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": 2,
"max_credits": 18.81,
"max_latency_ms": 199219,
"minimum_quality": 0.82
} | debugging | synthetic-debugging-009540 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.402,
"estimated_latency_ms": 157365,
"estimated_pass_rate": 0.8621,
"estimated_quality": 0.8898,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8621,
"quality": 0.8898,
"quality_target_met": true,
"utility": 67.090464
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":15.402,"estimated_latency_ms":157365,"estimated_pass_rate":0.8621,"estimated_quality":0.8898,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":18.81,"max_latency_ms":199219,"policy":"balanced","reason_codes":["in... | {
"ambiguity": 0.6611,
"category": "coding",
"complexity": 0.6955,
"consequence": 0.5387,
"evidence_need": 0.6334,
"family": "debugging",
"input_tokens": 4760,
"request_id": "synthetic-debugging-009540",
"reversibility": 0.4182,
"risk": 0.5337,
"summary": "Diagnose an intermittent failure in acces... | [
{
"credits_per_call": 11.66,
"id": "worker_a",
"p95_latency_ms": 86939,
"pass_rate": 0.9653,
"provider_group": "provider_z",
"quality": 0.9462,
"strengths": [
"coding",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.798,
"i... |
{
"max_calls": 3,
"max_credits": 24.677,
"max_latency_ms": 181207,
"minimum_quality": 0.8228
} | research_synthesis | synthetic-research_synthesis-001869 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.186,
"estimated_latency_ms": 164735,
"estimated_pass_rate": 0.6623,
"estimated_quality": 0.9169,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.6623,
"quality": 0.9169,
"quality_target_met": true,
"utility": 72.475217
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.186,"estimated_latency_ms":164735,"estimated_pass_rate":0.6623,"estimated_quality":0.9169,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":24.677,"max_latency_ms":181207,"policy":"str... | {
"ambiguity": 0.5975,
"category": "research",
"complexity": 0.8634,
"consequence": 0.4558,
"evidence_need": 0.9931,
"family": "research_synthesis",
"input_tokens": 7120,
"request_id": "synthetic-research_synthesis-001869",
"reversibility": 0.7606,
"risk": 0.3347,
"summary": "Compare evidence for ... | [
{
"credits_per_call": 3.806,
"id": "worker_a",
"p95_latency_ms": 77340,
"pass_rate": 0.7888,
"provider_group": "provider_z",
"quality": 0.7969,
"strengths": [
"reasoning",
"review",
"synthesis",
"writing"
]
},
{
"credits_per_call": 0.85,
"id": "wor... |
{
"max_calls": 2,
"max_credits": 10.117,
"max_latency_ms": 146692,
"minimum_quality": 0.7069
} | debugging | synthetic-debugging-017324 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 3.89,
"estimated_latency_ms": 93111,
"estimated_pass_rate": 0.6867,
"estimated_quality": 0.7866,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 10.... | {
"candidate_count": 4,
"pass_rate": 0.6867,
"quality": 0.7866,
"quality_target_met": true,
"utility": 56.802841
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":3.89,"estimated_latency_ms":93111,"estimated_pass_rate":0.6867,"estimated_quality":0.7866,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":10.117,"max_latency_ms":146692,"policy":"balanced","reason_codes":["comp... | {
"ambiguity": 0.4367,
"category": "coding",
"complexity": 0.817,
"consequence": 0.4905,
"evidence_need": 0.5775,
"family": "debugging",
"input_tokens": 1880,
"request_id": "synthetic-debugging-017324",
"reversibility": 0.4058,
"risk": 0.5124,
"summary": "Diagnose an intermittent failure in data r... | [
{
"credits_per_call": 2.815,
"id": "worker_a",
"p95_latency_ms": 74252,
"pass_rate": 0.7823,
"provider_group": "provider_x",
"quality": 0.8697,
"strengths": [
"coding",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 10.702,
"id": "work... |
{
"max_calls": 2,
"max_credits": 13.471,
"max_latency_ms": 205846,
"minimum_quality": 0.8472
} | debugging | synthetic-debugging-013652 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 12.499,
"estimated_latency_ms": 105055,
"estimated_pass_rate": 0.8157,
"estimated_quality": 0.8529,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 7,
"pass_rate": 0.8157,
"quality": 0.8529,
"quality_target_met": true,
"utility": 59.273841
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":12.499,"estimated_latency_ms":105055,"estimated_pass_rate":0.8157,"estimated_quality":0.8529,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":13.471,"max_latency_ms":205846,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.6724,
"category": "coding",
"complexity": 0.6822,
"consequence": 0.4036,
"evidence_need": 0.5327,
"family": "debugging",
"input_tokens": 6320,
"request_id": "synthetic-debugging-013652",
"reversibility": 0.5845,
"risk": 0.3226,
"summary": "Explain why observability fails only unde... | [
{
"credits_per_call": 0.989,
"id": "worker_a",
"p95_latency_ms": 29486,
"pass_rate": 0.5199,
"provider_group": "provider_y",
"quality": 0.749,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.969,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 3,
"max_credits": 26.689,
"max_latency_ms": 158213,
"minimum_quality": 0.8414
} | incident_response | synthetic-incident_response-011735 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.246,
"estimated_latency_ms": 145701,
"estimated_pass_rate": 0.7305,
"estimated_quality": 0.9263,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7305,
"quality": 0.9263,
"quality_target_met": true,
"utility": 79.555129
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.246,"estimated_latency_ms":145701,"estimated_pass_rate":0.7305,"estimated_quality":0.9263,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":26.689,"max_latency_ms":158213,"policy":"str... | {
"ambiguity": 0.7269,
"category": "operations",
"complexity": 0.6841,
"consequence": 0.9929,
"evidence_need": 0.5489,
"family": "incident_response",
"input_tokens": 2760,
"request_id": "synthetic-incident_response-011735",
"reversibility": 0.1873,
"risk": 0.7669,
"summary": "Prioritize actions du... | [
{
"credits_per_call": 3.396,
"id": "worker_a",
"p95_latency_ms": 65875,
"pass_rate": 0.8584,
"provider_group": "provider_x",
"quality": 0.9158,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 14.674,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 22.022,
"max_latency_ms": 149448,
"minimum_quality": 0.7905
} | debugging | synthetic-debugging-018108 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.99,
"estimated_latency_ms": 113896,
"estimated_pass_rate": 0.8959,
"estimated_quality": 0.9273,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 2... | {
"candidate_count": 15,
"pass_rate": 0.8959,
"quality": 0.9273,
"quality_target_met": true,
"utility": 70.041067
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.99,"estimated_latency_ms":113896,"estimated_pass_rate":0.8959,"estimated_quality":0.9273,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":22.022,"max_latency_ms":149448,"policy":"balanced","reason_codes":["in... | {
"ambiguity": 0.5804,
"category": "coding",
"complexity": 0.5592,
"consequence": 0.5595,
"evidence_need": 0.5116,
"family": "debugging",
"input_tokens": 5920,
"request_id": "synthetic-debugging-018108",
"reversibility": 0.5378,
"risk": 0.4416,
"summary": "Explain why model routing fails only unde... | [
{
"credits_per_call": 13.765,
"id": "worker_a",
"p95_latency_ms": 51125,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.9852,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.998,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 1.008,
"max_latency_ms": 29469,
"minimum_quality": 0.4941
} | feature_implementation | synthetic-feature_implementation-002411 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.871,
"estimated_latency_ms": 20839,
"estimated_pass_rate": 0.3197,
"estimated_quality": 0.5688,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.008,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3197,
"quality": 0.5688,
"quality_target_met": true,
"utility": 33.387914
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.871,"estimated_latency_ms":20839,"estimated_pass_rate":0.3197,"estimated_quality":0.5688,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.008,"max_latency_ms":29469,"policy":"lean","reason_codes":["complex_task","c... | {
"ambiguity": 0.5344,
"category": "coding",
"complexity": 0.7287,
"consequence": 0.4606,
"evidence_need": 0.2853,
"family": "feature_implementation",
"input_tokens": 2520,
"request_id": "synthetic-feature_implementation-002411",
"reversibility": 0.6566,
"risk": 0.3523,
"summary": "Implement datab... | [
{
"credits_per_call": 12.044,
"id": "worker_a",
"p95_latency_ms": 53051,
"pass_rate": 0.9795,
"provider_group": "provider_z",
"quality": 0.9544,
"strengths": [
"coding",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 2.952,
"... |
{
"max_calls": 1,
"max_credits": 2.468,
"max_latency_ms": 52348,
"minimum_quality": 0.5286
} | feature_implementation | synthetic-feature_implementation-003803 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.077,
"estimated_latency_ms": 26472,
"estimated_pass_rate": 0.3207,
"estimated_quality": 0.597,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.468,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.3207,
"quality": 0.597,
"quality_target_met": true,
"utility": 39.059783
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":1.077,"estimated_latency_ms":26472,"estimated_pass_rate":0.3207,"estimated_quality":0.597,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.468,"max_latency_ms":52348,"policy":"lean","reason_codes":["complex_task"],"r... | {
"ambiguity": 0.3805,
"category": "coding",
"complexity": 0.7729,
"consequence": 0.2785,
"evidence_need": 0.2943,
"family": "feature_implementation",
"input_tokens": 6760,
"request_id": "synthetic-feature_implementation-003803",
"reversibility": 0.5594,
"risk": 0.3228,
"summary": "Implement schem... | [
{
"credits_per_call": 3.885,
"id": "worker_a",
"p95_latency_ms": 79601,
"pass_rate": 0.767,
"provider_group": "provider_x",
"quality": 0.9204,
"strengths": [
"coding",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 10.885,
"id": "worke... |
{
"max_calls": 1,
"max_credits": 1.278,
"max_latency_ms": 30326,
"minimum_quality": 0.7425
} | direct_facts | synthetic-direct_facts-002089 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.191,
"estimated_latency_ms": 22013,
"estimated_pass_rate": 0.4137,
"estimated_quality": 0.779,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.278,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.4137,
"quality": 0.779,
"quality_target_met": true,
"utility": 48.023171
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":1.191,"estimated_latency_ms":22013,"estimated_pass_rate":0.4137,"estimated_quality":0.779,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.278,"max_latency_ms":30326,"policy":"lean","reason_codes":["credit_constraine... | {
"ambiguity": 0.0353,
"category": "general",
"complexity": 0.233,
"consequence": 0.1842,
"evidence_need": 0.0297,
"family": "direct_facts",
"input_tokens": 5280,
"request_id": "synthetic-direct_facts-002089",
"reversibility": 0.8608,
"risk": 0.1392,
"summary": "Convert 3 units and state the resul... | [
{
"credits_per_call": 1.191,
"id": "worker_a",
"p95_latency_ms": 22013,
"pass_rate": 0.4541,
"provider_group": "provider_x",
"quality": 0.7535,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 10.555,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 1,
"max_credits": 2.336,
"max_latency_ms": 39222,
"minimum_quality": 0.5962
} | research_synthesis | synthetic-research_synthesis-000333 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.954,
"estimated_latency_ms": 31420,
"estimated_pass_rate": 0.3363,
"estimated_quality": 0.643,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.336,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.3363,
"quality": 0.643,
"quality_target_met": true,
"utility": 41.137303
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.954,"estimated_latency_ms":31420,"estimated_pass_rate":0.3363,"estimated_quality":0.643,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.336,"max_latency_ms":39222,"policy":"lean","reason_codes":["independent_evide... | {
"ambiguity": 0.6221,
"category": "research",
"complexity": 0.556,
"consequence": 0.5707,
"evidence_need": 0.9701,
"family": "research_synthesis",
"input_tokens": 5800,
"request_id": "synthetic-research_synthesis-000333",
"reversibility": 0.9766,
"risk": 0.322,
"summary": "Compare evidence for de... | [
{
"credits_per_call": 10.228,
"id": "worker_a",
"p95_latency_ms": 49758,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.052,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 1.876,
"max_latency_ms": 36425,
"minimum_quality": 0.5013
} | data_analysis | synthetic-data_analysis-004886 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.935,
"estimated_latency_ms": 29625,
"estimated_pass_rate": 0.367,
"estimated_quality": 0.6372,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.876,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.367,
"quality": 0.6372,
"quality_target_met": true,
"utility": 40.798676
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.935,"estimated_latency_ms":29625,"estimated_pass_rate":0.367,"estimated_quality":0.6372,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.876,"max_latency_ms":36425,"policy":"lean","reason_codes":["single_call_suffi... | {
"ambiguity": 0.562,
"category": "analysis",
"complexity": 0.5515,
"consequence": 0.4884,
"evidence_need": 0.3603,
"family": "data_analysis",
"input_tokens": 4920,
"request_id": "synthetic-data_analysis-004886",
"reversibility": 0.8258,
"risk": 0.1602,
"summary": "Interpret a noisy metric shift i... | [
{
"credits_per_call": 0.935,
"id": "worker_a",
"p95_latency_ms": 29625,
"pass_rate": 0.485,
"provider_group": "provider_z",
"quality": 0.7062,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 12.379,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 17.139,
"max_latency_ms": 177507,
"minimum_quality": 0.9333
} | incident_response | synthetic-incident_response-019775 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.042,
"estimated_latency_ms": 151661,
"estimated_pass_rate": 0.7349,
"estimated_quality": 0.9029,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7349,
"quality": 0.9029,
"quality_target_met": false,
"utility": 73.66146
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.042,"estimated_latency_ms":151661,"estimated_pass_rate":0.7349,"estimated_quality":0.9029,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":17.139,"max_latency_ms":177507,"policy":"str... | {
"ambiguity": 0.4334,
"category": "operations",
"complexity": 0.9363,
"consequence": 0.563,
"evidence_need": 0.6103,
"family": "incident_response",
"input_tokens": 1040,
"request_id": "synthetic-incident_response-019775",
"reversibility": 0.3034,
"risk": 0.7183,
"summary": "Prioritize actions dur... | [
{
"credits_per_call": 11.05,
"id": "worker_a",
"p95_latency_ms": 55741,
"pass_rate": 0.9592,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.07,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 9.789,
"max_latency_ms": 189690,
"minimum_quality": 0.8262
} | research_synthesis | synthetic-research_synthesis-006861 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.728,
"estimated_latency_ms": 76982,
"estimated_pass_rate": 0.5078,
"estimated_quality": 0.6928,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 9.... | {
"candidate_count": 4,
"pass_rate": 0.5078,
"quality": 0.6928,
"quality_target_met": false,
"utility": 43.313824
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":4.728,"estimated_latency_ms":76982,"estimated_pass_rate":0.5078,"estimated_quality":0.6928,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":9.789,"max_latency_ms":189690,"policy":"balanced","reason_codes":["best... | {
"ambiguity": 0.8816,
"category": "research",
"complexity": 0.8237,
"consequence": 0.3094,
"evidence_need": 0.7473,
"family": "research_synthesis",
"input_tokens": 5920,
"request_id": "synthetic-research_synthesis-006861",
"reversibility": 0.7545,
"risk": 0.3011,
"summary": "Compare evidence for ... | [
{
"credits_per_call": 11.643,
"id": "worker_a",
"p95_latency_ms": 76156,
"pass_rate": 0.975,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.19,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 19.017,
"max_latency_ms": 142939,
"minimum_quality": 0.7118
} | incident_response | synthetic-incident_response-001023 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.288,
"estimated_latency_ms": 130949,
"estimated_pass_rate": 0.8812,
"estimated_quality": 0.8855,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8812,
"quality": 0.8855,
"quality_target_met": true,
"utility": 70.076738
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":15.288,"estimated_latency_ms":130949,"estimated_pass_rate":0.8812,"estimated_quality":0.8855,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":19.017,"max_latency_ms":142939,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.4505,
"category": "operations",
"complexity": 0.8534,
"consequence": 0.7729,
"evidence_need": 0.6351,
"family": "incident_response",
"input_tokens": 7800,
"request_id": "synthetic-incident_response-001023",
"reversibility": 0.1509,
"risk": 0.7944,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 3.865,
"id": "worker_a",
"p95_latency_ms": 48600,
"pass_rate": 0.7715,
"provider_group": "provider_y",
"quality": 0.8526,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 11.423,
"id": "worker_b",
"p95_... |
{
"max_calls": 1,
"max_credits": 3.227,
"max_latency_ms": 29513,
"minimum_quality": 0.4972
} | research_synthesis | synthetic-research_synthesis-008525 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.099,
"estimated_latency_ms": 20181,
"estimated_pass_rate": 0.2748,
"estimated_quality": 0.5889,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.227,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.2748,
"quality": 0.5889,
"quality_target_met": true,
"utility": 37.37115
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":20181,"estimated_pass_rate":0.2748,"estimated_quality":0.5889,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.227,"max_latency_ms":29513,"policy":"lean","reason_codes":["independent_evid... | {
"ambiguity": 0.5826,
"category": "research",
"complexity": 0.543,
"consequence": 0.3721,
"evidence_need": 0.974,
"family": "research_synthesis",
"input_tokens": 1520,
"request_id": "synthetic-research_synthesis-008525",
"reversibility": 0.9381,
"risk": 0.2782,
"summary": "Produce a decision memo... | [
{
"credits_per_call": 1.099,
"id": "worker_a",
"p95_latency_ms": 20181,
"pass_rate": 0.403,
"provider_group": "provider_z",
"quality": 0.6663,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 11.859,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 11.439,
"max_latency_ms": 217109,
"minimum_quality": 0.8838
} | debugging | synthetic-debugging-017620 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.731,
"estimated_latency_ms": 64767,
"estimated_pass_rate": 0.6737,
"estimated_quality": 0.8052,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 11... | {
"candidate_count": 4,
"pass_rate": 0.6737,
"quality": 0.8052,
"quality_target_met": false,
"utility": 54.516298
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":4.731,"estimated_latency_ms":64767,"estimated_pass_rate":0.6737,"estimated_quality":0.8052,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":11.439,"max_latency_ms":217109,"policy":"balanced","reason_codes":["bes... | {
"ambiguity": 0.724,
"category": "coding",
"complexity": 0.754,
"consequence": 0.3663,
"evidence_need": 0.3836,
"family": "debugging",
"input_tokens": 7520,
"request_id": "synthetic-debugging-017620",
"reversibility": 0.5764,
"risk": 0.6091,
"summary": "Diagnose an intermittent failure in tenant-... | [
{
"credits_per_call": 13.675,
"id": "worker_a",
"p95_latency_ms": 90384,
"pass_rate": 0.9517,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.552,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 13.829,
"max_latency_ms": 204315,
"minimum_quality": 0.6838
} | incident_response | synthetic-incident_response-003039 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 12.668,
"estimated_latency_ms": 81191,
"estimated_pass_rate": 0.6606,
"estimated_quality": 0.8559,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 1... | {
"candidate_count": 7,
"pass_rate": 0.6606,
"quality": 0.8559,
"quality_target_met": true,
"utility": 66.759867
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":12.668,"estimated_latency_ms":81191,"estimated_pass_rate":0.6606,"estimated_quality":0.8559,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":13.829,"max_latency_ms":204315,"policy":"balanced","reason_codes":["co... | {
"ambiguity": 0.3834,
"category": "operations",
"complexity": 0.8831,
"consequence": 0.9419,
"evidence_need": 0.8252,
"family": "incident_response",
"input_tokens": 6560,
"request_id": "synthetic-incident_response-003039",
"reversibility": 0.3448,
"risk": 0.7875,
"summary": "Review an outage invo... | [
{
"credits_per_call": 1.163,
"id": "worker_a",
"p95_latency_ms": 21374,
"pass_rate": 0.4632,
"provider_group": "provider_y",
"quality": 0.726,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.521,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 2,
"max_credits": 19.164,
"max_latency_ms": 249385,
"minimum_quality": 0.7764
} | debugging | synthetic-debugging-015564 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.042,
"estimated_latency_ms": 144511,
"estimated_pass_rate": 0.9042,
"estimated_quality": 0.9043,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.9042,
"quality": 0.9043,
"quality_target_met": true,
"utility": 68.050144
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.042,"estimated_latency_ms":144511,"estimated_pass_rate":0.9042,"estimated_quality":0.9043,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":19.164,"max_latency_ms":249385,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.4948,
"category": "coding",
"complexity": 0.4874,
"consequence": 0.3152,
"evidence_need": 0.3555,
"family": "debugging",
"input_tokens": 4040,
"request_id": "synthetic-debugging-015564",
"reversibility": 0.4642,
"risk": 0.4298,
"summary": "Explain why streaming inference fails onl... | [
{
"credits_per_call": 12.238,
"id": "worker_a",
"p95_latency_ms": 86689,
"pass_rate": 0.9941,
"provider_group": "provider_z",
"quality": 0.9395,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.804,
"id": "worker_b",... |
{
"max_calls": 3,
"max_credits": 20.584,
"max_latency_ms": 203794,
"minimum_quality": 0.8055
} | incident_response | synthetic-incident_response-015999 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.374,
"estimated_latency_ms": 178152,
"estimated_pass_rate": 0.7648,
"estimated_quality": 0.8984,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7648,
"quality": 0.8984,
"quality_target_met": true,
"utility": 74.302793
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.374,"estimated_latency_ms":178152,"estimated_pass_rate":0.7648,"estimated_quality":0.8984,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":20.584,"max_latency_ms":203794,"policy":"str... | {
"ambiguity": 0.4006,
"category": "operations",
"complexity": 0.9455,
"consequence": 0.809,
"evidence_need": 0.5909,
"family": "incident_response",
"input_tokens": 2960,
"request_id": "synthetic-incident_response-015999",
"reversibility": 0.4099,
"risk": 0.552,
"summary": "Plan immediate containm... | [
{
"credits_per_call": 3.801,
"id": "worker_a",
"p95_latency_ms": 71215,
"pass_rate": 0.8654,
"provider_group": "provider_y",
"quality": 0.8183,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 13.655,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 21.72,
"max_latency_ms": 91950,
"minimum_quality": 0.7689
} | feature_implementation | synthetic-feature_implementation-008811 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.664,
"estimated_latency_ms": 63035,
"estimated_pass_rate": 0.5988,
"estimated_quality": 0.7879,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 21... | {
"candidate_count": 4,
"pass_rate": 0.5988,
"quality": 0.7879,
"quality_target_met": true,
"utility": 58.740439
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":4.664,"estimated_latency_ms":63035,"estimated_pass_rate":0.5988,"estimated_quality":0.7879,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":21.72,"max_latency_ms":91950,"policy":"balanced","reason_codes":["indep... | {
"ambiguity": 0.3505,
"category": "coding",
"complexity": 0.6702,
"consequence": 0.5791,
"evidence_need": 0.4705,
"family": "feature_implementation",
"input_tokens": 5440,
"request_id": "synthetic-feature_implementation-008811",
"reversibility": 0.4598,
"risk": 0.4168,
"summary": "Implement webho... | [
{
"credits_per_call": 12.732,
"id": "worker_a",
"p95_latency_ms": 92150,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.9571,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.95,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 11.005,
"max_latency_ms": 188690,
"minimum_quality": 0.7442
} | debugging | synthetic-debugging-009156 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.348,
"estimated_latency_ms": 79533,
"estimated_pass_rate": 0.6309,
"estimated_quality": 0.7854,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 11... | {
"candidate_count": 4,
"pass_rate": 0.6309,
"quality": 0.7854,
"quality_target_met": true,
"utility": 54.832404
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":4.348,"estimated_latency_ms":79533,"estimated_pass_rate":0.6309,"estimated_quality":0.7854,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":11.005,"max_latency_ms":188690,"policy":"balanced","reason_codes":["com... | {
"ambiguity": 0.711,
"category": "coding",
"complexity": 0.767,
"consequence": 0.2972,
"evidence_need": 0.7442,
"family": "debugging",
"input_tokens": 3880,
"request_id": "synthetic-debugging-009156",
"reversibility": 0.738,
"risk": 0.4453,
"summary": "Diagnose an intermittent failure in schema e... | [
{
"credits_per_call": 3.472,
"id": "worker_a",
"p95_latency_ms": 47754,
"pass_rate": 0.7344,
"provider_group": "provider_z",
"quality": 0.8757,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.876,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 23.475,
"max_latency_ms": 234528,
"minimum_quality": 0.8678
} | incident_response | synthetic-incident_response-016935 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.663,
"estimated_latency_ms": 178214,
"estimated_pass_rate": 0.7436,
"estimated_quality": 0.916,
"finalizer": "worker_c",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7436,
"quality": 0.916,
"quality_target_met": true,
"utility": 78.019844
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.663,"estimated_latency_ms":178214,"estimated_pass_rate":0.7436,"estimated_quality":0.916,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":23.475,"max_latency_ms":234528,"policy":"stri... | {
"ambiguity": 0.5057,
"category": "operations",
"complexity": 0.6205,
"consequence": 0.9288,
"evidence_need": 0.9186,
"family": "incident_response",
"input_tokens": 480,
"request_id": "synthetic-incident_response-016935",
"reversibility": 0.4412,
"risk": 0.6892,
"summary": "Plan immediate contain... | [
{
"credits_per_call": 1.079,
"id": "worker_a",
"p95_latency_ms": 29512,
"pass_rate": 0.5207,
"provider_group": "provider_x",
"quality": 0.7243,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.581,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 13.901,
"max_latency_ms": 216983,
"minimum_quality": 0.7062
} | incident_response | synthetic-incident_response-004303 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 13.306,
"estimated_latency_ms": 150174,
"estimated_pass_rate": 0.8652,
"estimated_quality": 0.9198,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8652,
"quality": 0.9198,
"quality_target_met": true,
"utility": 71.057902
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":13.306,"estimated_latency_ms":150174,"estimated_pass_rate":0.8652,"estimated_quality":0.9198,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":13.901,"max_latency_ms":216983,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.7576,
"category": "operations",
"complexity": 0.7238,
"consequence": 0.628,
"evidence_need": 0.7394,
"family": "incident_response",
"input_tokens": 1200,
"request_id": "synthetic-incident_response-004303",
"reversibility": 0.2824,
"risk": 0.8186,
"summary": "Plan immediate contain... | [
{
"credits_per_call": 10.458,
"id": "worker_a",
"p95_latency_ms": 92509,
"pass_rate": 0.9915,
"provider_group": "provider_z",
"quality": 0.9166,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 2.848,
"id": "worker_b",... |
{
"max_calls": 1,
"max_credits": 3.513,
"max_latency_ms": 31249,
"minimum_quality": 0.5355
} | research_synthesis | synthetic-research_synthesis-002901 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.837,
"estimated_latency_ms": 29328,
"estimated_pass_rate": 0.3965,
"estimated_quality": 0.5638,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.513,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3965,
"quality": 0.5638,
"quality_target_met": true,
"utility": 38.183928
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":0.837,"estimated_latency_ms":29328,"estimated_pass_rate":0.3965,"estimated_quality":0.5638,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.513,"max_latency_ms":31249,"policy":"lean","reason_codes":["complex_task","l... | {
"ambiguity": 0.6012,
"category": "research",
"complexity": 0.7326,
"consequence": 0.3415,
"evidence_need": 0.6372,
"family": "research_synthesis",
"input_tokens": 7800,
"request_id": "synthetic-research_synthesis-002901",
"reversibility": 0.8374,
"risk": 0.3658,
"summary": "Review competing appr... | [
{
"credits_per_call": 0.837,
"id": "worker_a",
"p95_latency_ms": 29328,
"pass_rate": 0.5547,
"provider_group": "provider_z",
"quality": 0.683,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.744,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 2,
"max_credits": 20.633,
"max_latency_ms": 114555,
"minimum_quality": 0.7192
} | incident_response | synthetic-incident_response-011183 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.497,
"estimated_latency_ms": 97591,
"estimated_pass_rate": 0.8387,
"estimated_quality": 0.9178,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 2... | {
"candidate_count": 9,
"pass_rate": 0.8387,
"quality": 0.9178,
"quality_target_met": true,
"utility": 69.36736
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.497,"estimated_latency_ms":97591,"estimated_pass_rate":0.8387,"estimated_quality":0.9178,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":20.633,"max_latency_ms":114555,"policy":"balanced","reason_codes":["co... | {
"ambiguity": 0.7118,
"category": "operations",
"complexity": 0.7309,
"consequence": 0.6236,
"evidence_need": 0.7131,
"family": "incident_response",
"input_tokens": 3080,
"request_id": "synthetic-incident_response-011183",
"reversibility": 0.2919,
"risk": 0.6818,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 0.872,
"id": "worker_a",
"p95_latency_ms": 32884,
"pass_rate": 0.6026,
"provider_group": "provider_z",
"quality": 0.6908,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.656,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 21.018,
"max_latency_ms": 175158,
"minimum_quality": 0.8609
} | feature_implementation | synthetic-feature_implementation-018971 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.047,
"estimated_latency_ms": 165024,
"estimated_pass_rate": 0.7263,
"estimated_quality": 0.8934,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7263,
"quality": 0.8934,
"quality_target_met": true,
"utility": 67.941558
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.047,"estimated_latency_ms":165024,"estimated_pass_rate":0.7263,"estimated_quality":0.8934,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":21.018,"max_latency_ms":175158,"policy":"str... | {
"ambiguity": 0.4948,
"category": "coding",
"complexity": 0.6759,
"consequence": 0.5028,
"evidence_need": 0.5252,
"family": "feature_implementation",
"input_tokens": 6600,
"request_id": "synthetic-feature_implementation-018971",
"reversibility": 0.462,
"risk": 0.4106,
"summary": "Implement tenant... | [
{
"credits_per_call": 10.779,
"id": "worker_a",
"p95_latency_ms": 58353,
"pass_rate": 0.97,
"provider_group": "provider_x",
"quality": 0.9274,
"strengths": [
"coding",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.181,
"id... |
{
"max_calls": 3,
"max_credits": 16.997,
"max_latency_ms": 185183,
"minimum_quality": 0.7989
} | incident_response | synthetic-incident_response-020335 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.406,
"estimated_latency_ms": 139845,
"estimated_pass_rate": 0.7699,
"estimated_quality": 0.8767,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7699,
"quality": 0.8767,
"quality_target_met": true,
"utility": 72.557702
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.406,"estimated_latency_ms":139845,"estimated_pass_rate":0.7699,"estimated_quality":0.8767,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":16.997,"max_latency_ms":185183,"policy":"str... | {
"ambiguity": 0.5121,
"category": "operations",
"complexity": 0.6238,
"consequence": 0.5953,
"evidence_need": 0.6508,
"family": "incident_response",
"input_tokens": 4680,
"request_id": "synthetic-incident_response-020335",
"reversibility": 0.2486,
"risk": 0.8231,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 4.269,
"id": "worker_a",
"p95_latency_ms": 50209,
"pass_rate": 0.8192,
"provider_group": "provider_z",
"quality": 0.8333,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 11.23,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 19.31,
"max_latency_ms": 191686,
"minimum_quality": 0.9047
} | research_synthesis | synthetic-research_synthesis-010349 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.953,
"estimated_latency_ms": 136482,
"estimated_pass_rate": 0.7358,
"estimated_quality": 0.9203,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7358,
"quality": 0.9203,
"quality_target_met": true,
"utility": 72.528245
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.953,"estimated_latency_ms":136482,"estimated_pass_rate":0.7358,"estimated_quality":0.9203,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":19.31,"max_latency_ms":191686,"policy":"stri... | {
"ambiguity": 0.5959,
"category": "research",
"complexity": 0.6373,
"consequence": 0.3468,
"evidence_need": 0.9536,
"family": "research_synthesis",
"input_tokens": 2320,
"request_id": "synthetic-research_synthesis-010349",
"reversibility": 0.9275,
"risk": 0.4591,
"summary": "Compare evidence for ... | [
{
"credits_per_call": 0.85,
"id": "worker_a",
"p95_latency_ms": 32035,
"pass_rate": 0.5003,
"provider_group": "provider_z",
"quality": 0.6721,
"strengths": [
"coding",
"drafting",
"speed",
"synthesis"
]
},
{
"credits_per_call": 12.333,
"id": "worke... |
{
"max_calls": 3,
"max_credits": 21.886,
"max_latency_ms": 173961,
"minimum_quality": 0.8033
} | feature_implementation | synthetic-feature_implementation-006531 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.071,
"estimated_latency_ms": 163679,
"estimated_pass_rate": 0.7484,
"estimated_quality": 0.919,
"finalizer": "worker_a",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7484,
"quality": 0.919,
"quality_target_met": true,
"utility": 70.781883
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.071,"estimated_latency_ms":163679,"estimated_pass_rate":0.7484,"estimated_quality":0.919,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":21.886,"max_latency_ms":173961,"policy":"stri... | {
"ambiguity": 0.3345,
"category": "coding",
"complexity": 0.8232,
"consequence": 0.5974,
"evidence_need": 0.6329,
"family": "feature_implementation",
"input_tokens": 680,
"request_id": "synthetic-feature_implementation-006531",
"reversibility": 0.723,
"risk": 0.4063,
"summary": "Implement databas... | [
{
"credits_per_call": 13.393,
"id": "worker_a",
"p95_latency_ms": 68636,
"pass_rate": 0.9352,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.154,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 17.569,
"max_latency_ms": 168199,
"minimum_quality": 0.7389
} | incident_response | synthetic-incident_response-001575 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.284,
"estimated_latency_ms": 129192,
"estimated_pass_rate": 0.8694,
"estimated_quality": 0.9034,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8694,
"quality": 0.9034,
"quality_target_met": true,
"utility": 72.813286
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.284,"estimated_latency_ms":129192,"estimated_pass_rate":0.8694,"estimated_quality":0.9034,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":17.569,"max_latency_ms":168199,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.6725,
"category": "operations",
"complexity": 0.9178,
"consequence": 0.9791,
"evidence_need": 0.6594,
"family": "incident_response",
"input_tokens": 5520,
"request_id": "synthetic-incident_response-001575",
"reversibility": 0.5237,
"risk": 0.8694,
"summary": "Prioritize actions du... | [
{
"credits_per_call": 3.864,
"id": "worker_a",
"p95_latency_ms": 78475,
"pass_rate": 0.8526,
"provider_group": "provider_y",
"quality": 0.858,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.03,
"id": "worke... |
{
"max_calls": 2,
"max_credits": 5.739,
"max_latency_ms": 112430,
"minimum_quality": 0.6966
} | incident_response | synthetic-incident_response-010079 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 3.526,
"estimated_latency_ms": 67018,
"estimated_pass_rate": 0.6271,
"estimated_quality": 0.802,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 5.7... | {
"candidate_count": 4,
"pass_rate": 0.6271,
"quality": 0.802,
"quality_target_met": true,
"utility": 61.110811
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":3.526,"estimated_latency_ms":67018,"estimated_pass_rate":0.6271,"estimated_quality":0.802,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":5.739,"max_latency_ms":112430,"policy":"balanced","reason_codes":["compl... | {
"ambiguity": 0.5769,
"category": "operations",
"complexity": 0.8494,
"consequence": 0.6678,
"evidence_need": 0.6858,
"family": "incident_response",
"input_tokens": 2200,
"request_id": "synthetic-incident_response-010079",
"reversibility": 0.2176,
"risk": 0.7916,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 14.266,
"id": "worker_a",
"p95_latency_ms": 54142,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.9247,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.79,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 2.744,
"max_latency_ms": 37949,
"minimum_quality": 0.6554
} | debugging | synthetic-debugging-003316 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.957,
"estimated_latency_ms": 31517,
"estimated_pass_rate": 0.3723,
"estimated_quality": 0.6236,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.744,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3723,
"quality": 0.6236,
"quality_target_met": false,
"utility": 39.711881
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":31517,"estimated_pass_rate":0.3723,"estimated_quality":0.6236,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.744,"max_latency_ms":37949,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.5532,
"category": "coding",
"complexity": 0.8001,
"consequence": 0.584,
"evidence_need": 0.6311,
"family": "debugging",
"input_tokens": 1880,
"request_id": "synthetic-debugging-003316",
"reversibility": 0.6419,
"risk": 0.31,
"summary": "Diagnose an intermittent failure in provider... | [
{
"credits_per_call": 3.665,
"id": "worker_a",
"p95_latency_ms": 48322,
"pass_rate": 0.8816,
"provider_group": "provider_z",
"quality": 0.9225,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.957,
"id": "worker_b",
"p95_l... |
{
"max_calls": 2,
"max_credits": 8.547,
"max_latency_ms": 116711,
"minimum_quality": 0.7661
} | research_synthesis | synthetic-research_synthesis-018189 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 5.032,
"estimated_latency_ms": 81699,
"estimated_pass_rate": 0.5517,
"estimated_quality": 0.764,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 8.5... | {
"candidate_count": 4,
"pass_rate": 0.5517,
"quality": 0.764,
"quality_target_met": false,
"utility": 53.597913
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":5.032,"estimated_latency_ms":81699,"estimated_pass_rate":0.5517,"estimated_quality":0.764,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":8.547,"max_latency_ms":116711,"policy":"balanced","reason_codes":["best_... | {
"ambiguity": 0.6482,
"category": "research",
"complexity": 0.645,
"consequence": 0.5998,
"evidence_need": 0.9396,
"family": "research_synthesis",
"input_tokens": 1520,
"request_id": "synthetic-research_synthesis-018189",
"reversibility": 0.9049,
"risk": 0.3428,
"summary": "Compare evidence for A... | [
{
"credits_per_call": 4.078,
"id": "worker_a",
"p95_latency_ms": 53220,
"pass_rate": 0.7873,
"provider_group": "provider_y",
"quality": 0.8033,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.954,
"id": "worker_b",
"p95_l... |
{
"max_calls": 1,
"max_credits": 3.395,
"max_latency_ms": 41527,
"minimum_quality": 0.7626
} | data_analysis | synthetic-data_analysis-008582 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.901,
"estimated_latency_ms": 29223,
"estimated_pass_rate": 0.3943,
"estimated_quality": 0.6711,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.395,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3943,
"quality": 0.6711,
"quality_target_met": false,
"utility": 41.809669
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":0.901,"estimated_latency_ms":29223,"estimated_pass_rate":0.3943,"estimated_quality":0.6711,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.395,"max_latency_ms":41527,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.2712,
"category": "analysis",
"complexity": 0.3523,
"consequence": 0.5904,
"evidence_need": 0.5421,
"family": "data_analysis",
"input_tokens": 920,
"request_id": "synthetic-data_analysis-008582",
"reversibility": 0.8157,
"risk": 0.4874,
"summary": "Interpret a noisy metric shift i... | [
{
"credits_per_call": 0.901,
"id": "worker_a",
"p95_latency_ms": 29223,
"pass_rate": 0.4942,
"provider_group": "provider_z",
"quality": 0.7081,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 15.205,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 20.033,
"max_latency_ms": 257047,
"minimum_quality": 0.8856
} | feature_implementation | synthetic-feature_implementation-013651 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.74,
"estimated_latency_ms": 147814,
"estimated_pass_rate": 0.8635,
"estimated_quality": 0.8995,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 2... | {
"candidate_count": 15,
"pass_rate": 0.8635,
"quality": 0.8995,
"quality_target_met": true,
"utility": 67.957047
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.74,"estimated_latency_ms":147814,"estimated_pass_rate":0.8635,"estimated_quality":0.8995,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":20.033,"max_latency_ms":257047,"policy":"balanced","reason_codes":["cr... | {
"ambiguity": 0.2827,
"category": "coding",
"complexity": 0.6608,
"consequence": 0.5993,
"evidence_need": 0.4662,
"family": "feature_implementation",
"input_tokens": 4000,
"request_id": "synthetic-feature_implementation-013651",
"reversibility": 0.5548,
"risk": 0.4784,
"summary": "Patch a product... | [
{
"credits_per_call": 3.953,
"id": "worker_a",
"p95_latency_ms": 58796,
"pass_rate": 0.777,
"provider_group": "provider_z",
"quality": 0.8963,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 13.787,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 23.196,
"max_latency_ms": 149734,
"minimum_quality": 0.7876
} | incident_response | synthetic-incident_response-001319 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.52,
"estimated_latency_ms": 134452,
"estimated_pass_rate": 0.7593,
"estimated_quality": 0.9067,
"finalizer": "worker_b",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7593,
"quality": 0.9067,
"quality_target_met": true,
"utility": 75.449903
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.52,"estimated_latency_ms":134452,"estimated_pass_rate":0.7593,"estimated_quality":0.9067,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":23.196,"max_latency_ms":149734,"policy":"stri... | {
"ambiguity": 0.6092,
"category": "operations",
"complexity": 0.7045,
"consequence": 0.6399,
"evidence_need": 0.8891,
"family": "incident_response",
"input_tokens": 1000,
"request_id": "synthetic-incident_response-001319",
"reversibility": 0.4311,
"risk": 0.5697,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 1.089,
"id": "worker_a",
"p95_latency_ms": 25862,
"pass_rate": 0.4844,
"provider_group": "provider_x",
"quality": 0.7409,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 12.197,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 1,
"max_credits": 1.886,
"max_latency_ms": 33985,
"minimum_quality": 0.6332
} | research_synthesis | synthetic-research_synthesis-002565 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.127,
"estimated_latency_ms": 27156,
"estimated_pass_rate": 0.4022,
"estimated_quality": 0.5738,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.886,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4022,
"quality": 0.5738,
"quality_target_met": false,
"utility": 34.55271
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":1.127,"estimated_latency_ms":27156,"estimated_pass_rate":0.4022,"estimated_quality":0.5738,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.886,"max_latency_ms":33985,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.5665,
"category": "research",
"complexity": 0.7112,
"consequence": 0.3442,
"evidence_need": 0.9334,
"family": "research_synthesis",
"input_tokens": 3960,
"request_id": "synthetic-research_synthesis-002565",
"reversibility": 0.9417,
"risk": 0.2285,
"summary": "Compare evidence for ... | [
{
"credits_per_call": 1.127,
"id": "worker_a",
"p95_latency_ms": 27156,
"pass_rate": 0.5442,
"provider_group": "provider_y",
"quality": 0.6769,
"strengths": [
"coding",
"drafting",
"speed",
"synthesis"
]
},
{
"credits_per_call": 14.286,
"id": "work... |
{
"max_calls": 3,
"max_credits": 18.205,
"max_latency_ms": 186802,
"minimum_quality": 0.8231
} | debugging | synthetic-debugging-018684 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.404,
"estimated_latency_ms": 145658,
"estimated_pass_rate": 0.7609,
"estimated_quality": 0.8997,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7609,
"quality": 0.8997,
"quality_target_met": true,
"utility": 72.908238
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":14.404,"estimated_latency_ms":145658,"estimated_pass_rate":0.7609,"estimated_quality":0.8997,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":18.205,"max_latency_ms":186802,"policy":"str... | {
"ambiguity": 0.6185,
"category": "coding",
"complexity": 0.8394,
"consequence": 0.3569,
"evidence_need": 0.5684,
"family": "debugging",
"input_tokens": 600,
"request_id": "synthetic-debugging-018684",
"reversibility": 0.7393,
"risk": 0.5189,
"summary": "Diagnose an intermittent failure in model ... | [
{
"credits_per_call": 0.964,
"id": "worker_a",
"p95_latency_ms": 24911,
"pass_rate": 0.6022,
"provider_group": "provider_x",
"quality": 0.6851,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.032,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 3.221,
"max_latency_ms": 47310,
"minimum_quality": 0.5156
} | content_revision | synthetic-content_revision-008610 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.156,
"estimated_latency_ms": 27889,
"estimated_pass_rate": 0.3438,
"estimated_quality": 0.6515,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.221,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3438,
"quality": 0.6515,
"quality_target_met": true,
"utility": 43.13541
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":1.156,"estimated_latency_ms":27889,"estimated_pass_rate":0.3438,"estimated_quality":0.6515,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.221,"max_latency_ms":47310,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.2254,
"category": "writing",
"complexity": 0.2505,
"consequence": 0.1108,
"evidence_need": 0.0617,
"family": "content_revision",
"input_tokens": 6800,
"request_id": "synthetic-content_revision-008610",
"reversibility": 0.8336,
"risk": 0.2394,
"summary": "Edit documentation for OAu... | [
{
"credits_per_call": 15.21,
"id": "worker_a",
"p95_latency_ms": 70509,
"pass_rate": 0.9755,
"provider_group": "provider_x",
"quality": 0.9599,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.156,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 9.234,
"max_latency_ms": 123901,
"minimum_quality": 0.8181
} | product_tradeoff | synthetic-product_tradeoff-013320 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.861,
"estimated_latency_ms": 102580,
"estimated_pass_rate": 0.7304,
"estimated_quality": 0.851,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 9.... | {
"candidate_count": 4,
"pass_rate": 0.7304,
"quality": 0.851,
"quality_target_met": true,
"utility": 59.759148
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":4.861,"estimated_latency_ms":102580,"estimated_pass_rate":0.7304,"estimated_quality":0.851,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":9.234,"max_latency_ms":123901,"policy":"balanced","reason_codes":["inde... | {
"ambiguity": 0.4129,
"category": "decision",
"complexity": 0.5789,
"consequence": 0.5228,
"evidence_need": 0.6539,
"family": "product_tradeoff",
"input_tokens": 1600,
"request_id": "synthetic-product_tradeoff-013320",
"reversibility": 0.6273,
"risk": 0.3037,
"summary": "Recommend whether to laun... | [
{
"credits_per_call": 4.033,
"id": "worker_a",
"p95_latency_ms": 80826,
"pass_rate": 0.7855,
"provider_group": "provider_z",
"quality": 0.88,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 12.39,
"id": "worke... |
{
"max_calls": 3,
"max_credits": 21.769,
"max_latency_ms": 203746,
"minimum_quality": 0.9177
} | incident_response | synthetic-incident_response-009239 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.562,
"estimated_latency_ms": 198751,
"estimated_pass_rate": 0.6945,
"estimated_quality": 0.8699,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.6945,
"quality": 0.8699,
"quality_target_met": false,
"utility": 70.382103
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.562,"estimated_latency_ms":198751,"estimated_pass_rate":0.6945,"estimated_quality":0.8699,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":21.769,"max_latency_ms":203746,"policy":"str... | {
"ambiguity": 0.6541,
"category": "operations",
"complexity": 0.8443,
"consequence": 0.8103,
"evidence_need": 0.5738,
"family": "incident_response",
"input_tokens": 4840,
"request_id": "synthetic-incident_response-009239",
"reversibility": 0.1997,
"risk": 0.5597,
"summary": "Review an outage invo... | [
{
"credits_per_call": 0.932,
"id": "worker_a",
"p95_latency_ms": 31454,
"pass_rate": 0.4838,
"provider_group": "provider_y",
"quality": 0.6983,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.743,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 19.913,
"max_latency_ms": 187750,
"minimum_quality": 0.8058
} | incident_response | synthetic-incident_response-019143 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.291,
"estimated_latency_ms": 162009,
"estimated_pass_rate": 0.7289,
"estimated_quality": 0.9204,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7289,
"quality": 0.9204,
"quality_target_met": true,
"utility": 79.164539
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.291,"estimated_latency_ms":162009,"estimated_pass_rate":0.7289,"estimated_quality":0.9204,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":19.913,"max_latency_ms":187750,"policy":"str... | {
"ambiguity": 0.5941,
"category": "operations",
"complexity": 0.8383,
"consequence": 0.967,
"evidence_need": 0.7599,
"family": "incident_response",
"input_tokens": 6120,
"request_id": "synthetic-incident_response-019143",
"reversibility": 0.3472,
"risk": 0.6643,
"summary": "Review an outage invol... | [
{
"credits_per_call": 3.629,
"id": "worker_a",
"p95_latency_ms": 65347,
"pass_rate": 0.7304,
"provider_group": "provider_z",
"quality": 0.8815,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.035,
"id": "worker_b",
"p95_l... |
{
"max_calls": 2,
"max_credits": 24.251,
"max_latency_ms": 107114,
"minimum_quality": 0.8488
} | feature_implementation | synthetic-feature_implementation-005107 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.107,
"estimated_latency_ms": 95212,
"estimated_pass_rate": 0.8782,
"estimated_quality": 0.8597,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 2... | {
"candidate_count": 7,
"pass_rate": 0.8782,
"quality": 0.8597,
"quality_target_met": true,
"utility": 61.782123
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.107,"estimated_latency_ms":95212,"estimated_pass_rate":0.8782,"estimated_quality":0.8597,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":24.251,"max_latency_ms":107114,"policy":"balanced","reason_codes":["co... | {
"ambiguity": 0.2609,
"category": "coding",
"complexity": 0.7669,
"consequence": 0.4375,
"evidence_need": 0.2583,
"family": "feature_implementation",
"input_tokens": 2160,
"request_id": "synthetic-feature_implementation-005107",
"reversibility": 0.7787,
"risk": 0.4608,
"summary": "Implement deplo... | [
{
"credits_per_call": 0.911,
"id": "worker_a",
"p95_latency_ms": 20347,
"pass_rate": 0.5233,
"provider_group": "provider_x",
"quality": 0.784,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 4.225,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 1,
"max_credits": 1.813,
"max_latency_ms": 47694,
"minimum_quality": 0.6199
} | direct_facts | synthetic-direct_facts-001889 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.193,
"estimated_latency_ms": 30337,
"estimated_pass_rate": 0.4933,
"estimated_quality": 0.7574,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.813,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4933,
"quality": 0.7574,
"quality_target_met": true,
"utility": 50.836181
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":1.193,"estimated_latency_ms":30337,"estimated_pass_rate":0.4933,"estimated_quality":0.7574,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.813,"max_latency_ms":47694,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.203,
"category": "general",
"complexity": 0.1753,
"consequence": 0.1917,
"evidence_need": 0.1129,
"family": "direct_facts",
"input_tokens": 280,
"request_id": "synthetic-direct_facts-001889",
"reversibility": 0.7675,
"risk": 0.1128,
"summary": "Return a concise explanation of priv... | [
{
"credits_per_call": 3.176,
"id": "worker_a",
"p95_latency_ms": 82528,
"pass_rate": 0.8365,
"provider_group": "provider_x",
"quality": 0.8587,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.193,
"id": "wor... |
{
"max_calls": 3,
"max_credits": 24.256,
"max_latency_ms": 211877,
"minimum_quality": 0.9402
} | product_tradeoff | synthetic-product_tradeoff-017200 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.709,
"estimated_latency_ms": 156819,
"estimated_pass_rate": 0.7342,
"estimated_quality": 0.8975,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7342,
"quality": 0.8975,
"quality_target_met": false,
"utility": 66.130819
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.709,"estimated_latency_ms":156819,"estimated_pass_rate":0.7342,"estimated_quality":0.8975,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":24.256,"max_latency_ms":211877,"policy":"str... | {
"ambiguity": 0.5604,
"category": "decision",
"complexity": 0.7464,
"consequence": 0.3526,
"evidence_need": 0.4191,
"family": "product_tradeoff",
"input_tokens": 2720,
"request_id": "synthetic-product_tradeoff-017200",
"reversibility": 0.8463,
"risk": 0.314,
"summary": "Choose an implementation s... | [
{
"credits_per_call": 15.371,
"id": "worker_a",
"p95_latency_ms": 75127,
"pass_rate": 0.9136,
"provider_group": "provider_z",
"quality": 0.9647,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.234,
"id": "worker_b",... |
{
"max_calls": 3,
"max_credits": 16.725,
"max_latency_ms": 196626,
"minimum_quality": 0.9223
} | incident_response | synthetic-incident_response-001775 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.513,
"estimated_latency_ms": 169356,
"estimated_pass_rate": 0.7295,
"estimated_quality": 0.8829,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7295,
"quality": 0.8829,
"quality_target_met": false,
"utility": 75.95467
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":14.513,"estimated_latency_ms":169356,"estimated_pass_rate":0.7295,"estimated_quality":0.8829,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":16.725,"max_latency_ms":196626,"policy":"str... | {
"ambiguity": 0.4619,
"category": "operations",
"complexity": 0.8643,
"consequence": 0.9926,
"evidence_need": 0.586,
"family": "incident_response",
"input_tokens": 1480,
"request_id": "synthetic-incident_response-001775",
"reversibility": 0.2354,
"risk": 0.8328,
"summary": "Plan immediate contain... | [
{
"credits_per_call": 10.953,
"id": "worker_a",
"p95_latency_ms": 68834,
"pass_rate": 0.9935,
"provider_group": "provider_x",
"quality": 0.9679,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 2.732,
"id": "worker_b",... |
{
"max_calls": 3,
"max_credits": 22.997,
"max_latency_ms": 175728,
"minimum_quality": 0.9236
} | feature_implementation | synthetic-feature_implementation-014067 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.878,
"estimated_latency_ms": 165718,
"estimated_pass_rate": 0.7467,
"estimated_quality": 0.8747,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7467,
"quality": 0.8747,
"quality_target_met": false,
"utility": 66.793572
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.878,"estimated_latency_ms":165718,"estimated_pass_rate":0.7467,"estimated_quality":0.8747,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":22.997,"max_latency_ms":175728,"policy":"str... | {
"ambiguity": 0.4571,
"category": "coding",
"complexity": 0.7367,
"consequence": 0.4104,
"evidence_need": 0.6482,
"family": "feature_implementation",
"input_tokens": 7480,
"request_id": "synthetic-feature_implementation-014067",
"reversibility": 0.5548,
"risk": 0.5664,
"summary": "Implement data ... | [
{
"credits_per_call": 14.332,
"id": "worker_a",
"p95_latency_ms": 71984,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.9404,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.872,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 2.36,
"max_latency_ms": 35689,
"minimum_quality": 0.5871
} | debugging | synthetic-debugging-007980 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.919,
"estimated_latency_ms": 21610,
"estimated_pass_rate": 0.3395,
"estimated_quality": 0.5543,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.36,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.3395,
"quality": 0.5543,
"quality_target_met": false,
"utility": 35.346863
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.919,"estimated_latency_ms":21610,"estimated_pass_rate":0.3395,"estimated_quality":0.5543,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.36,"max_latency_ms":35689,"policy":"lean","reason_codes":["best_feasible_bel... | {
"ambiguity": 0.7425,
"category": "coding",
"complexity": 0.5839,
"consequence": 0.4625,
"evidence_need": 0.5703,
"family": "debugging",
"input_tokens": 3480,
"request_id": "synthetic-debugging-007980",
"reversibility": 0.6725,
"risk": 0.6787,
"summary": "Explain why artifact storage fails only u... | [
{
"credits_per_call": 12.998,
"id": "worker_a",
"p95_latency_ms": 82953,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.919,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 21.352,
"max_latency_ms": 202625,
"minimum_quality": 0.9254
} | incident_response | synthetic-incident_response-001855 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.789,
"estimated_latency_ms": 145254,
"estimated_pass_rate": 0.7844,
"estimated_quality": 0.879,
"finalizer": "worker_c",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7844,
"quality": 0.879,
"quality_target_met": false,
"utility": 75.246394
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.789,"estimated_latency_ms":145254,"estimated_pass_rate":0.7844,"estimated_quality":0.879,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":21.352,"max_latency_ms":202625,"policy":"stri... | {
"ambiguity": 0.7288,
"category": "operations",
"complexity": 0.6655,
"consequence": 0.7034,
"evidence_need": 0.6693,
"family": "incident_response",
"input_tokens": 2360,
"request_id": "synthetic-incident_response-001855",
"reversibility": 0.4708,
"risk": 0.8402,
"summary": "Review an outage invo... | [
{
"credits_per_call": 1.212,
"id": "worker_a",
"p95_latency_ms": 22045,
"pass_rate": 0.6181,
"provider_group": "provider_x",
"quality": 0.6785,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.525,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 9.986,
"max_latency_ms": 168909,
"minimum_quality": 0.8015
} | research_synthesis | synthetic-research_synthesis-011757 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.739,
"estimated_latency_ms": 82389,
"estimated_pass_rate": 0.6243,
"estimated_quality": 0.7836,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 9.... | {
"candidate_count": 4,
"pass_rate": 0.6243,
"quality": 0.7836,
"quality_target_met": false,
"utility": 53.851105
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":4.739,"estimated_latency_ms":82389,"estimated_pass_rate":0.6243,"estimated_quality":0.7836,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":9.986,"max_latency_ms":168909,"policy":"balanced","reason_codes":["best... | {
"ambiguity": 0.6325,
"category": "research",
"complexity": 0.8718,
"consequence": 0.5293,
"evidence_need": 0.6182,
"family": "research_synthesis",
"input_tokens": 5480,
"request_id": "synthetic-research_synthesis-011757",
"reversibility": 0.9318,
"risk": 0.3124,
"summary": "Compare evidence for ... | [
{
"credits_per_call": 3.897,
"id": "worker_a",
"p95_latency_ms": 61631,
"pass_rate": 0.7184,
"provider_group": "provider_x",
"quality": 0.8745,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 11.29,
"id": "worker_b",
"p95_l... |
{
"max_calls": 2,
"max_credits": 18.641,
"max_latency_ms": 255535,
"minimum_quality": 0.8501
} | research_synthesis | synthetic-research_synthesis-003029 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.826,
"estimated_latency_ms": 147268,
"estimated_pass_rate": 0.8747,
"estimated_quality": 0.9116,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8747,
"quality": 0.9116,
"quality_target_met": true,
"utility": 67.642193
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.826,"estimated_latency_ms":147268,"estimated_pass_rate":0.8747,"estimated_quality":0.9116,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":18.641,"max_latency_ms":255535,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.5513,
"category": "research",
"complexity": 0.8848,
"consequence": 0.3029,
"evidence_need": 0.8034,
"family": "research_synthesis",
"input_tokens": 5880,
"request_id": "synthetic-research_synthesis-003029",
"reversibility": 0.7841,
"risk": 0.4276,
"summary": "Compare evidence for ... | [
{
"credits_per_call": 3.827,
"id": "worker_a",
"p95_latency_ms": 63496,
"pass_rate": 0.7664,
"provider_group": "provider_x",
"quality": 0.8298,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.198,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 16.27,
"max_latency_ms": 242819,
"minimum_quality": 0.8113
} | incident_response | synthetic-incident_response-015743 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.803,
"estimated_latency_ms": 189579,
"estimated_pass_rate": 0.7073,
"estimated_quality": 0.8701,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7073,
"quality": 0.8701,
"quality_target_met": true,
"utility": 74.075071
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":14.803,"estimated_latency_ms":189579,"estimated_pass_rate":0.7073,"estimated_quality":0.8701,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":16.27,"max_latency_ms":242819,"policy":"stri... | {
"ambiguity": 0.6006,
"category": "operations",
"complexity": 0.8221,
"consequence": 0.8503,
"evidence_need": 0.6655,
"family": "incident_response",
"input_tokens": 6240,
"request_id": "synthetic-incident_response-015743",
"reversibility": 0.4135,
"risk": 0.6735,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 1.109,
"id": "worker_a",
"p95_latency_ms": 27218,
"pass_rate": 0.4564,
"provider_group": "provider_z",
"quality": 0.6812,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.067,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 12.266,
"max_latency_ms": 195508,
"minimum_quality": 0.7968
} | feature_implementation | synthetic-feature_implementation-016267 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.278,
"estimated_latency_ms": 70756,
"estimated_pass_rate": 0.6979,
"estimated_quality": 0.8025,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 12... | {
"candidate_count": 4,
"pass_rate": 0.6979,
"quality": 0.8025,
"quality_target_met": true,
"utility": 58.479132
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":4.278,"estimated_latency_ms":70756,"estimated_pass_rate":0.6979,"estimated_quality":0.8025,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":12.266,"max_latency_ms":195508,"policy":"balanced","reason_codes":["ind... | {
"ambiguity": 0.3122,
"category": "coding",
"complexity": 0.6037,
"consequence": 0.2661,
"evidence_need": 0.4306,
"family": "feature_implementation",
"input_tokens": 5040,
"request_id": "synthetic-feature_implementation-016267",
"reversibility": 0.7384,
"risk": 0.3616,
"summary": "Design an API f... | [
{
"credits_per_call": 1.13,
"id": "worker_a",
"p95_latency_ms": 26715,
"pass_rate": 0.5703,
"provider_group": "provider_y",
"quality": 0.7489,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.148,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 3,
"max_credits": 22.723,
"max_latency_ms": 223919,
"minimum_quality": 0.8592
} | incident_response | synthetic-incident_response-015287 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.619,
"estimated_latency_ms": 155404,
"estimated_pass_rate": 0.7644,
"estimated_quality": 0.9205,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7644,
"quality": 0.9205,
"quality_target_met": true,
"utility": 78.345303
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.619,"estimated_latency_ms":155404,"estimated_pass_rate":0.7644,"estimated_quality":0.9205,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":22.723,"max_latency_ms":223919,"policy":"str... | {
"ambiguity": 0.703,
"category": "operations",
"complexity": 0.7719,
"consequence": 0.6924,
"evidence_need": 0.8038,
"family": "incident_response",
"input_tokens": 6960,
"request_id": "synthetic-incident_response-015287",
"reversibility": 0.3942,
"risk": 0.6046,
"summary": "Review an outage invol... | [
{
"credits_per_call": 15.139,
"id": "worker_a",
"p95_latency_ms": 66498,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.443,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 24.028,
"max_latency_ms": 136149,
"minimum_quality": 0.7975
} | debugging | synthetic-debugging-009956 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.418,
"estimated_latency_ms": 124831,
"estimated_pass_rate": 0.7163,
"estimated_quality": 0.9104,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7163,
"quality": 0.9104,
"quality_target_met": true,
"utility": 71.693617
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.418,"estimated_latency_ms":124831,"estimated_pass_rate":0.7163,"estimated_quality":0.9104,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":24.028,"max_latency_ms":136149,"policy":"str... | {
"ambiguity": 0.7593,
"category": "coding",
"complexity": 0.7793,
"consequence": 0.6056,
"evidence_need": 0.4874,
"family": "debugging",
"input_tokens": 5680,
"request_id": "synthetic-debugging-009956",
"reversibility": 0.736,
"risk": 0.4156,
"summary": "Explain why API-key rotation fails only un... | [
{
"credits_per_call": 3.603,
"id": "worker_a",
"p95_latency_ms": 46127,
"pass_rate": 0.8758,
"provider_group": "provider_y",
"quality": 0.8558,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.076,
"id": "worker_b",
"p95_l... |
{
"max_calls": 1,
"max_credits": 2.653,
"max_latency_ms": 42606,
"minimum_quality": 0.6236
} | incident_response | synthetic-incident_response-001815 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.139,
"estimated_latency_ms": 27624,
"estimated_pass_rate": 0.2916,
"estimated_quality": 0.5664,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.653,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.2916,
"quality": 0.5664,
"quality_target_met": false,
"utility": 12.304186
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":1.139,"estimated_latency_ms":27624,"estimated_pass_rate":0.2916,"estimated_quality":0.5664,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.653,"max_latency_ms":42606,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.5006,
"category": "operations",
"complexity": 0.5343,
"consequence": 0.5507,
"evidence_need": 0.8874,
"family": "incident_response",
"input_tokens": 3160,
"request_id": "synthetic-incident_response-001815",
"reversibility": 0.2158,
"risk": 0.9355,
"summary": "Prioritize actions du... | [
{
"credits_per_call": 1.139,
"id": "worker_a",
"p95_latency_ms": 27624,
"pass_rate": 0.4658,
"provider_group": "provider_y",
"quality": 0.684,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 2.803,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 2,
"max_credits": 9.879,
"max_latency_ms": 124764,
"minimum_quality": 0.6992
} | debugging | synthetic-debugging-010884 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.097,
"estimated_latency_ms": 94770,
"estimated_pass_rate": 0.6129,
"estimated_quality": 0.8236,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 9.... | {
"candidate_count": 4,
"pass_rate": 0.6129,
"quality": 0.8236,
"quality_target_met": true,
"utility": 61.056955
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":4.097,"estimated_latency_ms":94770,"estimated_pass_rate":0.6129,"estimated_quality":0.8236,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":9.879,"max_latency_ms":124764,"policy":"balanced","reason_codes":["inde... | {
"ambiguity": 0.4716,
"category": "coding",
"complexity": 0.5357,
"consequence": 0.6306,
"evidence_need": 0.5025,
"family": "debugging",
"input_tokens": 3800,
"request_id": "synthetic-debugging-010884",
"reversibility": 0.5603,
"risk": 0.6331,
"summary": "Explain why webhook delivery fails only u... | [
{
"credits_per_call": 10.852,
"id": "worker_a",
"p95_latency_ms": 61610,
"pass_rate": 0.9784,
"provider_group": "provider_x",
"quality": 0.934,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.091,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 2.842,
"max_latency_ms": 29661,
"minimum_quality": 0.6141
} | product_tradeoff | synthetic-product_tradeoff-008224 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.866,
"estimated_latency_ms": 26176,
"estimated_pass_rate": 0.3197,
"estimated_quality": 0.5967,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.842,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3197,
"quality": 0.5967,
"quality_target_met": false,
"utility": 37.51342
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":0.866,"estimated_latency_ms":26176,"estimated_pass_rate":0.3197,"estimated_quality":0.5967,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.842,"max_latency_ms":29661,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.5295,
"category": "decision",
"complexity": 0.6839,
"consequence": 0.3435,
"evidence_need": 0.2842,
"family": "product_tradeoff",
"input_tokens": 4680,
"request_id": "synthetic-product_tradeoff-008224",
"reversibility": 0.7809,
"risk": 0.3007,
"summary": "Choose an implementation ... | [
{
"credits_per_call": 0.866,
"id": "worker_a",
"p95_latency_ms": 26176,
"pass_rate": 0.4616,
"provider_group": "provider_x",
"quality": 0.6976,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 14.405,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 1,
"max_credits": 3.301,
"max_latency_ms": 21206,
"minimum_quality": 0.5816
} | direct_facts | synthetic-direct_facts-000817 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.14,
"estimated_latency_ms": 19831,
"estimated_pass_rate": 0.5271,
"estimated_quality": 0.7494,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.301,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.5271,
"quality": 0.7494,
"quality_target_met": true,
"utility": 51.960431
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":1.14,"estimated_latency_ms":19831,"estimated_pass_rate":0.5271,"estimated_quality":0.7494,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.301,"max_latency_ms":21206,"policy":"lean","reason_codes":["latency_constrain... | {
"ambiguity": 0.2113,
"category": "general",
"complexity": 0.2365,
"consequence": 0.1257,
"evidence_need": 0.0924,
"family": "direct_facts",
"input_tokens": 3200,
"request_id": "synthetic-direct_facts-000817",
"reversibility": 0.8003,
"risk": 0.052,
"summary": "Summarize the supplied release note... | [
{
"credits_per_call": 11.549,
"id": "worker_a",
"p95_latency_ms": 65016,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.939,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.14,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 14.431,
"max_latency_ms": 106613,
"minimum_quality": 0.7198
} | research_synthesis | synthetic-research_synthesis-003357 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.008,
"estimated_latency_ms": 85729,
"estimated_pass_rate": 0.7173,
"estimated_quality": 0.776,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 14.... | {
"candidate_count": 4,
"pass_rate": 0.7173,
"quality": 0.776,
"quality_target_met": true,
"utility": 57.677552
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":4.008,"estimated_latency_ms":85729,"estimated_pass_rate":0.7173,"estimated_quality":0.776,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":14.431,"max_latency_ms":106613,"policy":"balanced","reason_codes":["inde... | {
"ambiguity": 0.4732,
"category": "research",
"complexity": 0.5122,
"consequence": 0.5337,
"evidence_need": 0.8422,
"family": "research_synthesis",
"input_tokens": 2560,
"request_id": "synthetic-research_synthesis-003357",
"reversibility": 0.7516,
"risk": 0.5377,
"summary": "Compare evidence for ... | [
{
"credits_per_call": 15.267,
"id": "worker_a",
"p95_latency_ms": 60250,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.997,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 8.287,
"max_latency_ms": 146111,
"minimum_quality": 0.7638
} | incident_response | synthetic-incident_response-009863 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.73,
"estimated_latency_ms": 77373,
"estimated_pass_rate": 0.6244,
"estimated_quality": 0.7542,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 8.2... | {
"candidate_count": 4,
"pass_rate": 0.6244,
"quality": 0.7542,
"quality_target_met": false,
"utility": 58.496807
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":4.73,"estimated_latency_ms":77373,"estimated_pass_rate":0.6244,"estimated_quality":0.7542,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":8.287,"max_latency_ms":146111,"policy":"balanced","reason_codes":["best_... | {
"ambiguity": 0.5607,
"category": "operations",
"complexity": 0.9217,
"consequence": 0.6768,
"evidence_need": 0.5469,
"family": "incident_response",
"input_tokens": 280,
"request_id": "synthetic-incident_response-009863",
"reversibility": 0.3748,
"risk": 0.8749,
"summary": "Prioritize actions dur... | [
{
"credits_per_call": 3.683,
"id": "worker_a",
"p95_latency_ms": 48483,
"pass_rate": 0.739,
"provider_group": "provider_y",
"quality": 0.7972,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.047,
"id": "worker_b",
"p95_la... |
{
"max_calls": 3,
"max_credits": 19.882,
"max_latency_ms": 234476,
"minimum_quality": 0.9279
} | debugging | synthetic-debugging-006204 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.945,
"estimated_latency_ms": 182182,
"estimated_pass_rate": 0.7399,
"estimated_quality": 0.9026,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7399,
"quality": 0.9026,
"quality_target_met": false,
"utility": 71.88206
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":14.945,"estimated_latency_ms":182182,"estimated_pass_rate":0.7399,"estimated_quality":0.9026,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":19.882,"max_latency_ms":234476,"policy":"str... | {
"ambiguity": 0.7379,
"category": "coding",
"complexity": 0.6891,
"consequence": 0.5555,
"evidence_need": 0.6094,
"family": "debugging",
"input_tokens": 3960,
"request_id": "synthetic-debugging-006204",
"reversibility": 0.4651,
"risk": 0.494,
"summary": "Diagnose an intermittent failure in data r... | [
{
"credits_per_call": 10.972,
"id": "worker_a",
"p95_latency_ms": 81357,
"pass_rate": 0.9501,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 2.922,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 23.657,
"max_latency_ms": 188462,
"minimum_quality": 0.8216
} | product_tradeoff | synthetic-product_tradeoff-006784 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.689,
"estimated_latency_ms": 165952,
"estimated_pass_rate": 0.7322,
"estimated_quality": 0.897,
"finalizer": "worker_c",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7322,
"quality": 0.897,
"quality_target_met": true,
"utility": 66.78737
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.689,"estimated_latency_ms":165952,"estimated_pass_rate":0.7322,"estimated_quality":0.897,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":23.657,"max_latency_ms":188462,"policy":"stri... | {
"ambiguity": 0.4283,
"category": "decision",
"complexity": 0.6954,
"consequence": 0.4497,
"evidence_need": 0.3228,
"family": "product_tradeoff",
"input_tokens": 1680,
"request_id": "synthetic-product_tradeoff-006784",
"reversibility": 0.6129,
"risk": 0.4122,
"summary": "Choose an implementation ... | [
{
"credits_per_call": 0.993,
"id": "worker_a",
"p95_latency_ms": 17924,
"pass_rate": 0.5684,
"provider_group": "provider_z",
"quality": 0.787,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 2.827,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 2,
"max_credits": 3.308,
"max_latency_ms": 63957,
"minimum_quality": 0.5729
} | research_synthesis | synthetic-research_synthesis-001701 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.098,
"estimated_latency_ms": 32390,
"estimated_pass_rate": 0.215,
"estimated_quality": 0.5429,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.308,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.215,
"quality": 0.5429,
"quality_target_met": false,
"utility": 32.742389
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":1.098,"estimated_latency_ms":32390,"estimated_pass_rate":0.215,"estimated_quality":0.5429,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.308,"max_latency_ms":63957,"policy":"lean","reason_codes":["best_feasible_bel... | {
"ambiguity": 0.614,
"category": "research",
"complexity": 0.8686,
"consequence": 0.477,
"evidence_need": 0.6535,
"family": "research_synthesis",
"input_tokens": 7520,
"request_id": "synthetic-research_synthesis-001701",
"reversibility": 0.8892,
"risk": 0.414,
"summary": "Review competing approac... | [
{
"credits_per_call": 3.792,
"id": "worker_a",
"p95_latency_ms": 66371,
"pass_rate": 0.8172,
"provider_group": "provider_y",
"quality": 0.8868,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 15.432,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 24.253,
"max_latency_ms": 125333,
"minimum_quality": 0.7891
} | incident_response | synthetic-incident_response-013287 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.186,
"estimated_latency_ms": 117576,
"estimated_pass_rate": 0.7912,
"estimated_quality": 0.9407,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7912,
"quality": 0.9407,
"quality_target_met": true,
"utility": 81.717861
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.186,"estimated_latency_ms":117576,"estimated_pass_rate":0.7912,"estimated_quality":0.9407,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":24.253,"max_latency_ms":125333,"policy":"str... | {
"ambiguity": 0.6287,
"category": "operations",
"complexity": 0.6301,
"consequence": 0.6646,
"evidence_need": 0.9319,
"family": "incident_response",
"input_tokens": 360,
"request_id": "synthetic-incident_response-013287",
"reversibility": 0.1681,
"risk": 0.8519,
"summary": "Prioritize actions dur... | [
{
"credits_per_call": 13.791,
"id": "worker_a",
"p95_latency_ms": 50990,
"pass_rate": 0.9916,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.123,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 2.017,
"max_latency_ms": 30389,
"minimum_quality": 0.5725
} | research_synthesis | synthetic-research_synthesis-001053 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.933,
"estimated_latency_ms": 25151,
"estimated_pass_rate": 0.3521,
"estimated_quality": 0.6546,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.017,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3521,
"quality": 0.6546,
"quality_target_met": true,
"utility": 41.721165
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":0.933,"estimated_latency_ms":25151,"estimated_pass_rate":0.3521,"estimated_quality":0.6546,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.017,"max_latency_ms":30389,"policy":"lean","reason_codes":["independent_evid... | {
"ambiguity": 0.5793,
"category": "research",
"complexity": 0.486,
"consequence": 0.5128,
"evidence_need": 0.8455,
"family": "research_synthesis",
"input_tokens": 200,
"request_id": "synthetic-research_synthesis-001053",
"reversibility": 0.805,
"risk": 0.3947,
"summary": "Compare evidence for pri... | [
{
"credits_per_call": 11.91,
"id": "worker_a",
"p95_latency_ms": 78382,
"pass_rate": 0.9532,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 2.904,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 1.596,
"max_latency_ms": 36073,
"minimum_quality": 0.7634
} | research_synthesis | synthetic-research_synthesis-001005 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.918,
"estimated_latency_ms": 21281,
"estimated_pass_rate": 0.3429,
"estimated_quality": 0.5228,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.596,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3429,
"quality": 0.5228,
"quality_target_met": false,
"utility": 23.514042
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":0.918,"estimated_latency_ms":21281,"estimated_pass_rate":0.3429,"estimated_quality":0.5228,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.596,"max_latency_ms":36073,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.7734,
"category": "research",
"complexity": 0.6351,
"consequence": 0.5057,
"evidence_need": 0.9273,
"family": "research_synthesis",
"input_tokens": 5400,
"request_id": "synthetic-research_synthesis-001005",
"reversibility": 0.922,
"risk": 0.2043,
"summary": "Compare evidence for u... | [
{
"credits_per_call": 3.73,
"id": "worker_a",
"p95_latency_ms": 58533,
"pass_rate": 0.8212,
"provider_group": "provider_y",
"quality": 0.8792,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 10.856,
"id": "worker_b",
"p95_l... |
{
"max_calls": 2,
"max_credits": 3.431,
"max_latency_ms": 34228,
"minimum_quality": 0.758
} | debugging | synthetic-debugging-004092 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.159,
"estimated_latency_ms": 29350,
"estimated_pass_rate": 0.4211,
"estimated_quality": 0.5719,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.431,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4211,
"quality": 0.5719,
"quality_target_met": false,
"utility": 31.1036
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":1.159,"estimated_latency_ms":29350,"estimated_pass_rate":0.4211,"estimated_quality":0.5719,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.431,"max_latency_ms":34228,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.6909,
"category": "coding",
"complexity": 0.5049,
"consequence": 0.5243,
"evidence_need": 0.6828,
"family": "debugging",
"input_tokens": 4680,
"request_id": "synthetic-debugging-004092",
"reversibility": 0.5746,
"risk": 0.631,
"summary": "Diagnose an intermittent failure in observ... | [
{
"credits_per_call": 2.864,
"id": "worker_a",
"p95_latency_ms": 62010,
"pass_rate": 0.7193,
"provider_group": "provider_z",
"quality": 0.9176,
"strengths": [
"coding",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.159,
"id": "worke... |
{
"max_calls": 2,
"max_credits": 14.824,
"max_latency_ms": 136011,
"minimum_quality": 0.8391
} | product_tradeoff | synthetic-product_tradeoff-013392 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.263,
"estimated_latency_ms": 79159,
"estimated_pass_rate": 0.676,
"estimated_quality": 0.8663,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 14.... | {
"candidate_count": 4,
"pass_rate": 0.676,
"quality": 0.8663,
"quality_target_met": true,
"utility": 62.748342
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":4.263,"estimated_latency_ms":79159,"estimated_pass_rate":0.676,"estimated_quality":0.8663,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":14.824,"max_latency_ms":136011,"policy":"balanced","reason_codes":["inde... | {
"ambiguity": 0.3952,
"category": "decision",
"complexity": 0.6245,
"consequence": 0.6168,
"evidence_need": 0.6093,
"family": "product_tradeoff",
"input_tokens": 2800,
"request_id": "synthetic-product_tradeoff-013392",
"reversibility": 0.7,
"risk": 0.4206,
"summary": "Evaluate build-versus-buy op... | [
{
"credits_per_call": 3.447,
"id": "worker_a",
"p95_latency_ms": 59603,
"pass_rate": 0.7243,
"provider_group": "provider_x",
"quality": 0.9175,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.816,
"id": "wor... |
{
"max_calls": 3,
"max_credits": 22.007,
"max_latency_ms": 201177,
"minimum_quality": 0.8742
} | research_synthesis | synthetic-research_synthesis-001365 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.253,
"estimated_latency_ms": 166595,
"estimated_pass_rate": 0.6661,
"estimated_quality": 0.9129,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.6661,
"quality": 0.9129,
"quality_target_met": true,
"utility": 72.555465
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.253,"estimated_latency_ms":166595,"estimated_pass_rate":0.6661,"estimated_quality":0.9129,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":22.007,"max_latency_ms":201177,"policy":"str... | {
"ambiguity": 0.8215,
"category": "research",
"complexity": 0.8862,
"consequence": 0.3389,
"evidence_need": 0.8514,
"family": "research_synthesis",
"input_tokens": 7680,
"request_id": "synthetic-research_synthesis-001365",
"reversibility": 0.9106,
"risk": 0.2455,
"summary": "Produce a decision me... | [
{
"credits_per_call": 11.811,
"id": "worker_a",
"p95_latency_ms": 68702,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.9946,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.268,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 0.89,
"max_latency_ms": 54545,
"minimum_quality": 0.5683
} | product_tradeoff | synthetic-product_tradeoff-007232 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.831,
"estimated_latency_ms": 29230,
"estimated_pass_rate": 0.4213,
"estimated_quality": 0.7242,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 0.89,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.4213,
"quality": 0.7242,
"quality_target_met": true,
"utility": 45.64285
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":0.831,"estimated_latency_ms":29230,"estimated_pass_rate":0.4213,"estimated_quality":0.7242,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":0.89,"max_latency_ms":54545,"policy":"lean","reason_codes":["credit_constraine... | {
"ambiguity": 0.6352,
"category": "decision",
"complexity": 0.4842,
"consequence": 0.4504,
"evidence_need": 0.2817,
"family": "product_tradeoff",
"input_tokens": 6160,
"request_id": "synthetic-product_tradeoff-007232",
"reversibility": 0.8953,
"risk": 0.3424,
"summary": "Choose an implementation ... | [
{
"credits_per_call": 4.1,
"id": "worker_a",
"p95_latency_ms": 62176,
"pass_rate": 0.7938,
"provider_group": "provider_y",
"quality": 0.8522,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.831,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 6.607,
"max_latency_ms": 133769,
"minimum_quality": 0.8149
} | feature_implementation | synthetic-feature_implementation-008499 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.748,
"estimated_latency_ms": 80221,
"estimated_pass_rate": 0.7652,
"estimated_quality": 0.8367,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 6.... | {
"candidate_count": 4,
"pass_rate": 0.7652,
"quality": 0.8367,
"quality_target_met": true,
"utility": 58.086643
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":4.748,"estimated_latency_ms":80221,"estimated_pass_rate":0.7652,"estimated_quality":0.8367,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":6.607,"max_latency_ms":133769,"policy":"balanced","reason_codes":["inde... | {
"ambiguity": 0.4728,
"category": "coding",
"complexity": 0.7136,
"consequence": 0.3512,
"evidence_need": 0.6103,
"family": "feature_implementation",
"input_tokens": 3000,
"request_id": "synthetic-feature_implementation-008499",
"reversibility": 0.5863,
"risk": 0.3242,
"summary": "Implement obser... | [
{
"credits_per_call": 1.184,
"id": "worker_a",
"p95_latency_ms": 21728,
"pass_rate": 0.5145,
"provider_group": "provider_z",
"quality": 0.7989,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 12.187,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 20.229,
"max_latency_ms": 201789,
"minimum_quality": 0.9117
} | research_synthesis | synthetic-research_synthesis-011205 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.223,
"estimated_latency_ms": 144885,
"estimated_pass_rate": 0.686,
"estimated_quality": 0.9201,
"finalizer": "worker_a",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.686,
"quality": 0.9201,
"quality_target_met": true,
"utility": 75.533263
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.223,"estimated_latency_ms":144885,"estimated_pass_rate":0.686,"estimated_quality":0.9201,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":20.229,"max_latency_ms":201789,"policy":"stri... | {
"ambiguity": 0.8444,
"category": "research",
"complexity": 0.8885,
"consequence": 0.2629,
"evidence_need": 0.9894,
"family": "research_synthesis",
"input_tokens": 2200,
"request_id": "synthetic-research_synthesis-011205",
"reversibility": 0.8244,
"risk": 0.3946,
"summary": "Review competing appr... | [
{
"credits_per_call": 11.745,
"id": "worker_a",
"p95_latency_ms": 73854,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.52,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 23.03,
"max_latency_ms": 238806,
"minimum_quality": 0.7823
} | debugging | synthetic-debugging-019492 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.137,
"estimated_latency_ms": 165309,
"estimated_pass_rate": 0.7099,
"estimated_quality": 0.8905,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7099,
"quality": 0.8905,
"quality_target_met": true,
"utility": 73.240509
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.137,"estimated_latency_ms":165309,"estimated_pass_rate":0.7099,"estimated_quality":0.8905,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":23.03,"max_latency_ms":238806,"policy":"stri... | {
"ambiguity": 0.7717,
"category": "coding",
"complexity": 0.863,
"consequence": 0.2606,
"evidence_need": 0.6269,
"family": "debugging",
"input_tokens": 7480,
"request_id": "synthetic-debugging-019492",
"reversibility": 0.4236,
"risk": 0.5302,
"summary": "Explain why OAuth callbacks fails only und... | [
{
"credits_per_call": 13.121,
"id": "worker_a",
"p95_latency_ms": 78473,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.9423,
"strengths": [
"coding",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 2.872,
"i... |
{
"max_calls": 3,
"max_credits": 19.01,
"max_latency_ms": 192990,
"minimum_quality": 0.8104
} | feature_implementation | synthetic-feature_implementation-006547 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.593,
"estimated_latency_ms": 107274,
"estimated_pass_rate": 0.8657,
"estimated_quality": 0.9474,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 15,
"pass_rate": 0.8657,
"quality": 0.9474,
"quality_target_met": true,
"utility": 71.112046
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":15.593,"estimated_latency_ms":107274,"estimated_pass_rate":0.8657,"estimated_quality":0.9474,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":19.01,"max_latency_ms":192990,"policy":"balanced","reason_codes":["cr... | {
"ambiguity": 0.5378,
"category": "coding",
"complexity": 0.5191,
"consequence": 0.4734,
"evidence_need": 0.569,
"family": "feature_implementation",
"input_tokens": 6200,
"request_id": "synthetic-feature_implementation-006547",
"reversibility": 0.7279,
"risk": 0.4816,
"summary": "Implement usage ... | [
{
"credits_per_call": 0.914,
"id": "worker_a",
"p95_latency_ms": 30261,
"pass_rate": 0.5191,
"provider_group": "provider_y",
"quality": 0.6935,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.01,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 3,
"max_credits": 21.532,
"max_latency_ms": 133204,
"minimum_quality": 0.9052
} | incident_response | synthetic-incident_response-010439 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.538,
"estimated_latency_ms": 122067,
"estimated_pass_rate": 0.7987,
"estimated_quality": 0.9119,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7987,
"quality": 0.9119,
"quality_target_met": true,
"utility": 74.797438
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.538,"estimated_latency_ms":122067,"estimated_pass_rate":0.7987,"estimated_quality":0.9119,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":21.532,"max_latency_ms":133204,"policy":"str... | {
"ambiguity": 0.5641,
"category": "operations",
"complexity": 0.6104,
"consequence": 0.5735,
"evidence_need": 0.8991,
"family": "incident_response",
"input_tokens": 6320,
"request_id": "synthetic-incident_response-010439",
"reversibility": 0.2848,
"risk": 0.6057,
"summary": "Review an outage invo... | [
{
"credits_per_call": 0.956,
"id": "worker_a",
"p95_latency_ms": 23377,
"pass_rate": 0.6166,
"provider_group": "provider_x",
"quality": 0.721,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 13.72,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 3,
"max_credits": 20.638,
"max_latency_ms": 156382,
"minimum_quality": 0.905
} | feature_implementation | synthetic-feature_implementation-018339 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.375,
"estimated_latency_ms": 152673,
"estimated_pass_rate": 0.7754,
"estimated_quality": 0.8845,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7754,
"quality": 0.8845,
"quality_target_met": false,
"utility": 67.852287
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.375,"estimated_latency_ms":152673,"estimated_pass_rate":0.7754,"estimated_quality":0.8845,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":20.638,"max_latency_ms":156382,"policy":"str... | {
"ambiguity": 0.4346,
"category": "coding",
"complexity": 0.8295,
"consequence": 0.4163,
"evidence_need": 0.447,
"family": "feature_implementation",
"input_tokens": 6080,
"request_id": "synthetic-feature_implementation-018339",
"reversibility": 0.4872,
"risk": 0.5414,
"summary": "Design an API fo... | [
{
"credits_per_call": 3.114,
"id": "worker_a",
"p95_latency_ms": 68500,
"pass_rate": 0.8847,
"provider_group": "provider_y",
"quality": 0.8878,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 15.415,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 20.212,
"max_latency_ms": 209015,
"minimum_quality": 0.9169
} | research_synthesis | synthetic-research_synthesis-011925 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.149,
"estimated_latency_ms": 175749,
"estimated_pass_rate": 0.7653,
"estimated_quality": 0.9192,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7653,
"quality": 0.9192,
"quality_target_met": true,
"utility": 69.864573
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.149,"estimated_latency_ms":175749,"estimated_pass_rate":0.7653,"estimated_quality":0.9192,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":20.212,"max_latency_ms":209015,"policy":"str... | {
"ambiguity": 0.6412,
"category": "research",
"complexity": 0.8663,
"consequence": 0.4991,
"evidence_need": 0.8861,
"family": "research_synthesis",
"input_tokens": 4160,
"request_id": "synthetic-research_synthesis-011925",
"reversibility": 0.9869,
"risk": 0.4451,
"summary": "Produce a decision me... | [
{
"credits_per_call": 3.912,
"id": "worker_a",
"p95_latency_ms": 66141,
"pass_rate": 0.7353,
"provider_group": "provider_y",
"quality": 0.8792,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 10.354,
"id": "worker_b",
"p95_... |
{
"max_calls": 1,
"max_credits": 3.375,
"max_latency_ms": 33538,
"minimum_quality": 0.505
} | debugging | synthetic-debugging-004612 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.111,
"estimated_latency_ms": 26959,
"estimated_pass_rate": 0.312,
"estimated_quality": 0.5786,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.375,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.312,
"quality": 0.5786,
"quality_target_met": true,
"utility": 37.127649
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":1.111,"estimated_latency_ms":26959,"estimated_pass_rate":0.312,"estimated_quality":0.5786,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.375,"max_latency_ms":33538,"policy":"lean","reason_codes":["single_call_suffi... | {
"ambiguity": 0.7104,
"category": "coding",
"complexity": 0.6897,
"consequence": 0.2601,
"evidence_need": 0.6412,
"family": "debugging",
"input_tokens": 2000,
"request_id": "synthetic-debugging-004612",
"reversibility": 0.7186,
"risk": 0.6842,
"summary": "Explain why database failover fails only ... | [
{
"credits_per_call": 3.167,
"id": "worker_a",
"p95_latency_ms": 60559,
"pass_rate": 0.8668,
"provider_group": "provider_y",
"quality": 0.9016,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 10.313,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 22.285,
"max_latency_ms": 192493,
"minimum_quality": 0.8047
} | incident_response | synthetic-incident_response-020663 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.557,
"estimated_latency_ms": 174677,
"estimated_pass_rate": 0.7604,
"estimated_quality": 0.9194,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7604,
"quality": 0.9194,
"quality_target_met": true,
"utility": 79.209424
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.557,"estimated_latency_ms":174677,"estimated_pass_rate":0.7604,"estimated_quality":0.9194,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":22.285,"max_latency_ms":192493,"policy":"str... | {
"ambiguity": 0.4857,
"category": "operations",
"complexity": 0.5798,
"consequence": 0.9226,
"evidence_need": 0.858,
"family": "incident_response",
"input_tokens": 4160,
"request_id": "synthetic-incident_response-020663",
"reversibility": 0.4644,
"risk": 0.8161,
"summary": "Prioritize actions dur... | [
{
"credits_per_call": 12.536,
"id": "worker_a",
"p95_latency_ms": 86237,
"pass_rate": 0.9594,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.93,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 24.447,
"max_latency_ms": 217102,
"minimum_quality": 0.914
} | incident_response | synthetic-incident_response-020191 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.353,
"estimated_latency_ms": 157578,
"estimated_pass_rate": 0.7823,
"estimated_quality": 0.9214,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7823,
"quality": 0.9214,
"quality_target_met": true,
"utility": 74.254043
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.353,"estimated_latency_ms":157578,"estimated_pass_rate":0.7823,"estimated_quality":0.9214,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":24.447,"max_latency_ms":217102,"policy":"str... | {
"ambiguity": 0.4957,
"category": "operations",
"complexity": 0.8358,
"consequence": 0.6355,
"evidence_need": 0.7013,
"family": "incident_response",
"input_tokens": 2120,
"request_id": "synthetic-incident_response-020191",
"reversibility": 0.4936,
"risk": 0.7674,
"summary": "Prioritize actions du... | [
{
"credits_per_call": 15.447,
"id": "worker_a",
"p95_latency_ms": 60168,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.041,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 1.924,
"max_latency_ms": 30635,
"minimum_quality": 0.6341
} | product_tradeoff | synthetic-product_tradeoff-002728 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.158,
"estimated_latency_ms": 25597,
"estimated_pass_rate": 0.4609,
"estimated_quality": 0.6278,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.924,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4609,
"quality": 0.6278,
"quality_target_met": false,
"utility": 41.286638
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":1.158,"estimated_latency_ms":25597,"estimated_pass_rate":0.4609,"estimated_quality":0.6278,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.924,"max_latency_ms":30635,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.4495,
"category": "decision",
"complexity": 0.6848,
"consequence": 0.5248,
"evidence_need": 0.6923,
"family": "product_tradeoff",
"input_tokens": 3400,
"request_id": "synthetic-product_tradeoff-002728",
"reversibility": 0.678,
"risk": 0.4259,
"summary": "Recommend whether to launc... | [
{
"credits_per_call": 3.183,
"id": "worker_a",
"p95_latency_ms": 71561,
"pass_rate": 0.8065,
"provider_group": "provider_z",
"quality": 0.7977,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.158,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 24.255,
"max_latency_ms": 244790,
"minimum_quality": 0.8465
} | product_tradeoff | synthetic-product_tradeoff-015184 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.689,
"estimated_latency_ms": 184992,
"estimated_pass_rate": 0.7491,
"estimated_quality": 0.9041,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7491,
"quality": 0.9041,
"quality_target_met": true,
"utility": 70.622742
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.689,"estimated_latency_ms":184992,"estimated_pass_rate":0.7491,"estimated_quality":0.9041,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":24.255,"max_latency_ms":244790,"policy":"str... | {
"ambiguity": 0.6872,
"category": "decision",
"complexity": 0.709,
"consequence": 0.3388,
"evidence_need": 0.3944,
"family": "product_tradeoff",
"input_tokens": 3800,
"request_id": "synthetic-product_tradeoff-015184",
"reversibility": 0.6991,
"risk": 0.4363,
"summary": "Recommend whether to launc... | [
{
"credits_per_call": 3.042,
"id": "worker_a",
"p95_latency_ms": 64551,
"pass_rate": 0.8304,
"provider_group": "provider_z",
"quality": 0.9207,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.027,
"id": "worker_b",
"p95_l... |
{
"max_calls": 2,
"max_credits": 21.093,
"max_latency_ms": 263341,
"minimum_quality": 0.7747
} | incident_response | synthetic-incident_response-017679 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.217,
"estimated_latency_ms": 145642,
"estimated_pass_rate": 0.856,
"estimated_quality": 0.8888,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 2... | {
"candidate_count": 9,
"pass_rate": 0.856,
"quality": 0.8888,
"quality_target_met": true,
"utility": 70.969274
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.217,"estimated_latency_ms":145642,"estimated_pass_rate":0.856,"estimated_quality":0.8888,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":21.093,"max_latency_ms":263341,"policy":"balanced","reason_codes":["co... | {
"ambiguity": 0.4903,
"category": "operations",
"complexity": 0.9459,
"consequence": 0.8339,
"evidence_need": 0.5676,
"family": "incident_response",
"input_tokens": 6880,
"request_id": "synthetic-incident_response-017679",
"reversibility": 0.4934,
"risk": 0.7705,
"summary": "Review an outage invo... | [
{
"credits_per_call": 14.027,
"id": "worker_a",
"p95_latency_ms": 90739,
"pass_rate": 0.9498,
"provider_group": "provider_z",
"quality": 0.9662,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.029,
"id": "worker_b",... |
{
"max_calls": 1,
"max_credits": 2.269,
"max_latency_ms": 51461,
"minimum_quality": 0.73
} | data_analysis | synthetic-data_analysis-001302 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.934,
"estimated_latency_ms": 29360,
"estimated_pass_rate": 0.3277,
"estimated_quality": 0.5493,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.269,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3277,
"quality": 0.5493,
"quality_target_met": false,
"utility": 28.555473
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":0.934,"estimated_latency_ms":29360,"estimated_pass_rate":0.3277,"estimated_quality":0.5493,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.269,"max_latency_ms":51461,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.4979,
"category": "analysis",
"complexity": 0.7333,
"consequence": 0.37,
"evidence_need": 0.6791,
"family": "data_analysis",
"input_tokens": 4280,
"request_id": "synthetic-data_analysis-001302",
"reversibility": 0.8991,
"risk": 0.3706,
"summary": "Compare two experiments on access... | [
{
"credits_per_call": 3.746,
"id": "worker_a",
"p95_latency_ms": 79858,
"pass_rate": 0.8613,
"provider_group": "provider_z",
"quality": 0.8888,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 10.82,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 13.699,
"max_latency_ms": 95365,
"minimum_quality": 0.8622
} | incident_response | synthetic-incident_response-001655 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 13.176,
"estimated_latency_ms": 77828,
"estimated_pass_rate": 0.8025,
"estimated_quality": 0.8705,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 1... | {
"candidate_count": 7,
"pass_rate": 0.8025,
"quality": 0.8705,
"quality_target_met": true,
"utility": 64.123247
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":13.176,"estimated_latency_ms":77828,"estimated_pass_rate":0.8025,"estimated_quality":0.8705,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":13.699,"max_latency_ms":95365,"policy":"balanced","reason_codes":["com... | {
"ambiguity": 0.5232,
"category": "operations",
"complexity": 0.834,
"consequence": 0.8241,
"evidence_need": 0.5465,
"family": "incident_response",
"input_tokens": 6560,
"request_id": "synthetic-incident_response-001655",
"reversibility": 0.3419,
"risk": 0.8905,
"summary": "Review an outage invol... | [
{
"credits_per_call": 2.969,
"id": "worker_a",
"p95_latency_ms": 50611,
"pass_rate": 0.8677,
"provider_group": "provider_z",
"quality": 0.9117,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.966,
"id": "wor... |
{
"max_calls": 3,
"max_credits": 18.247,
"max_latency_ms": 171198,
"minimum_quality": 0.821
} | research_synthesis | synthetic-research_synthesis-017509 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.258,
"estimated_latency_ms": 131580,
"estimated_pass_rate": 0.6826,
"estimated_quality": 0.8959,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.6826,
"quality": 0.8959,
"quality_target_met": true,
"utility": 70.616034
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.258,"estimated_latency_ms":131580,"estimated_pass_rate":0.6826,"estimated_quality":0.8959,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":18.247,"max_latency_ms":171198,"policy":"str... | {
"ambiguity": 0.5986,
"category": "research",
"complexity": 0.752,
"consequence": 0.5681,
"evidence_need": 0.7333,
"family": "research_synthesis",
"input_tokens": 6720,
"request_id": "synthetic-research_synthesis-017509",
"reversibility": 0.9833,
"risk": 0.5114,
"summary": "Review competing appro... | [
{
"credits_per_call": 1.216,
"id": "worker_a",
"p95_latency_ms": 27260,
"pass_rate": 0.4103,
"provider_group": "provider_x",
"quality": 0.6326,
"strengths": [
"coding",
"drafting",
"speed",
"synthesis"
]
},
{
"credits_per_call": 11.776,
"id": "work... |
{
"max_calls": 3,
"max_credits": 17.948,
"max_latency_ms": 193739,
"minimum_quality": 0.7879
} | product_tradeoff | synthetic-product_tradeoff-015488 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.525,
"estimated_latency_ms": 145358,
"estimated_pass_rate": 0.6925,
"estimated_quality": 0.9146,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.6925,
"quality": 0.9146,
"quality_target_met": true,
"utility": 68.480856
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.525,"estimated_latency_ms":145358,"estimated_pass_rate":0.6925,"estimated_quality":0.9146,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":17.948,"max_latency_ms":193739,"policy":"str... | {
"ambiguity": 0.7368,
"category": "decision",
"complexity": 0.5765,
"consequence": 0.4243,
"evidence_need": 0.4939,
"family": "product_tradeoff",
"input_tokens": 6560,
"request_id": "synthetic-product_tradeoff-015488",
"reversibility": 0.5868,
"risk": 0.4141,
"summary": "Recommend whether to laun... | [
{
"credits_per_call": 10.393,
"id": "worker_a",
"p95_latency_ms": 50915,
"pass_rate": 0.9292,
"provider_group": "provider_z",
"quality": 0.9865,
"strengths": [
"drafting",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.061,
... |
{
"max_calls": 1,
"max_credits": 2.674,
"max_latency_ms": 25233,
"minimum_quality": 0.7069
} | feature_implementation | synthetic-feature_implementation-004155 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.077,
"estimated_latency_ms": 23235,
"estimated_pass_rate": 0.4615,
"estimated_quality": 0.6491,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.674,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4615,
"quality": 0.6491,
"quality_target_met": false,
"utility": 41.468047
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":1.077,"estimated_latency_ms":23235,"estimated_pass_rate":0.4615,"estimated_quality":0.6491,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.674,"max_latency_ms":25233,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.2682,
"category": "coding",
"complexity": 0.5089,
"consequence": 0.3848,
"evidence_need": 0.268,
"family": "feature_implementation",
"input_tokens": 6200,
"request_id": "synthetic-feature_implementation-004155",
"reversibility": 0.6614,
"risk": 0.3073,
"summary": "Design an API fo... | [
{
"credits_per_call": 1.077,
"id": "worker_a",
"p95_latency_ms": 23235,
"pass_rate": 0.5644,
"provider_group": "provider_x",
"quality": 0.7013,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 14.66,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 3.342,
"max_latency_ms": 33956,
"minimum_quality": 0.7696
} | incident_response | synthetic-incident_response-006919 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.009,
"estimated_latency_ms": 19090,
"estimated_pass_rate": 0.2922,
"estimated_quality": 0.6331,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.342,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.2922,
"quality": 0.6331,
"quality_target_met": false,
"utility": 11.561841
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":1.009,"estimated_latency_ms":19090,"estimated_pass_rate":0.2922,"estimated_quality":0.6331,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.342,"max_latency_ms":33956,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.3599,
"category": "operations",
"complexity": 0.6114,
"consequence": 0.9123,
"evidence_need": 0.5878,
"family": "incident_response",
"input_tokens": 800,
"request_id": "synthetic-incident_response-006919",
"reversibility": 0.1948,
"risk": 0.7947,
"summary": "Prioritize actions dur... | [
{
"credits_per_call": 4.112,
"id": "worker_a",
"p95_latency_ms": 65862,
"pass_rate": 0.727,
"provider_group": "provider_z",
"quality": 0.8442,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.009,
"id": "work... |
{
"max_calls": 3,
"max_credits": 7.966,
"max_latency_ms": 184038,
"minimum_quality": 0.8432
} | data_analysis | synthetic-data_analysis-008118 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 3.823,
"estimated_latency_ms": 93215,
"estimated_pass_rate": 0.7711,
"estimated_quality": 0.79,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 7.96... | {
"candidate_count": 4,
"pass_rate": 0.7711,
"quality": 0.79,
"quality_target_met": false,
"utility": 56.276418
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":3.823,"estimated_latency_ms":93215,"estimated_pass_rate":0.7711,"estimated_quality":0.79,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":7.966,"max_latency_ms":184038,"policy":"balanced","reason_codes":["best_f... | {
"ambiguity": 0.4702,
"category": "analysis",
"complexity": 0.7867,
"consequence": 0.2721,
"evidence_need": 0.6476,
"family": "data_analysis",
"input_tokens": 760,
"request_id": "synthetic-data_analysis-008118",
"reversibility": 0.7922,
"risk": 0.3026,
"summary": "Compare two experiments on data ... | [
{
"credits_per_call": 0.965,
"id": "worker_a",
"p95_latency_ms": 18062,
"pass_rate": 0.4813,
"provider_group": "provider_z",
"quality": 0.7108,
"strengths": [
"coding",
"drafting",
"reasoning",
"speed"
]
},
{
"credits_per_call": 2.858,
"id": "worke... |
{
"max_calls": 1,
"max_credits": 2.953,
"max_latency_ms": 22515,
"minimum_quality": 0.5577
} | direct_facts | synthetic-direct_facts-004737 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.154,
"estimated_latency_ms": 20865,
"estimated_pass_rate": 0.4912,
"estimated_quality": 0.7484,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.953,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4912,
"quality": 0.7484,
"quality_target_met": true,
"utility": 50.792657
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":1.154,"estimated_latency_ms":20865,"estimated_pass_rate":0.4912,"estimated_quality":0.7484,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.953,"max_latency_ms":22515,"policy":"lean","reason_codes":["latency_constrai... | {
"ambiguity": 0.1018,
"category": "general",
"complexity": 0.0936,
"consequence": 0.1089,
"evidence_need": 0.0623,
"family": "direct_facts",
"input_tokens": 160,
"request_id": "synthetic-direct_facts-004737",
"reversibility": 0.9043,
"risk": 0.1139,
"summary": "Summarize the supplied release note... | [
{
"credits_per_call": 3.946,
"id": "worker_a",
"p95_latency_ms": 78379,
"pass_rate": 0.8729,
"provider_group": "provider_x",
"quality": 0.8163,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 10.753,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 19.927,
"max_latency_ms": 158787,
"minimum_quality": 0.8462
} | research_synthesis | synthetic-research_synthesis-012829 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.805,
"estimated_latency_ms": 152422,
"estimated_pass_rate": 0.6993,
"estimated_quality": 0.9165,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.6993,
"quality": 0.9165,
"quality_target_met": true,
"utility": 72.443215
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.805,"estimated_latency_ms":152422,"estimated_pass_rate":0.6993,"estimated_quality":0.9165,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":19.927,"max_latency_ms":158787,"policy":"str... | {
"ambiguity": 0.8696,
"category": "research",
"complexity": 0.6793,
"consequence": 0.5197,
"evidence_need": 0.6713,
"family": "research_synthesis",
"input_tokens": 4960,
"request_id": "synthetic-research_synthesis-012829",
"reversibility": 0.8967,
"risk": 0.5229,
"summary": "Produce a decision me... | [
{
"credits_per_call": 1.052,
"id": "worker_a",
"p95_latency_ms": 28368,
"pass_rate": 0.4073,
"provider_group": "provider_x",
"quality": 0.7152,
"strengths": [
"coding",
"drafting",
"speed",
"synthesis"
]
},
{
"credits_per_call": 3.693,
"id": "worke... |
{
"max_calls": 3,
"max_credits": 24.313,
"max_latency_ms": 203664,
"minimum_quality": 0.7893
} | incident_response | synthetic-incident_response-002407 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.391,
"estimated_latency_ms": 163180,
"estimated_pass_rate": 0.7523,
"estimated_quality": 0.8797,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7523,
"quality": 0.8797,
"quality_target_met": true,
"utility": 74.114161
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.391,"estimated_latency_ms":163180,"estimated_pass_rate":0.7523,"estimated_quality":0.8797,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":24.313,"max_latency_ms":203664,"policy":"str... | {
"ambiguity": 0.4606,
"category": "operations",
"complexity": 0.7406,
"consequence": 0.929,
"evidence_need": 0.6222,
"family": "incident_response",
"input_tokens": 7800,
"request_id": "synthetic-incident_response-002407",
"reversibility": 0.5209,
"risk": 0.6436,
"summary": "Plan immediate contain... | [
{
"credits_per_call": 0.993,
"id": "worker_a",
"p95_latency_ms": 25651,
"pass_rate": 0.6006,
"provider_group": "provider_x",
"quality": 0.7935,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 15.112,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 21.561,
"max_latency_ms": 148460,
"minimum_quality": 0.8852
} | incident_response | synthetic-incident_response-017903 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.018,
"estimated_latency_ms": 136313,
"estimated_pass_rate": 0.7152,
"estimated_quality": 0.9196,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7152,
"quality": 0.9196,
"quality_target_met": true,
"utility": 75.670511
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.018,"estimated_latency_ms":136313,"estimated_pass_rate":0.7152,"estimated_quality":0.9196,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":21.561,"max_latency_ms":148460,"policy":"str... | {
"ambiguity": 0.4448,
"category": "operations",
"complexity": 0.6725,
"consequence": 0.9921,
"evidence_need": 0.9399,
"family": "incident_response",
"input_tokens": 7520,
"request_id": "synthetic-incident_response-017903",
"reversibility": 0.5084,
"risk": 0.5532,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 3.341,
"id": "worker_a",
"p95_latency_ms": 47283,
"pass_rate": 0.8211,
"provider_group": "provider_z",
"quality": 0.8431,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 12.843,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 18.04,
"max_latency_ms": 221862,
"minimum_quality": 0.9314
} | incident_response | synthetic-incident_response-006511 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.024,
"estimated_latency_ms": 178554,
"estimated_pass_rate": 0.7943,
"estimated_quality": 0.9198,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7943,
"quality": 0.9198,
"quality_target_met": false,
"utility": 78.890138
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":14.024,"estimated_latency_ms":178554,"estimated_pass_rate":0.7943,"estimated_quality":0.9198,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":18.04,"max_latency_ms":221862,"policy":"stri... | {
"ambiguity": 0.5452,
"category": "operations",
"complexity": 0.6244,
"consequence": 0.7889,
"evidence_need": 0.5176,
"family": "incident_response",
"input_tokens": 3840,
"request_id": "synthetic-incident_response-006511",
"reversibility": 0.1827,
"risk": 0.9494,
"summary": "Review an outage invo... | [
{
"credits_per_call": 10.075,
"id": "worker_a",
"p95_latency_ms": 63921,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.9803,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.124,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 20.129,
"max_latency_ms": 166315,
"minimum_quality": 0.8515
} | incident_response | synthetic-incident_response-000743 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.949,
"estimated_latency_ms": 142896,
"estimated_pass_rate": 0.7802,
"estimated_quality": 0.912,
"finalizer": "worker_c",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7802,
"quality": 0.912,
"quality_target_met": true,
"utility": 80.544899
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.949,"estimated_latency_ms":142896,"estimated_pass_rate":0.7802,"estimated_quality":0.912,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":20.129,"max_latency_ms":166315,"policy":"stri... | {
"ambiguity": 0.5043,
"category": "operations",
"complexity": 0.734,
"consequence": 0.997,
"evidence_need": 0.749,
"family": "incident_response",
"input_tokens": 3840,
"request_id": "synthetic-incident_response-000743",
"reversibility": 0.2402,
"risk": 0.8249,
"summary": "Plan immediate containme... | [
{
"credits_per_call": 3.66,
"id": "worker_a",
"p95_latency_ms": 56415,
"pass_rate": 0.8847,
"provider_group": "provider_x",
"quality": 0.9059,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.987,
"id": "worker_b",
"p95_la... |
{
"max_calls": 3,
"max_credits": 2.428,
"max_latency_ms": 53894,
"minimum_quality": 0.7543
} | research_synthesis | synthetic-research_synthesis-004837 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.136,
"estimated_latency_ms": 27155,
"estimated_pass_rate": 0.4064,
"estimated_quality": 0.6428,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.428,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4064,
"quality": 0.6428,
"quality_target_met": false,
"utility": 38.975309
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":27155,"estimated_pass_rate":0.4064,"estimated_quality":0.6428,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.428,"max_latency_ms":53894,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.674,
"category": "research",
"complexity": 0.5638,
"consequence": 0.3942,
"evidence_need": 0.7976,
"family": "research_synthesis",
"input_tokens": 2680,
"request_id": "synthetic-research_synthesis-004837",
"reversibility": 0.9101,
"risk": 0.3951,
"summary": "Compare evidence for a... | [
{
"credits_per_call": 14.359,
"id": "worker_a",
"p95_latency_ms": 79040,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.136,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 16.355,
"max_latency_ms": 196135,
"minimum_quality": 0.8754
} | debugging | synthetic-debugging-019404 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.919,
"estimated_latency_ms": 170117,
"estimated_pass_rate": 0.7753,
"estimated_quality": 0.8826,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7753,
"quality": 0.8826,
"quality_target_met": true,
"utility": 68.833726
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":14.919,"estimated_latency_ms":170117,"estimated_pass_rate":0.7753,"estimated_quality":0.8826,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":16.355,"max_latency_ms":196135,"policy":"str... | {
"ambiguity": 0.76,
"category": "coding",
"complexity": 0.54,
"consequence": 0.3506,
"evidence_need": 0.665,
"family": "debugging",
"input_tokens": 7160,
"request_id": "synthetic-debugging-019404",
"reversibility": 0.4277,
"risk": 0.5115,
"summary": "Find the root cause of a concurrency-sensitive... | [
{
"credits_per_call": 10.5,
"id": "worker_a",
"p95_latency_ms": 77213,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.9109,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.27,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 6.755,
"max_latency_ms": 146220,
"minimum_quality": 0.7753
} | feature_implementation | synthetic-feature_implementation-016899 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.163,
"estimated_latency_ms": 74618,
"estimated_pass_rate": 0.6742,
"estimated_quality": 0.7977,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 6.... | {
"candidate_count": 4,
"pass_rate": 0.6742,
"quality": 0.7977,
"quality_target_met": true,
"utility": 56.846216
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":4.163,"estimated_latency_ms":74618,"estimated_pass_rate":0.6742,"estimated_quality":0.7977,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":6.755,"max_latency_ms":146220,"policy":"balanced","reason_codes":["inde... | {
"ambiguity": 0.4532,
"category": "coding",
"complexity": 0.5191,
"consequence": 0.6184,
"evidence_need": 0.5043,
"family": "feature_implementation",
"input_tokens": 7600,
"request_id": "synthetic-feature_implementation-016899",
"reversibility": 0.5195,
"risk": 0.521,
"summary": "Design an API fo... | [
{
"credits_per_call": 10.296,
"id": "worker_a",
"p95_latency_ms": 78488,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.9301,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 2.953,
"id": "worker_b",
... |
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