worker_a",
"p95_latency_ms": 22945,
"pass_rate": 0.4498,
"provider_group": "provider_y",
"quality": 0.6634,
"strengths": [
"coding",
"drafting",
"speed",
"synthesis"
]
},
{
"credits_per_call": 3.847,
"id": "worke... |
{
"max_calls": 1,
"max_credits": 3.586,
"max_latency_ms": 49487,
"minimum_quality": 0.6957
} | direct_facts | synthetic-direct_facts-007617 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.996,
"estimated_latency_ms": 27260,
"estimated_pass_rate": 0.4496,
"estimated_quality": 0.8022,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.586,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4496,
"quality": 0.8022,
"quality_target_met": true,
"utility": 55.65414
} | 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":0.996,"estimated_latency_ms":27260,"estimated_pass_rate":0.4496,"estimated_quality":0.8022,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.586,"max_latency_ms":49487,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.186,
"category": "general",
"complexity": 0.1977,
"consequence": 0.1361,
"evidence_need": 0.2325,
"family": "direct_facts",
"input_tokens": 6560,
"request_id": "synthetic-direct_facts-007617",
"reversibility": 0.8193,
"risk": 0.0312,
"summary": "Convert 3 units and state the resul... | [
{
"credits_per_call": 12.791,
"id": "worker_a",
"p95_latency_ms": 82223,
"pass_rate": 0.8877,
"provider_group": "provider_y",
"quality": 0.9502,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 2.781,
"id": "worker_b",... |
{
"max_calls": 3,
"max_credits": 18.188,
"max_latency_ms": 168827,
"minimum_quality": 0.8363
} | incident_response | synthetic-incident_response-009847 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.92,
"estimated_latency_ms": 139824,
"estimated_pass_rate": 0.7658,
"estimated_quality": 0.9154,
"finalizer": "worker_b",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7658,
"quality": 0.9154,
"quality_target_met": true,
"utility": 76.54997
} | 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":14.92,"estimated_latency_ms":139824,"estimated_pass_rate":0.7658,"estimated_quality":0.9154,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":18.188,"max_latency_ms":168827,"policy":"stri... | {
"ambiguity": 0.6879,
"category": "operations",
"complexity": 0.5989,
"consequence": 0.7538,
"evidence_need": 0.5063,
"family": "incident_response",
"input_tokens": 1880,
"request_id": "synthetic-incident_response-009847",
"reversibility": 0.4989,
"risk": 0.8075,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 4.164,
"id": "worker_a",
"p95_latency_ms": 63721,
"pass_rate": 0.7946,
"provider_group": "provider_z",
"quality": 0.838,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 9.945,
"id": "worker_b",
"p95_la... |
{
"max_calls": 2,
"max_credits": 7.069,
"max_latency_ms": 121543,
"minimum_quality": 0.8171
} | incident_response | synthetic-incident_response-015631 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 5.294,
"estimated_latency_ms": 82300,
"estimated_pass_rate": 0.6094,
"estimated_quality": 0.8298,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 7.... | {
"candidate_count": 4,
"pass_rate": 0.6094,
"quality": 0.8298,
"quality_target_met": true,
"utility": 62.368339
} | 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":5.294,"estimated_latency_ms":82300,"estimated_pass_rate":0.6094,"estimated_quality":0.8298,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":7.069,"max_latency_ms":121543,"policy":"balanced","reason_codes":["comp... | {
"ambiguity": 0.4277,
"category": "operations",
"complexity": 0.8598,
"consequence": 0.7279,
"evidence_need": 0.7682,
"family": "incident_response",
"input_tokens": 7920,
"request_id": "synthetic-incident_response-015631",
"reversibility": 0.4459,
"risk": 0.8556,
"summary": "Review an outage invo... | [
{
"credits_per_call": 10.392,
"id": "worker_a",
"p95_latency_ms": 72248,
"pass_rate": 0.8887,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"drafting",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.081,
... |
{
"max_calls": 2,
"max_credits": 21.592,
"max_latency_ms": 172467,
"minimum_quality": 0.7304
} | data_analysis | synthetic-data_analysis-014518 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.39,
"estimated_latency_ms": 130345,
"estimated_pass_rate": 0.9215,
"estimated_quality": 0.9672,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 2... | {
"candidate_count": 9,
"pass_rate": 0.9215,
"quality": 0.9672,
"quality_target_met": true,
"utility": 72.871357
} | 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":17.39,"estimated_latency_ms":130345,"estimated_pass_rate":0.9215,"estimated_quality":0.9672,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":21.592,"max_latency_ms":172467,"policy":"balanced","reason_codes":["in... | {
"ambiguity": 0.5706,
"category": "analysis",
"complexity": 0.3601,
"consequence": 0.4514,
"evidence_need": 0.6925,
"family": "data_analysis",
"input_tokens": 3760,
"request_id": "synthetic-data_analysis-014518",
"reversibility": 0.9373,
"risk": 0.4819,
"summary": "Compare two experiments on tena... | [
{
"credits_per_call": 13.182,
"id": "worker_a",
"p95_latency_ms": 49822,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.12,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 1.919,
"max_latency_ms": 41190,
"minimum_quality": 0.6477
} | debugging | synthetic-debugging-005636 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.055,
"estimated_latency_ms": 21120,
"estimated_pass_rate": 0.3212,
"estimated_quality": 0.5907,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.919,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3212,
"quality": 0.5907,
"quality_target_met": false,
"utility": 35.461285
} | 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":21120,"estimated_pass_rate":0.3212,"estimated_quality":0.5907,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.919,"max_latency_ms":41190,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.7512,
"category": "coding",
"complexity": 0.5004,
"consequence": 0.6025,
"evidence_need": 0.6912,
"family": "debugging",
"input_tokens": 5200,
"request_id": "synthetic-debugging-005636",
"reversibility": 0.6951,
"risk": 0.6027,
"summary": "Find the root cause of a concurrency-sens... | [
{
"credits_per_call": 1.055,
"id": "worker_a",
"p95_latency_ms": 21120,
"pass_rate": 0.4836,
"provider_group": "provider_x",
"quality": 0.695,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 13.158,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 27.267,
"max_latency_ms": 176921,
"minimum_quality": 0.8442
} | debugging | synthetic-debugging-005140 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.528,
"estimated_latency_ms": 133712,
"estimated_pass_rate": 0.742,
"estimated_quality": 0.884,
"finalizer": "worker_c",
"independent_verification":... | {
"candidate_count": 15,
"pass_rate": 0.742,
"quality": 0.884,
"quality_target_met": true,
"utility": 71.83066
} | 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":19.528,"estimated_latency_ms":133712,"estimated_pass_rate":0.742,"estimated_quality":0.884,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":27.267,"max_latency_ms":176921,"policy":"stric... | {
"ambiguity": 0.6169,
"category": "coding",
"complexity": 0.8154,
"consequence": 0.5522,
"evidence_need": 0.5152,
"family": "debugging",
"input_tokens": 5080,
"request_id": "synthetic-debugging-005140",
"reversibility": 0.4274,
"risk": 0.4598,
"summary": "Explain why API-key rotation fails only u... | [
{
"credits_per_call": 3.975,
"id": "worker_a",
"p95_latency_ms": 51197,
"pass_rate": 0.8461,
"provider_group": "provider_y",
"quality": 0.8973,
"strengths": [
"coding",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.882,
"id": "worke... |
{
"max_calls": 2,
"max_credits": 15.159,
"max_latency_ms": 144338,
"minimum_quality": 0.8995
} | incident_response | synthetic-incident_response-014159 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 12.253,
"estimated_latency_ms": 113340,
"estimated_pass_rate": 0.7223,
"estimated_quality": 0.8459,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 7,
"pass_rate": 0.7223,
"quality": 0.8459,
"quality_target_met": false,
"utility": 62.797956
} | 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":12.253,"estimated_latency_ms":113340,"estimated_pass_rate":0.7223,"estimated_quality":0.8459,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":15.159,"max_latency_ms":144338,"policy":"balanced","reason_codes":["b... | {
"ambiguity": 0.55,
"category": "operations",
"complexity": 0.8734,
"consequence": 0.8781,
"evidence_need": 0.6878,
"family": "incident_response",
"input_tokens": 4800,
"request_id": "synthetic-incident_response-014159",
"reversibility": 0.3874,
"risk": 0.7378,
"summary": "Prioritize actions duri... | [
{
"credits_per_call": 4.152,
"id": "worker_a",
"p95_latency_ms": 58290,
"pass_rate": 0.7474,
"provider_group": "provider_z",
"quality": 0.8348,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 11.297,
"id": "wo... |
{
"max_calls": 2,
"max_credits": 7.247,
"max_latency_ms": 210416,
"minimum_quality": 0.8254
} | debugging | synthetic-debugging-015812 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 3.66,
"estimated_latency_ms": 81099,
"estimated_pass_rate": 0.6907,
"estimated_quality": 0.8092,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 7.2... | {
"candidate_count": 4,
"pass_rate": 0.6907,
"quality": 0.8092,
"quality_target_met": false,
"utility": 59.606559
} | 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":3.66,"estimated_latency_ms":81099,"estimated_pass_rate":0.6907,"estimated_quality":0.8092,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":7.247,"max_latency_ms":210416,"policy":"balanced","reason_codes":["best_... | {
"ambiguity": 0.7952,
"category": "coding",
"complexity": 0.68,
"consequence": 0.6936,
"evidence_need": 0.5769,
"family": "debugging",
"input_tokens": 840,
"request_id": "synthetic-debugging-015812",
"reversibility": 0.4916,
"risk": 0.6837,
"summary": "Find the root cause of a concurrency-sensiti... | [
{
"credits_per_call": 0.9,
"id": "worker_a",
"p95_latency_ms": 18162,
"pass_rate": 0.5451,
"provider_group": "provider_z",
"quality": 0.7041,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 14.581,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 1,
"max_credits": 3.872,
"max_latency_ms": 53338,
"minimum_quality": 0.763
} | debugging | synthetic-debugging-007708 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.883,
"estimated_latency_ms": 27947,
"estimated_pass_rate": 0.2897,
"estimated_quality": 0.6438,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.872,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.2897,
"quality": 0.6438,
"quality_target_met": false,
"utility": 37.618146
} | 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":0.883,"estimated_latency_ms":27947,"estimated_pass_rate":0.2897,"estimated_quality":0.6438,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.872,"max_latency_ms":53338,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.7581,
"category": "coding",
"complexity": 0.6769,
"consequence": 0.3445,
"evidence_need": 0.5844,
"family": "debugging",
"input_tokens": 3120,
"request_id": "synthetic-debugging-007708",
"reversibility": 0.5429,
"risk": 0.4994,
"summary": "Find the root cause of a concurrency-sens... | [
{
"credits_per_call": 12.558,
"id": "worker_a",
"p95_latency_ms": 86429,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.032,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 18.169,
"max_latency_ms": 185620,
"minimum_quality": 0.7171
} | feature_implementation | synthetic-feature_implementation-001739 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.976,
"estimated_latency_ms": 123872,
"estimated_pass_rate": 0.9009,
"estimated_quality": 0.9015,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.9009,
"quality": 0.9015,
"quality_target_met": true,
"utility": 67.630162
} | 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":16.976,"estimated_latency_ms":123872,"estimated_pass_rate":0.9009,"estimated_quality":0.9015,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":18.169,"max_latency_ms":185620,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.2019,
"category": "coding",
"complexity": 0.5943,
"consequence": 0.6146,
"evidence_need": 0.2846,
"family": "feature_implementation",
"input_tokens": 2840,
"request_id": "synthetic-feature_implementation-001739",
"reversibility": 0.7919,
"risk": 0.4119,
"summary": "Implement deplo... | [
{
"credits_per_call": 0.83,
"id": "worker_a",
"p95_latency_ms": 22544,
"pass_rate": 0.5513,
"provider_group": "provider_x",
"quality": 0.7453,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 13.134,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 24.496,
"max_latency_ms": 266103,
"minimum_quality": 0.9374
} | debugging | synthetic-debugging-017540 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.614,
"estimated_latency_ms": 191270,
"estimated_pass_rate": 0.7295,
"estimated_quality": 0.8845,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7295,
"quality": 0.8845,
"quality_target_met": false,
"utility": 68.581077
} | 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":18.614,"estimated_latency_ms":191270,"estimated_pass_rate":0.7295,"estimated_quality":0.8845,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":24.496,"max_latency_ms":266103,"policy":"str... | {
"ambiguity": 0.5907,
"category": "coding",
"complexity": 0.7138,
"consequence": 0.6085,
"evidence_need": 0.7368,
"family": "debugging",
"input_tokens": 2840,
"request_id": "synthetic-debugging-017540",
"reversibility": 0.4654,
"risk": 0.3962,
"summary": "Find the root cause of a concurrency-sens... | [
{
"credits_per_call": 4.218,
"id": "worker_a",
"p95_latency_ms": 77538,
"pass_rate": 0.7509,
"provider_group": "provider_x",
"quality": 0.8667,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 13.605,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 17.371,
"max_latency_ms": 218008,
"minimum_quality": 0.8396
} | incident_response | synthetic-incident_response-020103 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.153,
"estimated_latency_ms": 180754,
"estimated_pass_rate": 0.7348,
"estimated_quality": 0.9343,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7348,
"quality": 0.9343,
"quality_target_met": true,
"utility": 79.548806
} | 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":14.153,"estimated_latency_ms":180754,"estimated_pass_rate":0.7348,"estimated_quality":0.9343,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":17.371,"max_latency_ms":218008,"policy":"str... | {
"ambiguity": 0.6385,
"category": "operations",
"complexity": 0.7284,
"consequence": 0.7852,
"evidence_need": 0.8895,
"family": "incident_response",
"input_tokens": 2600,
"request_id": "synthetic-incident_response-020103",
"reversibility": 0.3114,
"risk": 0.677,
"summary": "Review an outage invol... | [
{
"credits_per_call": 2.893,
"id": "worker_a",
"p95_latency_ms": 77039,
"pass_rate": 0.8812,
"provider_group": "provider_z",
"quality": 0.8501,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 10.133,
"id": "worker_b",
"p95_... |
{
"max_calls": 2,
"max_credits": 8.009,
"max_latency_ms": 248388,
"minimum_quality": 0.7988
} | incident_response | synthetic-incident_response-008999 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 3.994,
"estimated_latency_ms": 111963,
"estimated_pass_rate": 0.6749,
"estimated_quality": 0.8641,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 8... | {
"candidate_count": 4,
"pass_rate": 0.6749,
"quality": 0.8641,
"quality_target_met": true,
"utility": 67.232824
} | 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":3.994,"estimated_latency_ms":111963,"estimated_pass_rate":0.6749,"estimated_quality":0.8641,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":8.009,"max_latency_ms":248388,"policy":"balanced","reason_codes":["com... | {
"ambiguity": 0.786,
"category": "operations",
"complexity": 0.8486,
"consequence": 0.5522,
"evidence_need": 0.8967,
"family": "incident_response",
"input_tokens": 1720,
"request_id": "synthetic-incident_response-008999",
"reversibility": 0.2305,
"risk": 0.8159,
"summary": "Prioritize actions dur... | [
{
"credits_per_call": 0.912,
"id": "worker_a",
"p95_latency_ms": 31378,
"pass_rate": 0.5686,
"provider_group": "provider_x",
"quality": 0.8035,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 10.125,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 21.704,
"max_latency_ms": 167850,
"minimum_quality": 0.9185
} | incident_response | synthetic-incident_response-016423 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.991,
"estimated_latency_ms": 149724,
"estimated_pass_rate": 0.7783,
"estimated_quality": 0.8957,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7783,
"quality": 0.8957,
"quality_target_met": false,
"utility": 74.398904
} | 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":16.991,"estimated_latency_ms":149724,"estimated_pass_rate":0.7783,"estimated_quality":0.8957,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":21.704,"max_latency_ms":167850,"policy":"str... | {
"ambiguity": 0.4606,
"category": "operations",
"complexity": 0.6847,
"consequence": 0.5712,
"evidence_need": 0.6743,
"family": "incident_response",
"input_tokens": 7840,
"request_id": "synthetic-incident_response-016423",
"reversibility": 0.2195,
"risk": 0.8617,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 3.444,
"id": "worker_a",
"p95_latency_ms": 65588,
"pass_rate": 0.8778,
"provider_group": "provider_y",
"quality": 0.861,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 12.334,
"id": "worker_b",
"p95_l... |
{
"max_calls": 2,
"max_credits": 10.496,
"max_latency_ms": 109959,
"minimum_quality": 0.7682
} | incident_response | synthetic-incident_response-004071 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.183,
"estimated_latency_ms": 98501,
"estimated_pass_rate": 0.6091,
"estimated_quality": 0.7824,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 10... | {
"candidate_count": 4,
"pass_rate": 0.6091,
"quality": 0.7824,
"quality_target_met": true,
"utility": 59.325555
} | 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":4.183,"estimated_latency_ms":98501,"estimated_pass_rate":0.6091,"estimated_quality":0.7824,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":10.496,"max_latency_ms":109959,"policy":"balanced","reason_codes":["hig... | {
"ambiguity": 0.6085,
"category": "operations",
"complexity": 0.6968,
"consequence": 0.6703,
"evidence_need": 0.5907,
"family": "incident_response",
"input_tokens": 4240,
"request_id": "synthetic-incident_response-004071",
"reversibility": 0.1866,
"risk": 0.7815,
"summary": "Review an outage invo... | [
{
"credits_per_call": 0.935,
"id": "worker_a",
"p95_latency_ms": 30504,
"pass_rate": 0.5427,
"provider_group": "provider_y",
"quality": 0.7596,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 13.84,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 3.128,
"max_latency_ms": 49929,
"minimum_quality": 0.623
} | product_tradeoff | synthetic-product_tradeoff-002912 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.881,
"estimated_latency_ms": 31051,
"estimated_pass_rate": 0.412,
"estimated_quality": 0.6359,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.128,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.412,
"quality": 0.6359,
"quality_target_met": true,
"utility": 44.131689
} | 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":0.881,"estimated_latency_ms":31051,"estimated_pass_rate":0.412,"estimated_quality":0.6359,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.128,"max_latency_ms":49929,"policy":"lean","reason_codes":["independent_evide... | {
"ambiguity": 0.5486,
"category": "decision",
"complexity": 0.4821,
"consequence": 0.5292,
"evidence_need": 0.6978,
"family": "product_tradeoff",
"input_tokens": 400,
"request_id": "synthetic-product_tradeoff-002912",
"reversibility": 0.5841,
"risk": 0.3464,
"summary": "Evaluate build-versus-buy ... | [
{
"credits_per_call": 3.717,
"id": "worker_a",
"p95_latency_ms": 81684,
"pass_rate": 0.788,
"provider_group": "provider_y",
"quality": 0.7978,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 10.591,
"id": "wor... |
{
"max_calls": 3,
"max_credits": 19.251,
"max_latency_ms": 200325,
"minimum_quality": 0.8162
} | incident_response | synthetic-incident_response-009823 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.512,
"estimated_latency_ms": 148487,
"estimated_pass_rate": 0.7402,
"estimated_quality": 0.9119,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7402,
"quality": 0.9119,
"quality_target_met": true,
"utility": 75.066269
} | 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":17.512,"estimated_latency_ms":148487,"estimated_pass_rate":0.7402,"estimated_quality":0.9119,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":19.251,"max_latency_ms":200325,"policy":"str... | {
"ambiguity": 0.6836,
"category": "operations",
"complexity": 0.6317,
"consequence": 0.733,
"evidence_need": 0.5296,
"family": "incident_response",
"input_tokens": 3920,
"request_id": "synthetic-incident_response-009823",
"reversibility": 0.1638,
"risk": 0.7435,
"summary": "Prioritize actions dur... | [
{
"credits_per_call": 1.004,
"id": "worker_a",
"p95_latency_ms": 29066,
"pass_rate": 0.4796,
"provider_group": "provider_y",
"quality": 0.7207,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.283,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 10.064,
"max_latency_ms": 160370,
"minimum_quality": 0.7562
} | debugging | synthetic-debugging-016380 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.858,
"estimated_latency_ms": 76143,
"estimated_pass_rate": 0.5522,
"estimated_quality": 0.7598,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 10... | {
"candidate_count": 4,
"pass_rate": 0.5522,
"quality": 0.7598,
"quality_target_met": true,
"utility": 54.90112
} | 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":4.858,"estimated_latency_ms":76143,"estimated_pass_rate":0.5522,"estimated_quality":0.7598,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":10.064,"max_latency_ms":160370,"policy":"balanced","reason_codes":["com... | {
"ambiguity": 0.7889,
"category": "coding",
"complexity": 0.8626,
"consequence": 0.6978,
"evidence_need": 0.4279,
"family": "debugging",
"input_tokens": 5880,
"request_id": "synthetic-debugging-016380",
"reversibility": 0.4434,
"risk": 0.3391,
"summary": "Find the root cause of a concurrency-sens... | [
{
"credits_per_call": 0.862,
"id": "worker_a",
"p95_latency_ms": 20297,
"pass_rate": 0.4836,
"provider_group": "provider_x",
"quality": 0.7451,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.996,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 3.037,
"max_latency_ms": 21725,
"minimum_quality": 0.483
} | data_analysis | synthetic-data_analysis-004894 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.199,
"estimated_latency_ms": 18937,
"estimated_pass_rate": 0.4002,
"estimated_quality": 0.5676,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.037,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4002,
"quality": 0.5676,
"quality_target_met": true,
"utility": 37.709709
} | 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":1.199,"estimated_latency_ms":18937,"estimated_pass_rate":0.4002,"estimated_quality":0.5676,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.037,"max_latency_ms":21725,"policy":"lean","reason_codes":["complex_task","l... | {
"ambiguity": 0.3369,
"category": "analysis",
"complexity": 0.7994,
"consequence": 0.5708,
"evidence_need": 0.4476,
"family": "data_analysis",
"input_tokens": 2920,
"request_id": "synthetic-data_analysis-004894",
"reversibility": 0.9068,
"risk": 0.4632,
"summary": "Analyze a dataset about schema ... | [
{
"credits_per_call": 12.816,
"id": "worker_a",
"p95_latency_ms": 70118,
"pass_rate": 0.9607,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.199,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 22.889,
"max_latency_ms": 162069,
"minimum_quality": 0.838
} | research_synthesis | synthetic-research_synthesis-018597 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.81,
"estimated_latency_ms": 149028,
"estimated_pass_rate": 0.657,
"estimated_quality": 0.9057,
"finalizer": "worker_a",
"independent_verification":... | {
"candidate_count": 15,
"pass_rate": 0.657,
"quality": 0.9057,
"quality_target_met": true,
"utility": 73.22174
} | 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":17.81,"estimated_latency_ms":149028,"estimated_pass_rate":0.657,"estimated_quality":0.9057,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":22.889,"max_latency_ms":162069,"policy":"stric... | {
"ambiguity": 0.8138,
"category": "research",
"complexity": 0.8064,
"consequence": 0.5961,
"evidence_need": 0.7441,
"family": "research_synthesis",
"input_tokens": 6240,
"request_id": "synthetic-research_synthesis-018597",
"reversibility": 0.9499,
"risk": 0.4796,
"summary": "Review competing appr... | [
{
"credits_per_call": 13.561,
"id": "worker_a",
"p95_latency_ms": 66612,
"pass_rate": 0.9805,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.804,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 2.065,
"max_latency_ms": 36168,
"minimum_quality": 0.7146
} | feature_implementation | synthetic-feature_implementation-000899 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.054,
"estimated_latency_ms": 24842,
"estimated_pass_rate": 0.4334,
"estimated_quality": 0.6523,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.065,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4334,
"quality": 0.6523,
"quality_target_met": false,
"utility": 41.130492
} | 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":1.054,"estimated_latency_ms":24842,"estimated_pass_rate":0.4334,"estimated_quality":0.6523,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.065,"max_latency_ms":36168,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.31,
"category": "coding",
"complexity": 0.8372,
"consequence": 0.3369,
"evidence_need": 0.3111,
"family": "feature_implementation",
"input_tokens": 480,
"request_id": "synthetic-feature_implementation-000899",
"reversibility": 0.4683,
"risk": 0.3539,
"summary": "Patch a production... | [
{
"credits_per_call": 1.054,
"id": "worker_a",
"p95_latency_ms": 24842,
"pass_rate": 0.5804,
"provider_group": "provider_z",
"quality": 0.77,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.223,
"id": "worker_b",
"p95_latenc... |
{
"max_calls": 3,
"max_credits": 17.982,
"max_latency_ms": 241463,
"minimum_quality": 0.8479
} | debugging | synthetic-debugging-009324 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.333,
"estimated_latency_ms": 186851,
"estimated_pass_rate": 0.7555,
"estimated_quality": 0.8925,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7555,
"quality": 0.8925,
"quality_target_met": true,
"utility": 70.177935
} | 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":14.333,"estimated_latency_ms":186851,"estimated_pass_rate":0.7555,"estimated_quality":0.8925,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":17.982,"max_latency_ms":241463,"policy":"str... | {
"ambiguity": 0.3929,
"category": "coding",
"complexity": 0.7068,
"consequence": 0.4238,
"evidence_need": 0.6686,
"family": "debugging",
"input_tokens": 7000,
"request_id": "synthetic-debugging-009324",
"reversibility": 0.4105,
"risk": 0.5414,
"summary": "Explain why provider failover fails only ... | [
{
"credits_per_call": 10.235,
"id": "worker_a",
"p95_latency_ms": 91143,
"pass_rate": 0.959,
"provider_group": "provider_z",
"quality": 0.9135,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.045,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 7.356,
"max_latency_ms": 97166,
"minimum_quality": 0.822
} | data_analysis | synthetic-data_analysis-013150 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.578,
"estimated_latency_ms": 90554,
"estimated_pass_rate": 0.7017,
"estimated_quality": 0.8334,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 7.... | {
"candidate_count": 4,
"pass_rate": 0.7017,
"quality": 0.8334,
"quality_target_met": true,
"utility": 57.397304
} | 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":4.578,"estimated_latency_ms":90554,"estimated_pass_rate":0.7017,"estimated_quality":0.8334,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":7.356,"max_latency_ms":97166,"policy":"balanced","reason_codes":["indep... | {
"ambiguity": 0.6775,
"category": "analysis",
"complexity": 0.6752,
"consequence": 0.3541,
"evidence_need": 0.693,
"family": "data_analysis",
"input_tokens": 1240,
"request_id": "synthetic-data_analysis-013150",
"reversibility": 0.9133,
"risk": 0.3643,
"summary": "Compare two experiments on priva... | [
{
"credits_per_call": 3.37,
"id": "worker_a",
"p95_latency_ms": 68449,
"pass_rate": 0.8046,
"provider_group": "provider_z",
"quality": 0.9176,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 13.897,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 20.176,
"max_latency_ms": 191342,
"minimum_quality": 0.9101
} | incident_response | synthetic-incident_response-019423 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.604,
"estimated_latency_ms": 166070,
"estimated_pass_rate": 0.7611,
"estimated_quality": 0.8868,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7611,
"quality": 0.8868,
"quality_target_met": false,
"utility": 74.764076
} | 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":18.604,"estimated_latency_ms":166070,"estimated_pass_rate":0.7611,"estimated_quality":0.8868,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":20.176,"max_latency_ms":191342,"policy":"str... | {
"ambiguity": 0.5346,
"category": "operations",
"complexity": 0.9425,
"consequence": 0.8209,
"evidence_need": 0.6457,
"family": "incident_response",
"input_tokens": 3200,
"request_id": "synthetic-incident_response-019423",
"reversibility": 0.1958,
"risk": 0.6226,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 1.117,
"id": "worker_a",
"p95_latency_ms": 27488,
"pass_rate": 0.4892,
"provider_group": "provider_y",
"quality": 0.7168,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.149,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 15.868,
"max_latency_ms": 211230,
"minimum_quality": 0.8711
} | incident_response | synthetic-incident_response-019879 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.281,
"estimated_latency_ms": 171562,
"estimated_pass_rate": 0.7832,
"estimated_quality": 0.9109,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7832,
"quality": 0.9109,
"quality_target_met": true,
"utility": 74.280856
} | 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":14.281,"estimated_latency_ms":171562,"estimated_pass_rate":0.7832,"estimated_quality":0.9109,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":15.868,"max_latency_ms":211230,"policy":"str... | {
"ambiguity": 0.4482,
"category": "operations",
"complexity": 0.7095,
"consequence": 0.7449,
"evidence_need": 0.5769,
"family": "incident_response",
"input_tokens": 960,
"request_id": "synthetic-incident_response-019879",
"reversibility": 0.475,
"risk": 0.6629,
"summary": "Prioritize actions duri... | [
{
"credits_per_call": 1.14,
"id": "worker_a",
"p95_latency_ms": 20939,
"pass_rate": 0.5877,
"provider_group": "provider_y",
"quality": 0.7089,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 10.133,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 1.999,
"max_latency_ms": 50935,
"minimum_quality": 0.7538
} | product_tradeoff | synthetic-product_tradeoff-002888 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.995,
"estimated_latency_ms": 26321,
"estimated_pass_rate": 0.4666,
"estimated_quality": 0.6531,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.999,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4666,
"quality": 0.6531,
"quality_target_met": false,
"utility": 41.184953
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.995,"estimated_latency_ms":26321,"estimated_pass_rate":0.4666,"estimated_quality":0.6531,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.999,"max_latency_ms":50935,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.5615,
"category": "decision",
"complexity": 0.3631,
"consequence": 0.4171,
"evidence_need": 0.4873,
"family": "product_tradeoff",
"input_tokens": 2440,
"request_id": "synthetic-product_tradeoff-002888",
"reversibility": 0.8671,
"risk": 0.1489,
"summary": "Choose an implementation ... | [
{
"credits_per_call": 0.995,
"id": "worker_a",
"p95_latency_ms": 26321,
"pass_rate": 0.5623,
"provider_group": "provider_x",
"quality": 0.6872,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 14.77,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 19.37,
"max_latency_ms": 222278,
"minimum_quality": 0.8871
} | feature_implementation | synthetic-feature_implementation-010171 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.204,
"estimated_latency_ms": 146480,
"estimated_pass_rate": 0.8896,
"estimated_quality": 0.8915,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8896,
"quality": 0.8915,
"quality_target_met": true,
"utility": 67.385272
} | 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":18.204,"estimated_latency_ms":146480,"estimated_pass_rate":0.8896,"estimated_quality":0.8915,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":19.37,"max_latency_ms":222278,"policy":"balanced","reason_codes":["co... | {
"ambiguity": 0.5285,
"category": "coding",
"complexity": 0.7677,
"consequence": 0.5422,
"evidence_need": 0.4652,
"family": "feature_implementation",
"input_tokens": 280,
"request_id": "synthetic-feature_implementation-010171",
"reversibility": 0.6145,
"risk": 0.5456,
"summary": "Patch a producti... | [
{
"credits_per_call": 14.917,
"id": "worker_a",
"p95_latency_ms": 88643,
"pass_rate": 0.9901,
"provider_group": "provider_z",
"quality": 0.9444,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.287,
"id": "worker_b",... |
{
"max_calls": 2,
"max_credits": 3.229,
"max_latency_ms": 47024,
"minimum_quality": 0.5204
} | direct_facts | synthetic-direct_facts-003817 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.061,
"estimated_latency_ms": 29284,
"estimated_pass_rate": 0.434,
"estimated_quality": 0.803,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.229,
"max_latency_m... | {
"candidate_count": 1,
"pass_rate": 0.434,
"quality": 0.803,
"quality_target_met": true,
"utility": 54.665551
} | 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":1.061,"estimated_latency_ms":29284,"estimated_pass_rate":0.434,"estimated_quality":0.803,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.229,"max_latency_ms":47024,"policy":"lean","reason_codes":["single_call_suffic... | {
"ambiguity": 0.2249,
"category": "general",
"complexity": 0.2263,
"consequence": 0.1245,
"evidence_need": 0.1789,
"family": "direct_facts",
"input_tokens": 1840,
"request_id": "synthetic-direct_facts-003817",
"reversibility": 0.7615,
"risk": 0.1769,
"summary": "Return a concise explanation of ba... | [
{
"credits_per_call": 1.061,
"id": "worker_a",
"p95_latency_ms": 29284,
"pass_rate": 0.491,
"provider_group": "provider_x",
"quality": 0.7918,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 2.927,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 2,
"max_credits": 6.466,
"max_latency_ms": 108587,
"minimum_quality": 0.8402
} | feature_implementation | synthetic-feature_implementation-018435 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.18,
"estimated_latency_ms": 89348,
"estimated_pass_rate": 0.7383,
"estimated_quality": 0.741,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 6.46... | {
"candidate_count": 4,
"pass_rate": 0.7383,
"quality": 0.741,
"quality_target_met": false,
"utility": 46.840567
} | 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":4.18,"estimated_latency_ms":89348,"estimated_pass_rate":0.7383,"estimated_quality":0.741,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":6.466,"max_latency_ms":108587,"policy":"balanced","reason_codes":["best_f... | {
"ambiguity": 0.5345,
"category": "coding",
"complexity": 0.8276,
"consequence": 0.4982,
"evidence_need": 0.3263,
"family": "feature_implementation",
"input_tokens": 6960,
"request_id": "synthetic-feature_implementation-018435",
"reversibility": 0.6976,
"risk": 0.3759,
"summary": "Implement rate ... | [
{
"credits_per_call": 3.283,
"id": "worker_a",
"p95_latency_ms": 69382,
"pass_rate": 0.8416,
"provider_group": "provider_z",
"quality": 0.8151,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.897,
"id": "worker_b",
"p95_l... |
{
"max_calls": 1,
"max_credits": 3.328,
"max_latency_ms": 53186,
"minimum_quality": 0.597
} | debugging | synthetic-debugging-006316 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 3.15,
"estimated_latency_ms": 46559,
"estimated_pass_rate": 0.7227,
"estimated_quality": 0.7073,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.328,
"max_latency_... | {
"candidate_count": 2,
"pass_rate": 0.7227,
"quality": 0.7073,
"quality_target_met": true,
"utility": 49.909801
} | 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":3.15,"estimated_latency_ms":46559,"estimated_pass_rate":0.7227,"estimated_quality":0.7073,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.328,"max_latency_ms":53186,"policy":"lean","reason_codes":["credit_constraine... | {
"ambiguity": 0.6145,
"category": "coding",
"complexity": 0.5759,
"consequence": 0.5673,
"evidence_need": 0.4683,
"family": "debugging",
"input_tokens": 6840,
"request_id": "synthetic-debugging-006316",
"reversibility": 0.6984,
"risk": 0.5117,
"summary": "Explain why rate limiting fails only unde... | [
{
"credits_per_call": 11.385,
"id": "worker_a",
"p95_latency_ms": 52433,
"pass_rate": 0.9914,
"provider_group": "provider_z",
"quality": 0.9655,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.15,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 25.651,
"max_latency_ms": 255048,
"minimum_quality": 0.831
} | incident_response | synthetic-incident_response-009951 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 20.215,
"estimated_latency_ms": 183810,
"estimated_pass_rate": 0.7603,
"estimated_quality": 0.9242,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7603,
"quality": 0.9242,
"quality_target_met": true,
"utility": 75.923884
} | 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":20.215,"estimated_latency_ms":183810,"estimated_pass_rate":0.7603,"estimated_quality":0.9242,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":25.651,"max_latency_ms":255048,"policy":"str... | {
"ambiguity": 0.4048,
"category": "operations",
"complexity": 0.6416,
"consequence": 0.7508,
"evidence_need": 0.8532,
"family": "incident_response",
"input_tokens": 1920,
"request_id": "synthetic-incident_response-009951",
"reversibility": 0.5069,
"risk": 0.612,
"summary": "Plan immediate contain... | [
{
"credits_per_call": 0.789,
"id": "worker_a",
"p95_latency_ms": 31388,
"pass_rate": 0.5368,
"provider_group": "provider_z",
"quality": 0.7804,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 15.248,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 1,
"max_credits": 1.884,
"max_latency_ms": 39759,
"minimum_quality": 0.595
} | data_analysis | synthetic-data_analysis-004046 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.197,
"estimated_latency_ms": 29601,
"estimated_pass_rate": 0.3278,
"estimated_quality": 0.6607,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.884,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3278,
"quality": 0.6607,
"quality_target_met": true,
"utility": 40.70505
} | 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":1.197,"estimated_latency_ms":29601,"estimated_pass_rate":0.3278,"estimated_quality":0.6607,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.884,"max_latency_ms":39759,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.3634,
"category": "analysis",
"complexity": 0.4127,
"consequence": 0.4381,
"evidence_need": 0.3774,
"family": "data_analysis",
"input_tokens": 3600,
"request_id": "synthetic-data_analysis-004046",
"reversibility": 0.7381,
"risk": 0.2585,
"summary": "Compare two experiments on back... | [
{
"credits_per_call": 1.197,
"id": "worker_a",
"p95_latency_ms": 29601,
"pass_rate": 0.423,
"provider_group": "provider_x",
"quality": 0.6983,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 12.93,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 2,
"max_credits": 23.732,
"max_latency_ms": 165409,
"minimum_quality": 0.7227
} | debugging | synthetic-debugging-016388 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.724,
"estimated_latency_ms": 140179,
"estimated_pass_rate": 0.8715,
"estimated_quality": 0.924,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 2... | {
"candidate_count": 9,
"pass_rate": 0.8715,
"quality": 0.924,
"quality_target_met": true,
"utility": 69.176194
} | 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":18.724,"estimated_latency_ms":140179,"estimated_pass_rate":0.8715,"estimated_quality":0.924,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":23.732,"max_latency_ms":165409,"policy":"balanced","reason_codes":["in... | {
"ambiguity": 0.3874,
"category": "coding",
"complexity": 0.7116,
"consequence": 0.4658,
"evidence_need": 0.5214,
"family": "debugging",
"input_tokens": 2160,
"request_id": "synthetic-debugging-016388",
"reversibility": 0.4395,
"risk": 0.6111,
"summary": "Explain why access control fails only und... | [
{
"credits_per_call": 1.184,
"id": "worker_a",
"p95_latency_ms": 30494,
"pass_rate": 0.4808,
"provider_group": "provider_z",
"quality": 0.7923,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 14.864,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 21.271,
"max_latency_ms": 156452,
"minimum_quality": 0.8813
} | research_synthesis | synthetic-research_synthesis-004709 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 20.65,
"estimated_latency_ms": 137317,
"estimated_pass_rate": 0.7082,
"estimated_quality": 0.9007,
"finalizer": "worker_b",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7082,
"quality": 0.9007,
"quality_target_met": true,
"utility": 72.206861
} | 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":20.65,"estimated_latency_ms":137317,"estimated_pass_rate":0.7082,"estimated_quality":0.9007,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":21.271,"max_latency_ms":156452,"policy":"stri... | {
"ambiguity": 0.8616,
"category": "research",
"complexity": 0.7704,
"consequence": 0.5475,
"evidence_need": 0.6064,
"family": "research_synthesis",
"input_tokens": 7520,
"request_id": "synthetic-research_synthesis-004709",
"reversibility": 0.8221,
"risk": 0.5159,
"summary": "Produce a decision me... | [
{
"credits_per_call": 1.038,
"id": "worker_a",
"p95_latency_ms": 22853,
"pass_rate": 0.4442,
"provider_group": "provider_z",
"quality": 0.6411,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 15.345,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 2,
"max_credits": 2.656,
"max_latency_ms": 49946,
"minimum_quality": 0.5439
} | product_tradeoff | synthetic-product_tradeoff-007904 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.998,
"estimated_latency_ms": 25445,
"estimated_pass_rate": 0.3536,
"estimated_quality": 0.6015,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.656,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3536,
"quality": 0.6015,
"quality_target_met": true,
"utility": 40.503003
} | 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":0.998,"estimated_latency_ms":25445,"estimated_pass_rate":0.3536,"estimated_quality":0.6015,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.656,"max_latency_ms":49946,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.4285,
"category": "decision",
"complexity": 0.6332,
"consequence": 0.4605,
"evidence_need": 0.3795,
"family": "product_tradeoff",
"input_tokens": 4720,
"request_id": "synthetic-product_tradeoff-007904",
"reversibility": 0.755,
"risk": 0.4308,
"summary": "Evaluate build-versus-buy ... | [
{
"credits_per_call": 14.925,
"id": "worker_a",
"p95_latency_ms": 90306,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.998,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 2.821,
"max_latency_ms": 55053,
"minimum_quality": 0.5384
} | research_synthesis | synthetic-research_synthesis-008581 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.16,
"estimated_latency_ms": 29214,
"estimated_pass_rate": 0.3283,
"estimated_quality": 0.5591,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.821,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.3283,
"quality": 0.5591,
"quality_target_met": true,
"utility": 36.948753
} | 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":1.16,"estimated_latency_ms":29214,"estimated_pass_rate":0.3283,"estimated_quality":0.5591,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.821,"max_latency_ms":55053,"policy":"lean","reason_codes":["independent_evide... | {
"ambiguity": 0.6393,
"category": "research",
"complexity": 0.7103,
"consequence": 0.2467,
"evidence_need": 0.6518,
"family": "research_synthesis",
"input_tokens": 5800,
"request_id": "synthetic-research_synthesis-008581",
"reversibility": 0.7401,
"risk": 0.43,
"summary": "Review competing approa... | [
{
"credits_per_call": 1.16,
"id": "worker_a",
"p95_latency_ms": 29214,
"pass_rate": 0.492,
"provider_group": "provider_x",
"quality": 0.6814,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 12.298,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 2,
"max_credits": 9.251,
"max_latency_ms": 192614,
"minimum_quality": 0.701
} | incident_response | synthetic-incident_response-004311 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 3.634,
"estimated_latency_ms": 90996,
"estimated_pass_rate": 0.6587,
"estimated_quality": 0.8102,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 9.... | {
"candidate_count": 4,
"pass_rate": 0.6587,
"quality": 0.8102,
"quality_target_met": true,
"utility": 65.943115
} | 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":3.634,"estimated_latency_ms":90996,"estimated_pass_rate":0.6587,"estimated_quality":0.8102,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":9.251,"max_latency_ms":192614,"policy":"balanced","reason_codes":["high... | {
"ambiguity": 0.5677,
"category": "operations",
"complexity": 0.5931,
"consequence": 0.7082,
"evidence_need": 0.889,
"family": "incident_response",
"input_tokens": 3680,
"request_id": "synthetic-incident_response-004311",
"reversibility": 0.2902,
"risk": 0.8591,
"summary": "Prioritize actions dur... | [
{
"credits_per_call": 2.829,
"id": "worker_a",
"p95_latency_ms": 59175,
"pass_rate": 0.7913,
"provider_group": "provider_y",
"quality": 0.8228,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 10.575,
"id": "worker_b",
"p95_... |
{
"max_calls": 2,
"max_credits": 7.133,
"max_latency_ms": 132801,
"minimum_quality": 0.8781
} | debugging | synthetic-debugging-000404 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.879,
"estimated_latency_ms": 86732,
"estimated_pass_rate": 0.6856,
"estimated_quality": 0.8526,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 7.... | {
"candidate_count": 4,
"pass_rate": 0.6856,
"quality": 0.8526,
"quality_target_met": false,
"utility": 58.481791
} | 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":4.879,"estimated_latency_ms":86732,"estimated_pass_rate":0.6856,"estimated_quality":0.8526,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":7.133,"max_latency_ms":132801,"policy":"balanced","reason_codes":["best... | {
"ambiguity": 0.3767,
"category": "coding",
"complexity": 0.4989,
"consequence": 0.6178,
"evidence_need": 0.6912,
"family": "debugging",
"input_tokens": 1760,
"request_id": "synthetic-debugging-000404",
"reversibility": 0.5158,
"risk": 0.4485,
"summary": "Explain why background jobs fails only un... | [
{
"credits_per_call": 1.03,
"id": "worker_a",
"p95_latency_ms": 29083,
"pass_rate": 0.5637,
"provider_group": "provider_z",
"quality": 0.7773,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 11.018,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 3.377,
"max_latency_ms": 45513,
"minimum_quality": 0.4844
} | content_revision | synthetic-content_revision-007690 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.797,
"estimated_latency_ms": 29611,
"estimated_pass_rate": 0.3516,
"estimated_quality": 0.693,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.377,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.3516,
"quality": 0.693,
"quality_target_met": true,
"utility": 46.473018
} | 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":0.797,"estimated_latency_ms":29611,"estimated_pass_rate":0.3516,"estimated_quality":0.693,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.377,"max_latency_ms":45513,"policy":"lean","reason_codes":["single_call_suffi... | {
"ambiguity": 0.3763,
"category": "writing",
"complexity": 0.3985,
"consequence": 0.0693,
"evidence_need": 0.1444,
"family": "content_revision",
"input_tokens": 5800,
"request_id": "synthetic-content_revision-007690",
"reversibility": 0.9885,
"risk": 0.2491,
"summary": "Tighten a product explanat... | [
{
"credits_per_call": 0.797,
"id": "worker_a",
"p95_latency_ms": 29611,
"pass_rate": 0.4454,
"provider_group": "provider_x",
"quality": 0.7283,
"strengths": [
"coding",
"drafting",
"speed",
"writing"
]
},
{
"credits_per_call": 13.224,
"id": "worker... |
{
"max_calls": 2,
"max_credits": 20.532,
"max_latency_ms": 160759,
"minimum_quality": 0.7464
} | research_synthesis | synthetic-research_synthesis-018925 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.957,
"estimated_latency_ms": 99016,
"estimated_pass_rate": 0.9004,
"estimated_quality": 0.9457,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 2... | {
"candidate_count": 9,
"pass_rate": 0.9004,
"quality": 0.9457,
"quality_target_met": true,
"utility": 70.391531
} | 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":16.957,"estimated_latency_ms":99016,"estimated_pass_rate":0.9004,"estimated_quality":0.9457,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":20.532,"max_latency_ms":160759,"policy":"balanced","reason_codes":["co... | {
"ambiguity": 0.8053,
"category": "research",
"complexity": 0.5038,
"consequence": 0.2369,
"evidence_need": 0.6807,
"family": "research_synthesis",
"input_tokens": 4120,
"request_id": "synthetic-research_synthesis-018925",
"reversibility": 0.8728,
"risk": 0.4526,
"summary": "Review competing appr... | [
{
"credits_per_call": 0.875,
"id": "worker_a",
"p95_latency_ms": 29627,
"pass_rate": 0.4362,
"provider_group": "provider_z",
"quality": 0.6163,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.392,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 6.471,
"max_latency_ms": 233069,
"minimum_quality": 0.8567
} | incident_response | synthetic-incident_response-008895 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 5.103,
"estimated_latency_ms": 99768,
"estimated_pass_rate": 0.5899,
"estimated_quality": 0.8098,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 6.... | {
"candidate_count": 4,
"pass_rate": 0.5899,
"quality": 0.8098,
"quality_target_met": false,
"utility": 58.410746
} | 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":5.103,"estimated_latency_ms":99768,"estimated_pass_rate":0.5899,"estimated_quality":0.8098,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":6.471,"max_latency_ms":233069,"policy":"balanced","reason_codes":["best... | {
"ambiguity": 0.3765,
"category": "operations",
"complexity": 0.9106,
"consequence": 0.7031,
"evidence_need": 0.8628,
"family": "incident_response",
"input_tokens": 2480,
"request_id": "synthetic-incident_response-008895",
"reversibility": 0.395,
"risk": 0.7013,
"summary": "Plan immediate contain... | [
{
"credits_per_call": 1.001,
"id": "worker_a",
"p95_latency_ms": 31893,
"pass_rate": 0.5139,
"provider_group": "provider_y",
"quality": 0.7734,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 12.043,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 1,
"max_credits": 1.11,
"max_latency_ms": 35436,
"minimum_quality": 0.6502
} | feature_implementation | synthetic-feature_implementation-007091 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.929,
"estimated_latency_ms": 19952,
"estimated_pass_rate": 0.4383,
"estimated_quality": 0.6835,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.11,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.4383,
"quality": 0.6835,
"quality_target_met": true,
"utility": 44.065647
} | 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":19952,"estimated_pass_rate":0.4383,"estimated_quality":0.6835,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.11,"max_latency_ms":35436,"policy":"lean","reason_codes":["credit_constraine... | {
"ambiguity": 0.4393,
"category": "coding",
"complexity": 0.5991,
"consequence": 0.587,
"evidence_need": 0.4338,
"family": "feature_implementation",
"input_tokens": 6480,
"request_id": "synthetic-feature_implementation-007091",
"reversibility": 0.5635,
"risk": 0.3301,
"summary": "Design an API fo... | [
{
"credits_per_call": 10.292,
"id": "worker_a",
"p95_latency_ms": 76767,
"pass_rate": 0.8951,
"provider_group": "provider_z",
"quality": 0.9458,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.929,
"id": "worker_b",... |
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