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": 17.864,
"max_latency_ms": 226243,
"minimum_quality": 0.8644
} | incident_response | synthetic-incident_response-013295 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.534,
"estimated_latency_ms": 133086,
"estimated_pass_rate": 0.8315,
"estimated_quality": 0.8805,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8315,
"quality": 0.8805,
"quality_target_met": true,
"utility": 70.919452
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":15.534,"estimated_latency_ms":133086,"estimated_pass_rate":0.8315,"estimated_quality":0.8805,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":17.864,"max_latency_ms":226243,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.7222,
"category": "operations",
"complexity": 0.8782,
"consequence": 0.9993,
"evidence_need": 0.6282,
"family": "incident_response",
"input_tokens": 6760,
"request_id": "synthetic-incident_response-013295",
"reversibility": 0.207,
"risk": 0.7449,
"summary": "Prioritize actions dur... | [
{
"credits_per_call": 1.02,
"id": "worker_a",
"p95_latency_ms": 22133,
"pass_rate": 0.5743,
"provider_group": "provider_z",
"quality": 0.7644,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.75,
"id": "worker_b",
"p95_latenc... |
{
"max_calls": 2,
"max_credits": 11.745,
"max_latency_ms": 170610,
"minimum_quality": 0.7465
} | incident_response | synthetic-incident_response-016191 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 3.861,
"estimated_latency_ms": 66205,
"estimated_pass_rate": 0.661,
"estimated_quality": 0.8098,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 11.... | {
"candidate_count": 4,
"pass_rate": 0.661,
"quality": 0.8098,
"quality_target_met": true,
"utility": 66.072305
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":3.861,"estimated_latency_ms":66205,"estimated_pass_rate":0.661,"estimated_quality":0.8098,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":11.745,"max_latency_ms":170610,"policy":"balanced","reason_codes":["comp... | {
"ambiguity": 0.5873,
"category": "operations",
"complexity": 0.8355,
"consequence": 0.7551,
"evidence_need": 0.6471,
"family": "incident_response",
"input_tokens": 2280,
"request_id": "synthetic-incident_response-016191",
"reversibility": 0.2605,
"risk": 0.8146,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 2.802,
"id": "worker_a",
"p95_latency_ms": 48218,
"pass_rate": 0.8078,
"provider_group": "provider_y",
"quality": 0.9178,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.059,
"id": "wor... |
{
"max_calls": 3,
"max_credits": 7.997,
"max_latency_ms": 134565,
"minimum_quality": 0.717
} | research_synthesis | synthetic-research_synthesis-014613 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.442,
"estimated_latency_ms": 93199,
"estimated_pass_rate": 0.5675,
"estimated_quality": 0.7966,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 7.... | {
"candidate_count": 4,
"pass_rate": 0.5675,
"quality": 0.7966,
"quality_target_met": true,
"utility": 56.468107
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.442,"estimated_latency_ms":93199,"estimated_pass_rate":0.5675,"estimated_quality":0.7966,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":7.997,"max_latency_ms":134565,"policy":"balanced","reason_codes":["comp... | {
"ambiguity": 0.4508,
"category": "research",
"complexity": 0.7749,
"consequence": 0.5026,
"evidence_need": 0.9023,
"family": "research_synthesis",
"input_tokens": 7720,
"request_id": "synthetic-research_synthesis-014613",
"reversibility": 0.9092,
"risk": 0.439,
"summary": "Compare evidence for b... | [
{
"credits_per_call": 12.826,
"id": "worker_a",
"p95_latency_ms": 84515,
"pass_rate": 0.9575,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.975,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 21.918,
"max_latency_ms": 239987,
"minimum_quality": 0.7799
} | feature_implementation | synthetic-feature_implementation-015635 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.421,
"estimated_latency_ms": 160189,
"estimated_pass_rate": 0.8527,
"estimated_quality": 0.9214,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8527,
"quality": 0.9214,
"quality_target_met": true,
"utility": 67.299194
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":18.421,"estimated_latency_ms":160189,"estimated_pass_rate":0.8527,"estimated_quality":0.9214,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":21.918,"max_latency_ms":239987,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.2642,
"category": "coding",
"complexity": 0.835,
"consequence": 0.456,
"evidence_need": 0.2652,
"family": "feature_implementation",
"input_tokens": 7520,
"request_id": "synthetic-feature_implementation-015635",
"reversibility": 0.4897,
"risk": 0.2586,
"summary": "Design an API for... | [
{
"credits_per_call": 14.283,
"id": "worker_a",
"p95_latency_ms": 84434,
"pass_rate": 0.9241,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.951,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 2.612,
"max_latency_ms": 40069,
"minimum_quality": 0.5853
} | product_tradeoff | synthetic-product_tradeoff-003424 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.852,
"estimated_latency_ms": 23271,
"estimated_pass_rate": 0.3622,
"estimated_quality": 0.626,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.612,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.3622,
"quality": 0.626,
"quality_target_met": true,
"utility": 42.245813
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.852,"estimated_latency_ms":23271,"estimated_pass_rate":0.3622,"estimated_quality":0.626,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.612,"max_latency_ms":40069,"policy":"lean","reason_codes":["complex_task"],"r... | {
"ambiguity": 0.3944,
"category": "decision",
"complexity": 0.7318,
"consequence": 0.463,
"evidence_need": 0.3253,
"family": "product_tradeoff",
"input_tokens": 2960,
"request_id": "synthetic-product_tradeoff-003424",
"reversibility": 0.6707,
"risk": 0.1147,
"summary": "Recommend whether to launc... | [
{
"credits_per_call": 11.814,
"id": "worker_a",
"p95_latency_ms": 54998,
"pass_rate": 0.9312,
"provider_group": "provider_z",
"quality": 0.9619,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.086,
"id": "worker_b",... |
{
"max_calls": 2,
"max_credits": 6.43,
"max_latency_ms": 187863,
"minimum_quality": 0.7332
} | research_synthesis | synthetic-research_synthesis-009741 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.425,
"estimated_latency_ms": 83268,
"estimated_pass_rate": 0.5981,
"estimated_quality": 0.7466,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 6.... | {
"candidate_count": 4,
"pass_rate": 0.5981,
"quality": 0.7466,
"quality_target_met": true,
"utility": 49.669881
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.425,"estimated_latency_ms":83268,"estimated_pass_rate":0.5981,"estimated_quality":0.7466,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":6.43,"max_latency_ms":187863,"policy":"balanced","reason_codes":["compl... | {
"ambiguity": 0.8241,
"category": "research",
"complexity": 0.8207,
"consequence": 0.4938,
"evidence_need": 0.6954,
"family": "research_synthesis",
"input_tokens": 2680,
"request_id": "synthetic-research_synthesis-009741",
"reversibility": 0.7272,
"risk": 0.3935,
"summary": "Compare evidence for ... | [
{
"credits_per_call": 0.881,
"id": "worker_a",
"p95_latency_ms": 23829,
"pass_rate": 0.4636,
"provider_group": "provider_x",
"quality": 0.6587,
"strengths": [
"coding",
"drafting",
"speed",
"synthesis"
]
},
{
"credits_per_call": 9.885,
"id": "worke... |
{
"max_calls": 3,
"max_credits": 23.349,
"max_latency_ms": 147601,
"minimum_quality": 0.8381
} | debugging | synthetic-debugging-019556 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.794,
"estimated_latency_ms": 129190,
"estimated_pass_rate": 0.7542,
"estimated_quality": 0.9039,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7542,
"quality": 0.9039,
"quality_target_met": true,
"utility": 72.758371
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.794,"estimated_latency_ms":129190,"estimated_pass_rate":0.7542,"estimated_quality":0.9039,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":23.349,"max_latency_ms":147601,"policy":"str... | {
"ambiguity": 0.7948,
"category": "coding",
"complexity": 0.7846,
"consequence": 0.559,
"evidence_need": 0.6743,
"family": "debugging",
"input_tokens": 1880,
"request_id": "synthetic-debugging-019556",
"reversibility": 0.4459,
"risk": 0.3695,
"summary": "Find the root cause of a concurrency-sensi... | [
{
"credits_per_call": 3.918,
"id": "worker_a",
"p95_latency_ms": 52710,
"pass_rate": 0.7997,
"provider_group": "provider_x",
"quality": 0.8561,
"strengths": [
"coding",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.926,
"id": "worke... |
{
"max_calls": 3,
"max_credits": 5.433,
"max_latency_ms": 184848,
"minimum_quality": 0.8349
} | research_synthesis | synthetic-research_synthesis-013005 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.447,
"estimated_latency_ms": 93986,
"estimated_pass_rate": 0.499,
"estimated_quality": 0.758,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 5.43... | {
"candidate_count": 4,
"pass_rate": 0.499,
"quality": 0.758,
"quality_target_met": false,
"utility": 47.764082
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.447,"estimated_latency_ms":93986,"estimated_pass_rate":0.499,"estimated_quality":0.758,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":5.433,"max_latency_ms":184848,"policy":"balanced","reason_codes":["best_f... | {
"ambiguity": 0.8257,
"category": "research",
"complexity": 0.7492,
"consequence": 0.3695,
"evidence_need": 0.9414,
"family": "research_synthesis",
"input_tokens": 1040,
"request_id": "synthetic-research_synthesis-013005",
"reversibility": 0.7331,
"risk": 0.4722,
"summary": "Review competing appr... | [
{
"credits_per_call": 3.387,
"id": "worker_a",
"p95_latency_ms": 72323,
"pass_rate": 0.7521,
"provider_group": "provider_z",
"quality": 0.8148,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.06,
"id": "worker_b",
"p95_la... |
{
"max_calls": 3,
"max_credits": 23.221,
"max_latency_ms": 221599,
"minimum_quality": 0.8793
} | debugging | synthetic-debugging-010860 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.559,
"estimated_latency_ms": 178595,
"estimated_pass_rate": 0.6874,
"estimated_quality": 0.9054,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.6874,
"quality": 0.9054,
"quality_target_met": true,
"utility": 70.675325
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.559,"estimated_latency_ms":178595,"estimated_pass_rate":0.6874,"estimated_quality":0.9054,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":23.221,"max_latency_ms":221599,"policy":"str... | {
"ambiguity": 0.7625,
"category": "coding",
"complexity": 0.5975,
"consequence": 0.6215,
"evidence_need": 0.7062,
"family": "debugging",
"input_tokens": 6720,
"request_id": "synthetic-debugging-010860",
"reversibility": 0.5585,
"risk": 0.4076,
"summary": "Find the root cause of a concurrency-sens... | [
{
"credits_per_call": 1.199,
"id": "worker_a",
"p95_latency_ms": 24267,
"pass_rate": 0.4768,
"provider_group": "provider_y",
"quality": 0.6834,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 12.288,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 21.308,
"max_latency_ms": 200896,
"minimum_quality": 0.798
} | debugging | synthetic-debugging-016820 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.778,
"estimated_latency_ms": 185018,
"estimated_pass_rate": 0.6906,
"estimated_quality": 0.893,
"finalizer": "worker_c",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.6906,
"quality": 0.893,
"quality_target_met": true,
"utility": 67.368298
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.778,"estimated_latency_ms":185018,"estimated_pass_rate":0.6906,"estimated_quality":0.893,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":21.308,"max_latency_ms":200896,"policy":"stri... | {
"ambiguity": 0.7064,
"category": "coding",
"complexity": 0.6649,
"consequence": 0.3063,
"evidence_need": 0.4565,
"family": "debugging",
"input_tokens": 1280,
"request_id": "synthetic-debugging-016820",
"reversibility": 0.545,
"risk": 0.4119,
"summary": "Diagnose an intermittent failure in credit... | [
{
"credits_per_call": 1.074,
"id": "worker_a",
"p95_latency_ms": 18744,
"pass_rate": 0.4524,
"provider_group": "provider_x",
"quality": 0.7598,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.17,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 3,
"max_credits": 18.491,
"max_latency_ms": 185384,
"minimum_quality": 0.7935
} | research_synthesis | synthetic-research_synthesis-019973 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.637,
"estimated_latency_ms": 169003,
"estimated_pass_rate": 0.7191,
"estimated_quality": 0.9135,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7191,
"quality": 0.9135,
"quality_target_met": true,
"utility": 70.025216
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.637,"estimated_latency_ms":169003,"estimated_pass_rate":0.7191,"estimated_quality":0.9135,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":18.491,"max_latency_ms":185384,"policy":"str... | {
"ambiguity": 0.6917,
"category": "research",
"complexity": 0.609,
"consequence": 0.3999,
"evidence_need": 0.8375,
"family": "research_synthesis",
"input_tokens": 7680,
"request_id": "synthetic-research_synthesis-019973",
"reversibility": 0.7084,
"risk": 0.4655,
"summary": "Compare evidence for b... | [
{
"credits_per_call": 13.398,
"id": "worker_a",
"p95_latency_ms": 68444,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.097,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 1.81,
"max_latency_ms": 36022,
"minimum_quality": 0.542
} | feature_implementation | synthetic-feature_implementation-002803 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.189,
"estimated_latency_ms": 19576,
"estimated_pass_rate": 0.3731,
"estimated_quality": 0.5988,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.81,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.3731,
"quality": 0.5988,
"quality_target_met": true,
"utility": 38.663052
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.189,"estimated_latency_ms":19576,"estimated_pass_rate":0.3731,"estimated_quality":0.5988,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.81,"max_latency_ms":36022,"policy":"lean","reason_codes":["complex_task"],"r... | {
"ambiguity": 0.4546,
"category": "coding",
"complexity": 0.7621,
"consequence": 0.5301,
"evidence_need": 0.559,
"family": "feature_implementation",
"input_tokens": 2560,
"request_id": "synthetic-feature_implementation-002803",
"reversibility": 0.5676,
"risk": 0.2672,
"summary": "Patch a producti... | [
{
"credits_per_call": 1.189,
"id": "worker_a",
"p95_latency_ms": 19576,
"pass_rate": 0.5155,
"provider_group": "provider_y",
"quality": 0.7064,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 10.748,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 2,
"max_credits": 10.57,
"max_latency_ms": 171082,
"minimum_quality": 0.8509
} | debugging | synthetic-debugging-011996 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 3.62,
"estimated_latency_ms": 112206,
"estimated_pass_rate": 0.5165,
"estimated_quality": 0.7858,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 10... | {
"candidate_count": 4,
"pass_rate": 0.5165,
"quality": 0.7858,
"quality_target_met": false,
"utility": 52.90694
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":3.62,"estimated_latency_ms":112206,"estimated_pass_rate":0.5165,"estimated_quality":0.7858,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":10.57,"max_latency_ms":171082,"policy":"balanced","reason_codes":["best... | {
"ambiguity": 0.3691,
"category": "coding",
"complexity": 0.5911,
"consequence": 0.6656,
"evidence_need": 0.4004,
"family": "debugging",
"input_tokens": 5520,
"request_id": "synthetic-debugging-011996",
"reversibility": 0.4093,
"risk": 0.3242,
"summary": "Explain why database failover fails only ... | [
{
"credits_per_call": 0.815,
"id": "worker_a",
"p95_latency_ms": 31265,
"pass_rate": 0.4533,
"provider_group": "provider_y",
"quality": 0.7688,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 15.253,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 1,
"max_credits": 3.931,
"max_latency_ms": 32553,
"minimum_quality": 0.6969
} | content_revision | synthetic-content_revision-005762 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.977,
"estimated_latency_ms": 19501,
"estimated_pass_rate": 0.3378,
"estimated_quality": 0.7042,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.931,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3378,
"quality": 0.7042,
"quality_target_met": true,
"utility": 46.994297
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.977,"estimated_latency_ms":19501,"estimated_pass_rate":0.3378,"estimated_quality":0.7042,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.931,"max_latency_ms":32553,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.2143,
"category": "writing",
"complexity": 0.2874,
"consequence": 0.224,
"evidence_need": 0.0986,
"family": "content_revision",
"input_tokens": 520,
"request_id": "synthetic-content_revision-005762",
"reversibility": 0.8414,
"risk": 0.1054,
"summary": "Tighten a product explanatio... | [
{
"credits_per_call": 2.984,
"id": "worker_a",
"p95_latency_ms": 51072,
"pass_rate": 0.8786,
"provider_group": "provider_y",
"quality": 0.8984,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 12.588,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 21.749,
"max_latency_ms": 153758,
"minimum_quality": 0.8092
} | product_tradeoff | synthetic-product_tradeoff-013920 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.046,
"estimated_latency_ms": 140241,
"estimated_pass_rate": 0.7332,
"estimated_quality": 0.8893,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7332,
"quality": 0.8893,
"quality_target_met": true,
"utility": 64.757828
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.046,"estimated_latency_ms":140241,"estimated_pass_rate":0.7332,"estimated_quality":0.8893,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":21.749,"max_latency_ms":153758,"policy":"str... | {
"ambiguity": 0.4911,
"category": "decision",
"complexity": 0.7434,
"consequence": 0.441,
"evidence_need": 0.3213,
"family": "product_tradeoff",
"input_tokens": 3760,
"request_id": "synthetic-product_tradeoff-013920",
"reversibility": 0.8028,
"risk": 0.2524,
"summary": "Choose an implementation s... | [
{
"credits_per_call": 14.075,
"id": "worker_a",
"p95_latency_ms": 50725,
"pass_rate": 0.9405,
"provider_group": "provider_z",
"quality": 0.9389,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.069,
"id": "worker_b",... |
{
"max_calls": 3,
"max_credits": 23.455,
"max_latency_ms": 235791,
"minimum_quality": 0.8127
} | research_synthesis | synthetic-research_synthesis-016877 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.281,
"estimated_latency_ms": 164514,
"estimated_pass_rate": 0.7291,
"estimated_quality": 0.9172,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7291,
"quality": 0.9172,
"quality_target_met": true,
"utility": 74.943731
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.281,"estimated_latency_ms":164514,"estimated_pass_rate":0.7291,"estimated_quality":0.9172,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":23.455,"max_latency_ms":235791,"policy":"str... | {
"ambiguity": 0.8476,
"category": "research",
"complexity": 0.8766,
"consequence": 0.4156,
"evidence_need": 0.9083,
"family": "research_synthesis",
"input_tokens": 4440,
"request_id": "synthetic-research_synthesis-016877",
"reversibility": 0.8991,
"risk": 0.254,
"summary": "Review competing appro... | [
{
"credits_per_call": 14.84,
"id": "worker_a",
"p95_latency_ms": 73574,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.313,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 8.183,
"max_latency_ms": 174215,
"minimum_quality": 0.8357
} | feature_implementation | synthetic-feature_implementation-001171 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 5.109,
"estimated_latency_ms": 110240,
"estimated_pass_rate": 0.5793,
"estimated_quality": 0.8278,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 8... | {
"candidate_count": 4,
"pass_rate": 0.5793,
"quality": 0.8278,
"quality_target_met": false,
"utility": 58.452245
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":5.109,"estimated_latency_ms":110240,"estimated_pass_rate":0.5793,"estimated_quality":0.8278,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":8.183,"max_latency_ms":174215,"policy":"balanced","reason_codes":["bes... | {
"ambiguity": 0.2641,
"category": "coding",
"complexity": 0.6333,
"consequence": 0.5165,
"evidence_need": 0.5796,
"family": "feature_implementation",
"input_tokens": 3760,
"request_id": "synthetic-feature_implementation-001171",
"reversibility": 0.7711,
"risk": 0.568,
"summary": "Implement observ... | [
{
"credits_per_call": 13.927,
"id": "worker_a",
"p95_latency_ms": 81811,
"pass_rate": 0.9116,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 4.234,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 14.62,
"max_latency_ms": 177767,
"minimum_quality": 0.8478
} | debugging | synthetic-debugging-007820 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 3.829,
"estimated_latency_ms": 88703,
"estimated_pass_rate": 0.7026,
"estimated_quality": 0.8362,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 14... | {
"candidate_count": 4,
"pass_rate": 0.7026,
"quality": 0.8362,
"quality_target_met": false,
"utility": 61.806136
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":3.829,"estimated_latency_ms":88703,"estimated_pass_rate":0.7026,"estimated_quality":0.8362,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":14.62,"max_latency_ms":177767,"policy":"balanced","reason_codes":["best... | {
"ambiguity": 0.461,
"category": "coding",
"complexity": 0.6,
"consequence": 0.5154,
"evidence_need": 0.5526,
"family": "debugging",
"input_tokens": 2640,
"request_id": "synthetic-debugging-007820",
"reversibility": 0.6056,
"risk": 0.6959,
"summary": "Diagnose an intermittent failure in webhook d... | [
{
"credits_per_call": 14.875,
"id": "worker_a",
"p95_latency_ms": 66013,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.9289,
"strengths": [
"coding",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.065,
"i... |
{
"max_calls": 1,
"max_credits": 2.209,
"max_latency_ms": 55962,
"minimum_quality": 0.6075
} | debugging | synthetic-debugging-007460 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.115,
"estimated_latency_ms": 31523,
"estimated_pass_rate": 0.4532,
"estimated_quality": 0.5988,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.209,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4532,
"quality": 0.5988,
"quality_target_met": false,
"utility": 41.115709
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.115,"estimated_latency_ms":31523,"estimated_pass_rate":0.4532,"estimated_quality":0.5988,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.209,"max_latency_ms":55962,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.4193,
"category": "coding",
"complexity": 0.7043,
"consequence": 0.4312,
"evidence_need": 0.6066,
"family": "debugging",
"input_tokens": 1560,
"request_id": "synthetic-debugging-007460",
"reversibility": 0.6452,
"risk": 0.5791,
"summary": "Explain why data retention fails only und... | [
{
"credits_per_call": 12.601,
"id": "worker_a",
"p95_latency_ms": 62676,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.9569,
"strengths": [
"coding",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.396,
"i... |
{
"max_calls": 1,
"max_credits": 3.834,
"max_latency_ms": 45694,
"minimum_quality": 0.7374
} | direct_facts | synthetic-direct_facts-002801 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.14,
"estimated_latency_ms": 32323,
"estimated_pass_rate": 0.4964,
"estimated_quality": 0.769,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.834,
"max_latency_m... | {
"candidate_count": 1,
"pass_rate": 0.4964,
"quality": 0.769,
"quality_target_met": true,
"utility": 53.830615
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":32323,"estimated_pass_rate":0.4964,"estimated_quality":0.769,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.834,"max_latency_ms":45694,"policy":"lean","reason_codes":["single_call_suffic... | {
"ambiguity": 0.1276,
"category": "general",
"complexity": 0.0547,
"consequence": 0.055,
"evidence_need": 0.1631,
"family": "direct_facts",
"input_tokens": 7760,
"request_id": "synthetic-direct_facts-002801",
"reversibility": 0.7918,
"risk": 0.1427,
"summary": "Convert 12 units and state the resu... | [
{
"credits_per_call": 1.14,
"id": "worker_a",
"p95_latency_ms": 32323,
"pass_rate": 0.5238,
"provider_group": "provider_z",
"quality": 0.7177,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 14.785,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 6.872,
"max_latency_ms": 190011,
"minimum_quality": 0.7064
} | incident_response | synthetic-incident_response-008807 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.495,
"estimated_latency_ms": 103909,
"estimated_pass_rate": 0.6504,
"estimated_quality": 0.7644,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 6... | {
"candidate_count": 4,
"pass_rate": 0.6504,
"quality": 0.7644,
"quality_target_met": true,
"utility": 59.53461
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.495,"estimated_latency_ms":103909,"estimated_pass_rate":0.6504,"estimated_quality":0.7644,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":6.872,"max_latency_ms":190011,"policy":"balanced","reason_codes":["hig... | {
"ambiguity": 0.6355,
"category": "operations",
"complexity": 0.6763,
"consequence": 0.6037,
"evidence_need": 0.6455,
"family": "incident_response",
"input_tokens": 5560,
"request_id": "synthetic-incident_response-008807",
"reversibility": 0.2048,
"risk": 0.9398,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 1.168,
"id": "worker_a",
"p95_latency_ms": 24264,
"pass_rate": 0.5533,
"provider_group": "provider_z",
"quality": 0.6777,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 13.986,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 21.563,
"max_latency_ms": 164997,
"minimum_quality": 0.903
} | research_synthesis | synthetic-research_synthesis-009173 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.79,
"estimated_latency_ms": 147340,
"estimated_pass_rate": 0.7031,
"estimated_quality": 0.9137,
"finalizer": "worker_b",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7031,
"quality": 0.9137,
"quality_target_met": true,
"utility": 71.776548
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.79,"estimated_latency_ms":147340,"estimated_pass_rate":0.7031,"estimated_quality":0.9137,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":21.563,"max_latency_ms":164997,"policy":"stri... | {
"ambiguity": 0.8582,
"category": "research",
"complexity": 0.7127,
"consequence": 0.2345,
"evidence_need": 0.6059,
"family": "research_synthesis",
"input_tokens": 6640,
"request_id": "synthetic-research_synthesis-009173",
"reversibility": 0.9632,
"risk": 0.4672,
"summary": "Compare evidence for ... | [
{
"credits_per_call": 2.783,
"id": "worker_a",
"p95_latency_ms": 69475,
"pass_rate": 0.8036,
"provider_group": "provider_y",
"quality": 0.9208,
"strengths": [
"reasoning",
"review",
"synthesis",
"writing"
]
},
{
"credits_per_call": 12.22,
"id": "wo... |
{
"max_calls": 2,
"max_credits": 18.119,
"max_latency_ms": 193131,
"minimum_quality": 0.8033
} | feature_implementation | synthetic-feature_implementation-014603 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.423,
"estimated_latency_ms": 114774,
"estimated_pass_rate": 0.8954,
"estimated_quality": 0.9351,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8954,
"quality": 0.9351,
"quality_target_met": true,
"utility": 70.512295
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":15.423,"estimated_latency_ms":114774,"estimated_pass_rate":0.8954,"estimated_quality":0.9351,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":18.119,"max_latency_ms":193131,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.4067,
"category": "coding",
"complexity": 0.6352,
"consequence": 0.6102,
"evidence_need": 0.378,
"family": "feature_implementation",
"input_tokens": 6360,
"request_id": "synthetic-feature_implementation-014603",
"reversibility": 0.4758,
"risk": 0.4013,
"summary": "Design an API fo... | [
{
"credits_per_call": 3.627,
"id": "worker_a",
"p95_latency_ms": 54771,
"pass_rate": 0.8242,
"provider_group": "provider_y",
"quality": 0.8104,
"strengths": [
"coding",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.788,
"id": "worke... |
{
"max_calls": 2,
"max_credits": 1.351,
"max_latency_ms": 38826,
"minimum_quality": 0.6473
} | research_synthesis | synthetic-research_synthesis-004069 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.196,
"estimated_latency_ms": 29282,
"estimated_pass_rate": 0.2684,
"estimated_quality": 0.5695,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.351,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.2684,
"quality": 0.5695,
"quality_target_met": false,
"utility": 28.623875
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.196,"estimated_latency_ms":29282,"estimated_pass_rate":0.2684,"estimated_quality":0.5695,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.351,"max_latency_ms":38826,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.4977,
"category": "research",
"complexity": 0.793,
"consequence": 0.2365,
"evidence_need": 0.96,
"family": "research_synthesis",
"input_tokens": 520,
"request_id": "synthetic-research_synthesis-004069",
"reversibility": 0.9928,
"risk": 0.2489,
"summary": "Produce a decision memo a... | [
{
"credits_per_call": 10.009,
"id": "worker_a",
"p95_latency_ms": 88673,
"pass_rate": 0.9843,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.289,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 2.114,
"max_latency_ms": 20436,
"minimum_quality": 0.5595
} | direct_facts | synthetic-direct_facts-002881 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.206,
"estimated_latency_ms": 19008,
"estimated_pass_rate": 0.4691,
"estimated_quality": 0.8468,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.114,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4691,
"quality": 0.8468,
"quality_target_met": true,
"utility": 55.111968
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.206,"estimated_latency_ms":19008,"estimated_pass_rate":0.4691,"estimated_quality":0.8468,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.114,"max_latency_ms":20436,"policy":"lean","reason_codes":["latency_constrai... | {
"ambiguity": 0.067,
"category": "general",
"complexity": 0.1599,
"consequence": 0.1356,
"evidence_need": 0.1439,
"family": "direct_facts",
"input_tokens": 6200,
"request_id": "synthetic-direct_facts-002881",
"reversibility": 0.9394,
"risk": 0.0407,
"summary": "Convert 12 units and state the resu... | [
{
"credits_per_call": 3.319,
"id": "worker_a",
"p95_latency_ms": 61120,
"pass_rate": 0.8263,
"provider_group": "provider_y",
"quality": 0.886,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 12.133,
"id": "worker_b",
"p95_l... |
{
"max_calls": 2,
"max_credits": 7.78,
"max_latency_ms": 86324,
"minimum_quality": 0.8413
} | incident_response | synthetic-incident_response-013967 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 5.153,
"estimated_latency_ms": 64563,
"estimated_pass_rate": 0.6415,
"estimated_quality": 0.7961,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 7.... | {
"candidate_count": 4,
"pass_rate": 0.6415,
"quality": 0.7961,
"quality_target_met": false,
"utility": 57.803195
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":5.153,"estimated_latency_ms":64563,"estimated_pass_rate":0.6415,"estimated_quality":0.7961,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":7.78,"max_latency_ms":86324,"policy":"balanced","reason_codes":["best_f... | {
"ambiguity": 0.6846,
"category": "operations",
"complexity": 0.728,
"consequence": 0.5734,
"evidence_need": 0.8881,
"family": "incident_response",
"input_tokens": 4880,
"request_id": "synthetic-incident_response-013967",
"reversibility": 0.4945,
"risk": 0.7791,
"summary": "Plan immediate contain... | [
{
"credits_per_call": 10.141,
"id": "worker_a",
"p95_latency_ms": 49444,
"pass_rate": 0.9301,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"drafting",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.97,
"... |
{
"max_calls": 1,
"max_credits": 0.891,
"max_latency_ms": 41125,
"minimum_quality": 0.5755
} | direct_facts | synthetic-direct_facts-007553 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.783,
"estimated_latency_ms": 27676,
"estimated_pass_rate": 0.4849,
"estimated_quality": 0.7871,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 0.891,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4849,
"quality": 0.7871,
"quality_target_met": true,
"utility": 50.773008
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.783,"estimated_latency_ms":27676,"estimated_pass_rate":0.4849,"estimated_quality":0.7871,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":0.891,"max_latency_ms":41125,"policy":"lean","reason_codes":["credit_constrain... | {
"ambiguity": 0.0567,
"category": "general",
"complexity": 0.0734,
"consequence": 0.115,
"evidence_need": 0.1773,
"family": "direct_facts",
"input_tokens": 120,
"request_id": "synthetic-direct_facts-007553",
"reversibility": 0.7729,
"risk": 0.1692,
"summary": "Convert 5 units and state the result... | [
{
"credits_per_call": 11.114,
"id": "worker_a",
"p95_latency_ms": 63629,
"pass_rate": 0.9604,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"drafting",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.309,
... |
{
"max_calls": 3,
"max_credits": 24.371,
"max_latency_ms": 214848,
"minimum_quality": 0.8326
} | research_synthesis | synthetic-research_synthesis-007877 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.325,
"estimated_latency_ms": 148881,
"estimated_pass_rate": 0.7166,
"estimated_quality": 0.9122,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7166,
"quality": 0.9122,
"quality_target_met": true,
"utility": 73.12114
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.325,"estimated_latency_ms":148881,"estimated_pass_rate":0.7166,"estimated_quality":0.9122,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":24.371,"max_latency_ms":214848,"policy":"str... | {
"ambiguity": 0.8588,
"category": "research",
"complexity": 0.6557,
"consequence": 0.5503,
"evidence_need": 0.9432,
"family": "research_synthesis",
"input_tokens": 7720,
"request_id": "synthetic-research_synthesis-007877",
"reversibility": 0.7346,
"risk": 0.2974,
"summary": "Compare evidence for ... | [
{
"credits_per_call": 1.019,
"id": "worker_a",
"p95_latency_ms": 17963,
"pass_rate": 0.5433,
"provider_group": "provider_x",
"quality": 0.6924,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.457,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 19.553,
"max_latency_ms": 190425,
"minimum_quality": 0.8388
} | incident_response | synthetic-incident_response-010447 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.309,
"estimated_latency_ms": 156250,
"estimated_pass_rate": 0.7578,
"estimated_quality": 0.8874,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7578,
"quality": 0.8874,
"quality_target_met": true,
"utility": 76.119347
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":14.309,"estimated_latency_ms":156250,"estimated_pass_rate":0.7578,"estimated_quality":0.8874,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":19.553,"max_latency_ms":190425,"policy":"str... | {
"ambiguity": 0.4431,
"category": "operations",
"complexity": 0.6564,
"consequence": 0.7538,
"evidence_need": 0.7778,
"family": "incident_response",
"input_tokens": 2320,
"request_id": "synthetic-incident_response-010447",
"reversibility": 0.1584,
"risk": 0.7981,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 3.197,
"id": "worker_a",
"p95_latency_ms": 53796,
"pass_rate": 0.7673,
"provider_group": "provider_y",
"quality": 0.827,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.215,
"id": "work... |
{
"max_calls": 3,
"max_credits": 23.026,
"max_latency_ms": 211676,
"minimum_quality": 0.8681
} | incident_response | synthetic-incident_response-018471 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.743,
"estimated_latency_ms": 149732,
"estimated_pass_rate": 0.7696,
"estimated_quality": 0.9283,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7696,
"quality": 0.9283,
"quality_target_met": true,
"utility": 77.280397
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.743,"estimated_latency_ms":149732,"estimated_pass_rate":0.7696,"estimated_quality":0.9283,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":23.026,"max_latency_ms":211676,"policy":"str... | {
"ambiguity": 0.5103,
"category": "operations",
"complexity": 0.6801,
"consequence": 0.8408,
"evidence_need": 0.7524,
"family": "incident_response",
"input_tokens": 680,
"request_id": "synthetic-incident_response-018471",
"reversibility": 0.4862,
"risk": 0.5832,
"summary": "Plan immediate contain... | [
{
"credits_per_call": 0.986,
"id": "worker_a",
"p95_latency_ms": 25661,
"pass_rate": 0.5643,
"provider_group": "provider_y",
"quality": 0.7704,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.394,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 15.007,
"max_latency_ms": 135058,
"minimum_quality": 0.8944
} | incident_response | synthetic-incident_response-010311 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 11.653,
"estimated_latency_ms": 111802,
"estimated_pass_rate": 0.7389,
"estimated_quality": 0.8813,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 7,
"pass_rate": 0.7389,
"quality": 0.8813,
"quality_target_met": false,
"utility": 65.078144
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":11.653,"estimated_latency_ms":111802,"estimated_pass_rate":0.7389,"estimated_quality":0.8813,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":15.007,"max_latency_ms":135058,"policy":"balanced","reason_codes":["b... | {
"ambiguity": 0.5236,
"category": "operations",
"complexity": 0.5412,
"consequence": 0.6102,
"evidence_need": 0.5945,
"family": "incident_response",
"input_tokens": 4960,
"request_id": "synthetic-incident_response-010311",
"reversibility": 0.4121,
"risk": 0.7774,
"summary": "Prioritize actions du... | [
{
"credits_per_call": 0.876,
"id": "worker_a",
"p95_latency_ms": 21868,
"pass_rate": 0.5195,
"provider_group": "provider_x",
"quality": 0.7561,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 2.919,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 6.873,
"max_latency_ms": 233429,
"minimum_quality": 0.8932
} | research_synthesis | synthetic-research_synthesis-016813 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 3.87,
"estimated_latency_ms": 73526,
"estimated_pass_rate": 0.5758,
"estimated_quality": 0.7585,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 6.8... | {
"candidate_count": 4,
"pass_rate": 0.5758,
"quality": 0.7585,
"quality_target_met": false,
"utility": 48.988025
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":3.87,"estimated_latency_ms":73526,"estimated_pass_rate":0.5758,"estimated_quality":0.7585,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":6.873,"max_latency_ms":233429,"policy":"balanced","reason_codes":["best_... | {
"ambiguity": 0.5104,
"category": "research",
"complexity": 0.7684,
"consequence": 0.2398,
"evidence_need": 0.9684,
"family": "research_synthesis",
"input_tokens": 2000,
"request_id": "synthetic-research_synthesis-016813",
"reversibility": 0.7046,
"risk": 0.435,
"summary": "Compare evidence for u... | [
{
"credits_per_call": 0.984,
"id": "worker_a",
"p95_latency_ms": 28467,
"pass_rate": 0.52,
"provider_group": "provider_y",
"quality": 0.6313,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 2.886,
"id": "worker_b",
"p95_latenc... |
{
"max_calls": 2,
"max_credits": 16.153,
"max_latency_ms": 218141,
"minimum_quality": 0.887
} | product_tradeoff | synthetic-product_tradeoff-012136 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.061,
"estimated_latency_ms": 156099,
"estimated_pass_rate": 0.9105,
"estimated_quality": 0.9274,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.9105,
"quality": 0.9274,
"quality_target_met": true,
"utility": 69.42109
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":15.061,"estimated_latency_ms":156099,"estimated_pass_rate":0.9105,"estimated_quality":0.9274,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":16.153,"max_latency_ms":218141,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.7186,
"category": "decision",
"complexity": 0.3373,
"consequence": 0.5349,
"evidence_need": 0.5354,
"family": "product_tradeoff",
"input_tokens": 4960,
"request_id": "synthetic-product_tradeoff-012136",
"reversibility": 0.7193,
"risk": 0.4388,
"summary": "Recommend whether to laun... | [
{
"credits_per_call": 0.889,
"id": "worker_a",
"p95_latency_ms": 24365,
"pass_rate": 0.5882,
"provider_group": "provider_z",
"quality": 0.7538,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 2.734,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 3.986,
"max_latency_ms": 43498,
"minimum_quality": 0.7505
} | incident_response | synthetic-incident_response-000031 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.204,
"estimated_latency_ms": 22464,
"estimated_pass_rate": 0.3341,
"estimated_quality": 0.5288,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.986,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3341,
"quality": 0.5288,
"quality_target_met": false,
"utility": 12.380831
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.204,"estimated_latency_ms":22464,"estimated_pass_rate":0.3341,"estimated_quality":0.5288,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.986,"max_latency_ms":43498,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.573,
"category": "operations",
"complexity": 0.8977,
"consequence": 0.7959,
"evidence_need": 0.6782,
"family": "incident_response",
"input_tokens": 5280,
"request_id": "synthetic-incident_response-000031",
"reversibility": 0.3846,
"risk": 0.7524,
"summary": "Prioritize actions dur... | [
{
"credits_per_call": 11.49,
"id": "worker_a",
"p95_latency_ms": 66868,
"pass_rate": 0.9678,
"provider_group": "provider_y",
"quality": 0.9478,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.204,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 2.887,
"max_latency_ms": 62099,
"minimum_quality": 0.7173
} | research_synthesis | synthetic-research_synthesis-006037 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.947,
"estimated_latency_ms": 32458,
"estimated_pass_rate": 0.2906,
"estimated_quality": 0.5876,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.887,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.2906,
"quality": 0.5876,
"quality_target_met": false,
"utility": 33.019378
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.947,"estimated_latency_ms":32458,"estimated_pass_rate":0.2906,"estimated_quality":0.5876,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.887,"max_latency_ms":62099,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.6995,
"category": "research",
"complexity": 0.5197,
"consequence": 0.3375,
"evidence_need": 0.8587,
"family": "research_synthesis",
"input_tokens": 2240,
"request_id": "synthetic-research_synthesis-006037",
"reversibility": 0.8974,
"risk": 0.4598,
"summary": "Compare evidence for ... | [
{
"credits_per_call": 0.947,
"id": "worker_a",
"p95_latency_ms": 32458,
"pass_rate": 0.4397,
"provider_group": "provider_x",
"quality": 0.6817,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 10.77,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 3.092,
"max_latency_ms": 29089,
"minimum_quality": 0.5961
} | debugging | synthetic-debugging-002188 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.848,
"estimated_latency_ms": 23598,
"estimated_pass_rate": 0.379,
"estimated_quality": 0.6932,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.092,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.379,
"quality": 0.6932,
"quality_target_met": true,
"utility": 46.125052
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.848,"estimated_latency_ms":23598,"estimated_pass_rate":0.379,"estimated_quality":0.6932,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.092,"max_latency_ms":29089,"policy":"lean","reason_codes":["independent_evide... | {
"ambiguity": 0.4606,
"category": "coding",
"complexity": 0.457,
"consequence": 0.6615,
"evidence_need": 0.683,
"family": "debugging",
"input_tokens": 1400,
"request_id": "synthetic-debugging-002188",
"reversibility": 0.5787,
"risk": 0.5725,
"summary": "Explain why model routing fails only under ... | [
{
"credits_per_call": 13.425,
"id": "worker_a",
"p95_latency_ms": 78323,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.936,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 2.884,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 25.296,
"max_latency_ms": 204969,
"minimum_quality": 0.8386
} | research_synthesis | synthetic-research_synthesis-006437 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 20.388,
"estimated_latency_ms": 152642,
"estimated_pass_rate": 0.7193,
"estimated_quality": 0.9263,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7193,
"quality": 0.9263,
"quality_target_met": true,
"utility": 73.973472
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":20.388,"estimated_latency_ms":152642,"estimated_pass_rate":0.7193,"estimated_quality":0.9263,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":25.296,"max_latency_ms":204969,"policy":"str... | {
"ambiguity": 0.4635,
"category": "research",
"complexity": 0.7164,
"consequence": 0.49,
"evidence_need": 0.9226,
"family": "research_synthesis",
"input_tokens": 120,
"request_id": "synthetic-research_synthesis-006437",
"reversibility": 0.8489,
"risk": 0.5368,
"summary": "Review competing approac... | [
{
"credits_per_call": 15.223,
"id": "worker_a",
"p95_latency_ms": 70228,
"pass_rate": 0.9927,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.955,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 22.423,
"max_latency_ms": 169533,
"minimum_quality": 0.7908
} | incident_response | synthetic-incident_response-015967 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 20.212,
"estimated_latency_ms": 139254,
"estimated_pass_rate": 0.7256,
"estimated_quality": 0.9343,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7256,
"quality": 0.9343,
"quality_target_met": true,
"utility": 79.47629
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":20.212,"estimated_latency_ms":139254,"estimated_pass_rate":0.7256,"estimated_quality":0.9343,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":22.423,"max_latency_ms":169533,"policy":"str... | {
"ambiguity": 0.6337,
"category": "operations",
"complexity": 0.807,
"consequence": 0.9349,
"evidence_need": 0.8974,
"family": "incident_response",
"input_tokens": 4920,
"request_id": "synthetic-incident_response-015967",
"reversibility": 0.163,
"risk": 0.5923,
"summary": "Prioritize actions duri... | [
{
"credits_per_call": 1.168,
"id": "worker_a",
"p95_latency_ms": 22135,
"pass_rate": 0.5024,
"provider_group": "provider_x",
"quality": 0.8048,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.799,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 1.404,
"max_latency_ms": 45672,
"minimum_quality": 0.6975
} | incident_response | synthetic-incident_response-006007 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.205,
"estimated_latency_ms": 32007,
"estimated_pass_rate": 0.3502,
"estimated_quality": 0.5984,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.404,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3502,
"quality": 0.5984,
"quality_target_met": false,
"utility": 11.684371
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.205,"estimated_latency_ms":32007,"estimated_pass_rate":0.3502,"estimated_quality":0.5984,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.404,"max_latency_ms":45672,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.6494,
"category": "operations",
"complexity": 0.6364,
"consequence": 0.9606,
"evidence_need": 0.6819,
"family": "incident_response",
"input_tokens": 3200,
"request_id": "synthetic-incident_response-006007",
"reversibility": 0.3898,
"risk": 0.8742,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 4.029,
"id": "worker_a",
"p95_latency_ms": 58235,
"pass_rate": 0.7839,
"provider_group": "provider_z",
"quality": 0.7971,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 14.619,
"id": "wo... |
{
"max_calls": 2,
"max_credits": 11.582,
"max_latency_ms": 235571,
"minimum_quality": 0.7616
} | product_tradeoff | synthetic-product_tradeoff-003336 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.023,
"estimated_latency_ms": 102073,
"estimated_pass_rate": 0.5069,
"estimated_quality": 0.7754,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 1... | {
"candidate_count": 4,
"pass_rate": 0.5069,
"quality": 0.7754,
"quality_target_met": true,
"utility": 54.699163
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.023,"estimated_latency_ms":102073,"estimated_pass_rate":0.5069,"estimated_quality":0.7754,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":11.582,"max_latency_ms":235571,"policy":"balanced","reason_codes":["co... | {
"ambiguity": 0.7791,
"category": "decision",
"complexity": 0.6457,
"consequence": 0.2969,
"evidence_need": 0.3566,
"family": "product_tradeoff",
"input_tokens": 7440,
"request_id": "synthetic-product_tradeoff-003336",
"reversibility": 0.7053,
"risk": 0.3346,
"summary": "Evaluate build-versus-buy... | [
{
"credits_per_call": 1.047,
"id": "worker_a",
"p95_latency_ms": 26469,
"pass_rate": 0.4738,
"provider_group": "provider_y",
"quality": 0.7957,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 13.517,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 18.229,
"max_latency_ms": 174571,
"minimum_quality": 0.8496
} | feature_implementation | synthetic-feature_implementation-018499 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.113,
"estimated_latency_ms": 135652,
"estimated_pass_rate": 0.7574,
"estimated_quality": 0.8997,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7574,
"quality": 0.8997,
"quality_target_met": true,
"utility": 70.02693
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.113,"estimated_latency_ms":135652,"estimated_pass_rate":0.7574,"estimated_quality":0.8997,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":18.229,"max_latency_ms":174571,"policy":"str... | {
"ambiguity": 0.3336,
"category": "coding",
"complexity": 0.8298,
"consequence": 0.4027,
"evidence_need": 0.409,
"family": "feature_implementation",
"input_tokens": 3760,
"request_id": "synthetic-feature_implementation-018499",
"reversibility": 0.7769,
"risk": 0.5578,
"summary": "Implement rate l... | [
{
"credits_per_call": 1.171,
"id": "worker_a",
"p95_latency_ms": 20316,
"pass_rate": 0.6156,
"provider_group": "provider_y",
"quality": 0.7228,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 10.758,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 2,
"max_credits": 3.761,
"max_latency_ms": 31269,
"minimum_quality": 0.5422
} | feature_implementation | synthetic-feature_implementation-005667 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.163,
"estimated_latency_ms": 21197,
"estimated_pass_rate": 0.4392,
"estimated_quality": 0.7093,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.761,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4392,
"quality": 0.7093,
"quality_target_met": true,
"utility": 48.863103
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.163,"estimated_latency_ms":21197,"estimated_pass_rate":0.4392,"estimated_quality":0.7093,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.761,"max_latency_ms":31269,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.2666,
"category": "coding",
"complexity": 0.6638,
"consequence": 0.3818,
"evidence_need": 0.6382,
"family": "feature_implementation",
"input_tokens": 3960,
"request_id": "synthetic-feature_implementation-005667",
"reversibility": 0.6406,
"risk": 0.4906,
"summary": "Design an API f... | [
{
"credits_per_call": 2.916,
"id": "worker_a",
"p95_latency_ms": 78197,
"pass_rate": 0.7407,
"provider_group": "provider_y",
"quality": 0.9138,
"strengths": [
"coding",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 15.158,
"id": "work... |
{
"max_calls": 3,
"max_credits": 25.774,
"max_latency_ms": 189042,
"minimum_quality": 0.8044
} | feature_implementation | synthetic-feature_implementation-000883 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.162,
"estimated_latency_ms": 178440,
"estimated_pass_rate": 0.7687,
"estimated_quality": 0.8901,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7687,
"quality": 0.8901,
"quality_target_met": true,
"utility": 69.626366
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.162,"estimated_latency_ms":178440,"estimated_pass_rate":0.7687,"estimated_quality":0.8901,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":25.774,"max_latency_ms":189042,"policy":"str... | {
"ambiguity": 0.4207,
"category": "coding",
"complexity": 0.8322,
"consequence": 0.6388,
"evidence_need": 0.3741,
"family": "feature_implementation",
"input_tokens": 6520,
"request_id": "synthetic-feature_implementation-000883",
"reversibility": 0.558,
"risk": 0.4247,
"summary": "Patch a producti... | [
{
"credits_per_call": 14.36,
"id": "worker_a",
"p95_latency_ms": 78846,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.9617,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.946,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 2.15,
"max_latency_ms": 37549,
"minimum_quality": 0.5794
} | product_tradeoff | synthetic-product_tradeoff-004960 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.947,
"estimated_latency_ms": 28357,
"estimated_pass_rate": 0.3603,
"estimated_quality": 0.6502,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.15,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.3603,
"quality": 0.6502,
"quality_target_met": true,
"utility": 42.117645
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.947,"estimated_latency_ms":28357,"estimated_pass_rate":0.3603,"estimated_quality":0.6502,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.15,"max_latency_ms":37549,"policy":"lean","reason_codes":["independent_evide... | {
"ambiguity": 0.526,
"category": "decision",
"complexity": 0.612,
"consequence": 0.2627,
"evidence_need": 0.6657,
"family": "product_tradeoff",
"input_tokens": 5800,
"request_id": "synthetic-product_tradeoff-004960",
"reversibility": 0.8358,
"risk": 0.2408,
"summary": "Choose an implementation st... | [
{
"credits_per_call": 2.975,
"id": "worker_a",
"p95_latency_ms": 54938,
"pass_rate": 0.7284,
"provider_group": "provider_z",
"quality": 0.8614,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 15.084,
"id": "wo... |
{
"max_calls": 1,
"max_credits": 3.594,
"max_latency_ms": 30706,
"minimum_quality": 0.5372
} | feature_implementation | synthetic-feature_implementation-008235 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.154,
"estimated_latency_ms": 28681,
"estimated_pass_rate": 0.4016,
"estimated_quality": 0.6924,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.594,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4016,
"quality": 0.6924,
"quality_target_met": true,
"utility": 45.714731
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":28681,"estimated_pass_rate":0.4016,"estimated_quality":0.6924,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.594,"max_latency_ms":30706,"policy":"lean","reason_codes":["complex_task","l... | {
"ambiguity": 0.2662,
"category": "coding",
"complexity": 0.8095,
"consequence": 0.3813,
"evidence_need": 0.3442,
"family": "feature_implementation",
"input_tokens": 3520,
"request_id": "synthetic-feature_implementation-008235",
"reversibility": 0.5137,
"risk": 0.3429,
"summary": "Patch a product... | [
{
"credits_per_call": 3.663,
"id": "worker_a",
"p95_latency_ms": 60316,
"pass_rate": 0.7485,
"provider_group": "provider_z",
"quality": 0.9139,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.154,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 21.857,
"max_latency_ms": 238854,
"minimum_quality": 0.7995
} | research_synthesis | synthetic-research_synthesis-018997 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.782,
"estimated_latency_ms": 182052,
"estimated_pass_rate": 0.7368,
"estimated_quality": 0.9167,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7368,
"quality": 0.9167,
"quality_target_met": true,
"utility": 75.201972
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.782,"estimated_latency_ms":182052,"estimated_pass_rate":0.7368,"estimated_quality":0.9167,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":21.857,"max_latency_ms":238854,"policy":"str... | {
"ambiguity": 0.7596,
"category": "research",
"complexity": 0.883,
"consequence": 0.4212,
"evidence_need": 0.7905,
"family": "research_synthesis",
"input_tokens": 200,
"request_id": "synthetic-research_synthesis-018997",
"reversibility": 0.9689,
"risk": 0.336,
"summary": "Compare evidence for acc... | [
{
"credits_per_call": 2.966,
"id": "worker_a",
"p95_latency_ms": 81717,
"pass_rate": 0.8706,
"provider_group": "provider_z",
"quality": 0.8404,
"strengths": [
"reasoning",
"review",
"synthesis",
"writing"
]
},
{
"credits_per_call": 0.863,
"id": "wo... |
{
"max_calls": 1,
"max_credits": 2.686,
"max_latency_ms": 32306,
"minimum_quality": 0.4971
} | product_tradeoff | synthetic-product_tradeoff-005248 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.056,
"estimated_latency_ms": 20718,
"estimated_pass_rate": 0.4795,
"estimated_quality": 0.7362,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.686,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4795,
"quality": 0.7362,
"quality_target_met": true,
"utility": 51.03498
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.056,"estimated_latency_ms":20718,"estimated_pass_rate":0.4795,"estimated_quality":0.7362,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.686,"max_latency_ms":32306,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.6306,
"category": "decision",
"complexity": 0.3329,
"consequence": 0.3378,
"evidence_need": 0.52,
"family": "product_tradeoff",
"input_tokens": 4440,
"request_id": "synthetic-product_tradeoff-005248",
"reversibility": 0.6612,
"risk": 0.415,
"summary": "Choose an implementation str... | [
{
"credits_per_call": 1.056,
"id": "worker_a",
"p95_latency_ms": 20718,
"pass_rate": 0.5985,
"provider_group": "provider_z",
"quality": 0.7886,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 10.666,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 21.218,
"max_latency_ms": 237334,
"minimum_quality": 0.8616
} | research_synthesis | synthetic-research_synthesis-013805 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.692,
"estimated_latency_ms": 182658,
"estimated_pass_rate": 0.6884,
"estimated_quality": 0.8982,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.6884,
"quality": 0.8982,
"quality_target_met": true,
"utility": 70.928746
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.692,"estimated_latency_ms":182658,"estimated_pass_rate":0.6884,"estimated_quality":0.8982,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":21.218,"max_latency_ms":237334,"policy":"str... | {
"ambiguity": 0.8081,
"category": "research",
"complexity": 0.8823,
"consequence": 0.3245,
"evidence_need": 0.7351,
"family": "research_synthesis",
"input_tokens": 1960,
"request_id": "synthetic-research_synthesis-013805",
"reversibility": 0.9367,
"risk": 0.2387,
"summary": "Compare evidence for ... | [
{
"credits_per_call": 2.74,
"id": "worker_a",
"p95_latency_ms": 73442,
"pass_rate": 0.7921,
"provider_group": "provider_z",
"quality": 0.8404,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 14.047,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 25.265,
"max_latency_ms": 174012,
"minimum_quality": 0.8811
} | debugging | synthetic-debugging-013188 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.405,
"estimated_latency_ms": 163302,
"estimated_pass_rate": 0.712,
"estimated_quality": 0.9007,
"finalizer": "worker_a",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.712,
"quality": 0.9007,
"quality_target_met": true,
"utility": 71.923794
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.405,"estimated_latency_ms":163302,"estimated_pass_rate":0.712,"estimated_quality":0.9007,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":25.265,"max_latency_ms":174012,"policy":"stri... | {
"ambiguity": 0.7789,
"category": "coding",
"complexity": 0.7552,
"consequence": 0.6664,
"evidence_need": 0.4812,
"family": "debugging",
"input_tokens": 3240,
"request_id": "synthetic-debugging-013188",
"reversibility": 0.7129,
"risk": 0.4499,
"summary": "Diagnose an intermittent failure in tenan... | [
{
"credits_per_call": 14.229,
"id": "worker_a",
"p95_latency_ms": 82144,
"pass_rate": 0.9097,
"provider_group": "provider_z",
"quality": 0.994,
"strengths": [
"coding",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.813,
"i... |
{
"max_calls": 2,
"max_credits": 13.686,
"max_latency_ms": 93769,
"minimum_quality": 0.8849
} | product_tradeoff | synthetic-product_tradeoff-015808 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 5.395,
"estimated_latency_ms": 87866,
"estimated_pass_rate": 0.5468,
"estimated_quality": 0.8198,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 13... | {
"candidate_count": 4,
"pass_rate": 0.5468,
"quality": 0.8198,
"quality_target_met": false,
"utility": 54.187929
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":5.395,"estimated_latency_ms":87866,"estimated_pass_rate":0.5468,"estimated_quality":0.8198,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":13.686,"max_latency_ms":93769,"policy":"balanced","reason_codes":["best... | {
"ambiguity": 0.3524,
"category": "decision",
"complexity": 0.5721,
"consequence": 0.6063,
"evidence_need": 0.3517,
"family": "product_tradeoff",
"input_tokens": 5400,
"request_id": "synthetic-product_tradeoff-015808",
"reversibility": 0.814,
"risk": 0.387,
"summary": "Choose an implementation st... | [
{
"credits_per_call": 1.174,
"id": "worker_a",
"p95_latency_ms": 21255,
"pass_rate": 0.4545,
"provider_group": "provider_y",
"quality": 0.8042,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 14.763,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 6.348,
"max_latency_ms": 103336,
"minimum_quality": 0.6975
} | feature_implementation | synthetic-feature_implementation-004491 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.683,
"estimated_latency_ms": 89660,
"estimated_pass_rate": 0.6044,
"estimated_quality": 0.837,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 6.3... | {
"candidate_count": 4,
"pass_rate": 0.6044,
"quality": 0.837,
"quality_target_met": true,
"utility": 56.599996
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.683,"estimated_latency_ms":89660,"estimated_pass_rate":0.6044,"estimated_quality":0.837,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":6.348,"max_latency_ms":103336,"policy":"balanced","reason_codes":["indep... | {
"ambiguity": 0.2345,
"category": "coding",
"complexity": 0.6444,
"consequence": 0.2633,
"evidence_need": 0.5243,
"family": "feature_implementation",
"input_tokens": 7440,
"request_id": "synthetic-feature_implementation-004491",
"reversibility": 0.5827,
"risk": 0.553,
"summary": "Patch a producti... | [
{
"credits_per_call": 3.879,
"id": "worker_a",
"p95_latency_ms": 60630,
"pass_rate": 0.8568,
"provider_group": "provider_y",
"quality": 0.8216,
"strengths": [
"coding",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 15.442,
"id": "work... |
{
"max_calls": 2,
"max_credits": 1.401,
"max_latency_ms": 34858,
"minimum_quality": 0.6933
} | debugging | synthetic-debugging-004716 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.928,
"estimated_latency_ms": 31249,
"estimated_pass_rate": 0.4447,
"estimated_quality": 0.5428,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.401,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4447,
"quality": 0.5428,
"quality_target_met": false,
"utility": 28.889916
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.928,"estimated_latency_ms":31249,"estimated_pass_rate":0.4447,"estimated_quality":0.5428,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.401,"max_latency_ms":34858,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.649,
"category": "coding",
"complexity": 0.8079,
"consequence": 0.2553,
"evidence_need": 0.4722,
"family": "debugging",
"input_tokens": 6440,
"request_id": "synthetic-debugging-004716",
"reversibility": 0.6922,
"risk": 0.4223,
"summary": "Explain why provider failover fails only u... | [
{
"credits_per_call": 10.631,
"id": "worker_a",
"p95_latency_ms": 55504,
"pass_rate": 0.9143,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 2.755,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 25.296,
"max_latency_ms": 203615,
"minimum_quality": 0.8307
} | incident_response | synthetic-incident_response-002455 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 20.09,
"estimated_latency_ms": 165420,
"estimated_pass_rate": 0.7625,
"estimated_quality": 0.8777,
"finalizer": "worker_a",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7625,
"quality": 0.8777,
"quality_target_met": true,
"utility": 77.561277
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":20.09,"estimated_latency_ms":165420,"estimated_pass_rate":0.7625,"estimated_quality":0.8777,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":25.296,"max_latency_ms":203615,"policy":"stri... | {
"ambiguity": 0.732,
"category": "operations",
"complexity": 0.9211,
"consequence": 0.9079,
"evidence_need": 0.6632,
"family": "incident_response",
"input_tokens": 1240,
"request_id": "synthetic-incident_response-002455",
"reversibility": 0.3759,
"risk": 0.5769,
"summary": "Review an outage invol... | [
{
"credits_per_call": 15.217,
"id": "worker_a",
"p95_latency_ms": 72950,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.9137,
"strengths": [
"drafting",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.799,
... |
{
"max_calls": 2,
"max_credits": 9.077,
"max_latency_ms": 209121,
"minimum_quality": 0.8304
} | product_tradeoff | synthetic-product_tradeoff-006904 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.212,
"estimated_latency_ms": 97059,
"estimated_pass_rate": 0.6565,
"estimated_quality": 0.8085,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 9.... | {
"candidate_count": 4,
"pass_rate": 0.6565,
"quality": 0.8085,
"quality_target_met": false,
"utility": 57.172801
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.212,"estimated_latency_ms":97059,"estimated_pass_rate":0.6565,"estimated_quality":0.8085,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":9.077,"max_latency_ms":209121,"policy":"balanced","reason_codes":["best... | {
"ambiguity": 0.7714,
"category": "decision",
"complexity": 0.561,
"consequence": 0.5635,
"evidence_need": 0.5774,
"family": "product_tradeoff",
"input_tokens": 7640,
"request_id": "synthetic-product_tradeoff-006904",
"reversibility": 0.5892,
"risk": 0.4476,
"summary": "Evaluate build-versus-buy ... | [
{
"credits_per_call": 0.97,
"id": "worker_a",
"p95_latency_ms": 26628,
"pass_rate": 0.5771,
"provider_group": "provider_z",
"quality": 0.7207,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.242,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 1,
"max_credits": 3.833,
"max_latency_ms": 29404,
"minimum_quality": 0.6792
} | research_synthesis | synthetic-research_synthesis-007237 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.917,
"estimated_latency_ms": 25978,
"estimated_pass_rate": 0.2295,
"estimated_quality": 0.5581,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.833,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.2295,
"quality": 0.5581,
"quality_target_met": false,
"utility": 29.144149
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.917,"estimated_latency_ms":25978,"estimated_pass_rate":0.2295,"estimated_quality":0.5581,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.833,"max_latency_ms":29404,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.4867,
"category": "research",
"complexity": 0.7967,
"consequence": 0.3525,
"evidence_need": 0.7465,
"family": "research_synthesis",
"input_tokens": 4240,
"request_id": "synthetic-research_synthesis-007237",
"reversibility": 0.7929,
"risk": 0.5463,
"summary": "Produce a decision me... | [
{
"credits_per_call": 14.93,
"id": "worker_a",
"p95_latency_ms": 86582,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.496,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 1.33,
"max_latency_ms": 52391,
"minimum_quality": 0.6927
} | product_tradeoff | synthetic-product_tradeoff-001144 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.812,
"estimated_latency_ms": 30564,
"estimated_pass_rate": 0.3597,
"estimated_quality": 0.6196,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.33,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.3597,
"quality": 0.6196,
"quality_target_met": false,
"utility": 36.719194
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.812,"estimated_latency_ms":30564,"estimated_pass_rate":0.3597,"estimated_quality":0.6196,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.33,"max_latency_ms":52391,"policy":"lean","reason_codes":["best_feasible_bel... | {
"ambiguity": 0.4899,
"category": "decision",
"complexity": 0.5936,
"consequence": 0.3687,
"evidence_need": 0.651,
"family": "product_tradeoff",
"input_tokens": 5760,
"request_id": "synthetic-product_tradeoff-001144",
"reversibility": 0.6467,
"risk": 0.346,
"summary": "Recommend whether to launch... | [
{
"credits_per_call": 0.812,
"id": "worker_a",
"p95_latency_ms": 30564,
"pass_rate": 0.4921,
"provider_group": "provider_x",
"quality": 0.7048,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 12.119,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 23.618,
"max_latency_ms": 150995,
"minimum_quality": 0.886
} | product_tradeoff | synthetic-product_tradeoff-011560 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.023,
"estimated_latency_ms": 133848,
"estimated_pass_rate": 0.8528,
"estimated_quality": 0.9487,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8528,
"quality": 0.9487,
"quality_target_met": true,
"utility": 68.574071
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":19.023,"estimated_latency_ms":133848,"estimated_pass_rate":0.8528,"estimated_quality":0.9487,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":23.618,"max_latency_ms":150995,"policy":"balanced","reason_codes":["i... | {
"ambiguity": 0.3932,
"category": "decision",
"complexity": 0.5918,
"consequence": 0.4932,
"evidence_need": 0.3887,
"family": "product_tradeoff",
"input_tokens": 6960,
"request_id": "synthetic-product_tradeoff-011560",
"reversibility": 0.6054,
"risk": 0.2954,
"summary": "Recommend whether to laun... | [
{
"credits_per_call": 3.876,
"id": "worker_a",
"p95_latency_ms": 53945,
"pass_rate": 0.8262,
"provider_group": "provider_x",
"quality": 0.886,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.081,
"id": "worker_b",
"p95_la... |
{
"max_calls": 1,
"max_credits": 2.786,
"max_latency_ms": 28060,
"minimum_quality": 0.6524
} | data_analysis | synthetic-data_analysis-001174 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.056,
"estimated_latency_ms": 19334,
"estimated_pass_rate": 0.3007,
"estimated_quality": 0.6324,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.786,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3007,
"quality": 0.6324,
"quality_target_met": false,
"utility": 39.531028
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.056,"estimated_latency_ms":19334,"estimated_pass_rate":0.3007,"estimated_quality":0.6324,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.786,"max_latency_ms":28060,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.3244,
"category": "analysis",
"complexity": 0.5577,
"consequence": 0.6365,
"evidence_need": 0.3799,
"family": "data_analysis",
"input_tokens": 4200,
"request_id": "synthetic-data_analysis-001174",
"reversibility": 0.9395,
"risk": 0.3093,
"summary": "Analyze a dataset about schema ... | [
{
"credits_per_call": 1.056,
"id": "worker_a",
"p95_latency_ms": 19334,
"pass_rate": 0.4135,
"provider_group": "provider_y",
"quality": 0.6973,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 13.608,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 17.947,
"max_latency_ms": 153957,
"minimum_quality": 0.9153
} | incident_response | synthetic-incident_response-005903 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.026,
"estimated_latency_ms": 136231,
"estimated_pass_rate": 0.7445,
"estimated_quality": 0.9347,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7445,
"quality": 0.9347,
"quality_target_met": true,
"utility": 76.194069
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.026,"estimated_latency_ms":136231,"estimated_pass_rate":0.7445,"estimated_quality":0.9347,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":17.947,"max_latency_ms":153957,"policy":"str... | {
"ambiguity": 0.5879,
"category": "operations",
"complexity": 0.6523,
"consequence": 0.5564,
"evidence_need": 0.8097,
"family": "incident_response",
"input_tokens": 4880,
"request_id": "synthetic-incident_response-005903",
"reversibility": 0.3742,
"risk": 0.7089,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 3.886,
"id": "worker_a",
"p95_latency_ms": 49178,
"pass_rate": 0.8655,
"provider_group": "provider_z",
"quality": 0.8664,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 10.021,
"id": "wo... |
{
"max_calls": 3,
"max_credits": 22.26,
"max_latency_ms": 187738,
"minimum_quality": 0.8196
} | product_tradeoff | synthetic-product_tradeoff-012536 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.152,
"estimated_latency_ms": 114198,
"estimated_pass_rate": 0.9164,
"estimated_quality": 0.9234,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 15,
"pass_rate": 0.9164,
"quality": 0.9234,
"quality_target_met": true,
"utility": 69.626611
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":17.152,"estimated_latency_ms":114198,"estimated_pass_rate":0.9164,"estimated_quality":0.9234,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":22.26,"max_latency_ms":187738,"policy":"balanced","reason_codes":["in... | {
"ambiguity": 0.3736,
"category": "decision",
"complexity": 0.5915,
"consequence": 0.4364,
"evidence_need": 0.6385,
"family": "product_tradeoff",
"input_tokens": 5280,
"request_id": "synthetic-product_tradeoff-012536",
"reversibility": 0.8194,
"risk": 0.212,
"summary": "Evaluate build-versus-buy ... | [
{
"credits_per_call": 13.129,
"id": "worker_a",
"p95_latency_ms": 63136,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.9407,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 4.023,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 16.074,
"max_latency_ms": 280366,
"minimum_quality": 0.8307
} | data_analysis | synthetic-data_analysis-009454 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.377,
"estimated_latency_ms": 151339,
"estimated_pass_rate": 0.918,
"estimated_quality": 0.9472,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 1... | {
"candidate_count": 9,
"pass_rate": 0.918,
"quality": 0.9472,
"quality_target_met": true,
"utility": 70.610915
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":15.377,"estimated_latency_ms":151339,"estimated_pass_rate":0.918,"estimated_quality":0.9472,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":16.074,"max_latency_ms":280366,"policy":"balanced","reason_codes":["co... | {
"ambiguity": 0.3717,
"category": "analysis",
"complexity": 0.7488,
"consequence": 0.3124,
"evidence_need": 0.5318,
"family": "data_analysis",
"input_tokens": 760,
"request_id": "synthetic-data_analysis-009454",
"reversibility": 0.842,
"risk": 0.4718,
"summary": "Analyze a dataset about data rete... | [
{
"credits_per_call": 1.105,
"id": "worker_a",
"p95_latency_ms": 32633,
"pass_rate": 0.4306,
"provider_group": "provider_y",
"quality": 0.6512,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 12.595,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 6.517,
"max_latency_ms": 223973,
"minimum_quality": 0.6937
} | debugging | synthetic-debugging-017708 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 3.918,
"estimated_latency_ms": 97506,
"estimated_pass_rate": 0.6634,
"estimated_quality": 0.785,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 6.5... | {
"candidate_count": 4,
"pass_rate": 0.6634,
"quality": 0.785,
"quality_target_met": true,
"utility": 54.896537
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":3.918,"estimated_latency_ms":97506,"estimated_pass_rate":0.6634,"estimated_quality":0.785,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":6.517,"max_latency_ms":223973,"policy":"balanced","reason_codes":["compl... | {
"ambiguity": 0.7973,
"category": "coding",
"complexity": 0.5761,
"consequence": 0.4931,
"evidence_need": 0.3571,
"family": "debugging",
"input_tokens": 3520,
"request_id": "synthetic-debugging-017708",
"reversibility": 0.6853,
"risk": 0.3788,
"summary": "Explain why data retention fails only und... | [
{
"credits_per_call": 3.037,
"id": "worker_a",
"p95_latency_ms": 79157,
"pass_rate": 0.7453,
"provider_group": "provider_x",
"quality": 0.8501,
"strengths": [
"coding",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 11.205,
"id": "work... |
{
"max_calls": 3,
"max_credits": 18.174,
"max_latency_ms": 216616,
"minimum_quality": 0.9384
} | research_synthesis | synthetic-research_synthesis-012469 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.004,
"estimated_latency_ms": 158216,
"estimated_pass_rate": 0.7002,
"estimated_quality": 0.9122,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7002,
"quality": 0.9122,
"quality_target_met": false,
"utility": 71.256756
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.004,"estimated_latency_ms":158216,"estimated_pass_rate":0.7002,"estimated_quality":0.9122,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":18.174,"max_latency_ms":216616,"policy":"str... | {
"ambiguity": 0.7699,
"category": "research",
"complexity": 0.7656,
"consequence": 0.3831,
"evidence_need": 0.8331,
"family": "research_synthesis",
"input_tokens": 6240,
"request_id": "synthetic-research_synthesis-012469",
"reversibility": 0.7953,
"risk": 0.384,
"summary": "Compare evidence for p... | [
{
"credits_per_call": 3.446,
"id": "worker_a",
"p95_latency_ms": 72167,
"pass_rate": 0.7694,
"provider_group": "provider_x",
"quality": 0.8561,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.866,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 14.776,
"max_latency_ms": 140247,
"minimum_quality": 0.8064
} | feature_implementation | synthetic-feature_implementation-014563 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 13.511,
"estimated_latency_ms": 134477,
"estimated_pass_rate": 0.8955,
"estimated_quality": 0.9298,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8955,
"quality": 0.9298,
"quality_target_met": true,
"utility": 68.092019
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":13.511,"estimated_latency_ms":134477,"estimated_pass_rate":0.8955,"estimated_quality":0.9298,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":14.776,"max_latency_ms":140247,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.4487,
"category": "coding",
"complexity": 0.6877,
"consequence": 0.4087,
"evidence_need": 0.5993,
"family": "feature_implementation",
"input_tokens": 4920,
"request_id": "synthetic-feature_implementation-014563",
"reversibility": 0.7068,
"risk": 0.5133,
"summary": "Implement backg... | [
{
"credits_per_call": 10.103,
"id": "worker_a",
"p95_latency_ms": 58488,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.933,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 12.376,
"max_latency_ms": 197983,
"minimum_quality": 0.8514
} | incident_response | synthetic-incident_response-001487 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.848,
"estimated_latency_ms": 73118,
"estimated_pass_rate": 0.6212,
"estimated_quality": 0.7844,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 12... | {
"candidate_count": 5,
"pass_rate": 0.6212,
"quality": 0.7844,
"quality_target_met": false,
"utility": 59.59897
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.848,"estimated_latency_ms":73118,"estimated_pass_rate":0.6212,"estimated_quality":0.7844,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":12.376,"max_latency_ms":197983,"policy":"balanced","reason_codes":["bes... | {
"ambiguity": 0.4228,
"category": "operations",
"complexity": 0.9449,
"consequence": 0.6603,
"evidence_need": 0.6953,
"family": "incident_response",
"input_tokens": 3680,
"request_id": "synthetic-incident_response-001487",
"reversibility": 0.4975,
"risk": 0.7893,
"summary": "Prioritize actions du... | [
{
"credits_per_call": 1.189,
"id": "worker_a",
"p95_latency_ms": 23989,
"pass_rate": 0.5662,
"provider_group": "provider_z",
"quality": 0.7688,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 11.77,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 3.724,
"max_latency_ms": 40156,
"minimum_quality": 0.6039
} | data_analysis | synthetic-data_analysis-003550 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.975,
"estimated_latency_ms": 25401,
"estimated_pass_rate": 0.3214,
"estimated_quality": 0.5479,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.724,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3214,
"quality": 0.5479,
"quality_target_met": false,
"utility": 34.330782
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.975,"estimated_latency_ms":25401,"estimated_pass_rate":0.3214,"estimated_quality":0.5479,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.724,"max_latency_ms":40156,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.6902,
"category": "analysis",
"complexity": 0.5027,
"consequence": 0.5341,
"evidence_need": 0.7736,
"family": "data_analysis",
"input_tokens": 680,
"request_id": "synthetic-data_analysis-003550",
"reversibility": 0.7063,
"risk": 0.1668,
"summary": "Interpret a noisy metric shift i... | [
{
"credits_per_call": 3.373,
"id": "worker_a",
"p95_latency_ms": 49377,
"pass_rate": 0.926,
"provider_group": "provider_y",
"quality": 0.9267,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 10.174,
"id": "worker_b",
"p95_l... |
{
"max_calls": 2,
"max_credits": 7.887,
"max_latency_ms": 283011,
"minimum_quality": 0.7085
} | research_synthesis | synthetic-research_synthesis-010653 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 5.009,
"estimated_latency_ms": 104395,
"estimated_pass_rate": 0.543,
"estimated_quality": 0.7823,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 7.... | {
"candidate_count": 4,
"pass_rate": 0.543,
"quality": 0.7823,
"quality_target_met": true,
"utility": 54.879442
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":5.009,"estimated_latency_ms":104395,"estimated_pass_rate":0.543,"estimated_quality":0.7823,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":7.887,"max_latency_ms":283011,"policy":"balanced","reason_codes":["comp... | {
"ambiguity": 0.6832,
"category": "research",
"complexity": 0.7201,
"consequence": 0.3086,
"evidence_need": 0.7693,
"family": "research_synthesis",
"input_tokens": 1200,
"request_id": "synthetic-research_synthesis-010653",
"reversibility": 0.8261,
"risk": 0.45,
"summary": "Review competing approa... | [
{
"credits_per_call": 4.078,
"id": "worker_a",
"p95_latency_ms": 79815,
"pass_rate": 0.8368,
"provider_group": "provider_x",
"quality": 0.7976,
"strengths": [
"reasoning",
"review",
"synthesis",
"writing"
]
},
{
"credits_per_call": 14.003,
"id": "w... |
{
"max_calls": 1,
"max_credits": 3.314,
"max_latency_ms": 34143,
"minimum_quality": 0.511
} | product_tradeoff | synthetic-product_tradeoff-004416 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.163,
"estimated_latency_ms": 22223,
"estimated_pass_rate": 0.3518,
"estimated_quality": 0.7017,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.314,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3518,
"quality": 0.7017,
"quality_target_met": true,
"utility": 46.211291
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.163,"estimated_latency_ms":22223,"estimated_pass_rate":0.3518,"estimated_quality":0.7017,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.314,"max_latency_ms":34143,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.6926,
"category": "decision",
"complexity": 0.3028,
"consequence": 0.3002,
"evidence_need": 0.2687,
"family": "product_tradeoff",
"input_tokens": 4280,
"request_id": "synthetic-product_tradeoff-004416",
"reversibility": 0.864,
"risk": 0.4217,
"summary": "Choose an implementation s... | [
{
"credits_per_call": 1.163,
"id": "worker_a",
"p95_latency_ms": 22223,
"pass_rate": 0.4727,
"provider_group": "provider_y",
"quality": 0.7534,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.532,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 22.343,
"max_latency_ms": 221439,
"minimum_quality": 0.8291
} | research_synthesis | synthetic-research_synthesis-004869 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.302,
"estimated_latency_ms": 200100,
"estimated_pass_rate": 0.7183,
"estimated_quality": 0.908,
"finalizer": "worker_c",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7183,
"quality": 0.908,
"quality_target_met": true,
"utility": 70.317011
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.302,"estimated_latency_ms":200100,"estimated_pass_rate":0.7183,"estimated_quality":0.908,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":22.343,"max_latency_ms":221439,"policy":"stri... | {
"ambiguity": 0.8287,
"category": "research",
"complexity": 0.7463,
"consequence": 0.3413,
"evidence_need": 0.7476,
"family": "research_synthesis",
"input_tokens": 4840,
"request_id": "synthetic-research_synthesis-004869",
"reversibility": 0.9689,
"risk": 0.2027,
"summary": "Produce a decision me... | [
{
"credits_per_call": 3.857,
"id": "worker_a",
"p95_latency_ms": 81329,
"pass_rate": 0.8184,
"provider_group": "provider_x",
"quality": 0.8219,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.87,
"id": "worker_b",
"p95_la... |
{
"max_calls": 2,
"max_credits": 13.116,
"max_latency_ms": 106618,
"minimum_quality": 0.8531
} | feature_implementation | synthetic-feature_implementation-003523 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.983,
"estimated_latency_ms": 70161,
"estimated_pass_rate": 0.6936,
"estimated_quality": 0.8401,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 13... | {
"candidate_count": 4,
"pass_rate": 0.6936,
"quality": 0.8401,
"quality_target_met": false,
"utility": 59.074385
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.983,"estimated_latency_ms":70161,"estimated_pass_rate":0.6936,"estimated_quality":0.8401,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":13.116,"max_latency_ms":106618,"policy":"balanced","reason_codes":["bes... | {
"ambiguity": 0.3131,
"category": "coding",
"complexity": 0.493,
"consequence": 0.5693,
"evidence_need": 0.4085,
"family": "feature_implementation",
"input_tokens": 4960,
"request_id": "synthetic-feature_implementation-003523",
"reversibility": 0.7059,
"risk": 0.324,
"summary": "Design an API for... | [
{
"credits_per_call": 15.011,
"id": "worker_a",
"p95_latency_ms": 68129,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"coding",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.161,
"id... |
{
"max_calls": 3,
"max_credits": 23.679,
"max_latency_ms": 117996,
"minimum_quality": 0.7602
} | debugging | synthetic-debugging-000172 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.14,
"estimated_latency_ms": 113184,
"estimated_pass_rate": 0.8692,
"estimated_quality": 0.9017,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 2... | {
"candidate_count": 9,
"pass_rate": 0.8692,
"quality": 0.9017,
"quality_target_met": true,
"utility": 65.935671
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":18.14,"estimated_latency_ms":113184,"estimated_pass_rate":0.8692,"estimated_quality":0.9017,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":23.679,"max_latency_ms":117996,"policy":"balanced","reason_codes":["co... | {
"ambiguity": 0.3741,
"category": "coding",
"complexity": 0.7509,
"consequence": 0.2517,
"evidence_need": 0.4762,
"family": "debugging",
"input_tokens": 7360,
"request_id": "synthetic-debugging-000172",
"reversibility": 0.6699,
"risk": 0.5275,
"summary": "Diagnose an intermittent failure in credi... | [
{
"credits_per_call": 15.255,
"id": "worker_a",
"p95_latency_ms": 54679,
"pass_rate": 0.9352,
"provider_group": "provider_y",
"quality": 0.9399,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.88,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 19.703,
"max_latency_ms": 242875,
"minimum_quality": 0.7819
} | feature_implementation | synthetic-feature_implementation-005059 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.631,
"estimated_latency_ms": 138546,
"estimated_pass_rate": 0.8519,
"estimated_quality": 0.9323,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8519,
"quality": 0.9323,
"quality_target_met": true,
"utility": 68.263402
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":16.631,"estimated_latency_ms":138546,"estimated_pass_rate":0.8519,"estimated_quality":0.9323,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":19.703,"max_latency_ms":242875,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.3239,
"category": "coding",
"complexity": 0.7887,
"consequence": 0.2869,
"evidence_need": 0.5709,
"family": "feature_implementation",
"input_tokens": 240,
"request_id": "synthetic-feature_implementation-005059",
"reversibility": 0.734,
"risk": 0.3474,
"summary": "Implement API-key... | [
{
"credits_per_call": 12.709,
"id": "worker_a",
"p95_latency_ms": 66771,
"pass_rate": 0.9193,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.922,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 15.125,
"max_latency_ms": 179661,
"minimum_quality": 0.8667
} | data_analysis | synthetic-data_analysis-014038 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.392,
"estimated_latency_ms": 114813,
"estimated_pass_rate": 0.9198,
"estimated_quality": 0.9544,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.9198,
"quality": 0.9544,
"quality_target_met": true,
"utility": 70.952273
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":14.392,"estimated_latency_ms":114813,"estimated_pass_rate":0.9198,"estimated_quality":0.9544,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":15.125,"max_latency_ms":179661,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.4718,
"category": "analysis",
"complexity": 0.5483,
"consequence": 0.5805,
"evidence_need": 0.5424,
"family": "data_analysis",
"input_tokens": 2080,
"request_id": "synthetic-data_analysis-014038",
"reversibility": 0.9377,
"risk": 0.3002,
"summary": "Compare two experiments on cred... | [
{
"credits_per_call": 1.023,
"id": "worker_a",
"p95_latency_ms": 32179,
"pass_rate": 0.4955,
"provider_group": "provider_y",
"quality": 0.6511,
"strengths": [
"coding",
"drafting",
"reasoning",
"speed"
]
},
{
"credits_per_call": 3.972,
"id": "worke... |
{
"max_calls": 2,
"max_credits": 2.866,
"max_latency_ms": 46775,
"minimum_quality": 0.6556
} | incident_response | synthetic-incident_response-006759 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.838,
"estimated_latency_ms": 28927,
"estimated_pass_rate": 0.3697,
"estimated_quality": 0.5377,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.866,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3697,
"quality": 0.5377,
"quality_target_met": false,
"utility": 11.376154
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.838,"estimated_latency_ms":28927,"estimated_pass_rate":0.3697,"estimated_quality":0.5377,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.866,"max_latency_ms":46775,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.7514,
"category": "operations",
"complexity": 0.864,
"consequence": 0.869,
"evidence_need": 0.6771,
"family": "incident_response",
"input_tokens": 640,
"request_id": "synthetic-incident_response-006759",
"reversibility": 0.1603,
"risk": 0.6339,
"summary": "Plan immediate containme... | [
{
"credits_per_call": 3.349,
"id": "worker_a",
"p95_latency_ms": 52606,
"pass_rate": 0.7514,
"provider_group": "provider_y",
"quality": 0.8073,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.838,
"id": "wor... |
{
"max_calls": 3,
"max_credits": 21.471,
"max_latency_ms": 177449,
"minimum_quality": 0.8638
} | incident_response | synthetic-incident_response-016495 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.795,
"estimated_latency_ms": 125337,
"estimated_pass_rate": 0.7601,
"estimated_quality": 0.9229,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7601,
"quality": 0.9229,
"quality_target_met": true,
"utility": 80.681108
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.795,"estimated_latency_ms":125337,"estimated_pass_rate":0.7601,"estimated_quality":0.9229,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":21.471,"max_latency_ms":177449,"policy":"str... | {
"ambiguity": 0.6652,
"category": "operations",
"complexity": 0.7745,
"consequence": 0.8489,
"evidence_need": 0.8166,
"family": "incident_response",
"input_tokens": 3160,
"request_id": "synthetic-incident_response-016495",
"reversibility": 0.4902,
"risk": 0.6843,
"summary": "Review an outage invo... | [
{
"credits_per_call": 12.55,
"id": "worker_a",
"p95_latency_ms": 54941,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 4.192,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 19.097,
"max_latency_ms": 227297,
"minimum_quality": 0.8065
} | research_synthesis | synthetic-research_synthesis-013725 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.831,
"estimated_latency_ms": 181217,
"estimated_pass_rate": 0.7403,
"estimated_quality": 0.9205,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7403,
"quality": 0.9205,
"quality_target_met": true,
"utility": 72.342163
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.831,"estimated_latency_ms":181217,"estimated_pass_rate":0.7403,"estimated_quality":0.9205,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":19.097,"max_latency_ms":227297,"policy":"str... | {
"ambiguity": 0.5239,
"category": "research",
"complexity": 0.8518,
"consequence": 0.2252,
"evidence_need": 0.9594,
"family": "research_synthesis",
"input_tokens": 4400,
"request_id": "synthetic-research_synthesis-013725",
"reversibility": 0.8377,
"risk": 0.3929,
"summary": "Review competing appr... | [
{
"credits_per_call": 4.193,
"id": "worker_a",
"p95_latency_ms": 82165,
"pass_rate": 0.8238,
"provider_group": "provider_x",
"quality": 0.8766,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.006,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 27.071,
"max_latency_ms": 198782,
"minimum_quality": 0.8321
} | incident_response | synthetic-incident_response-006111 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.951,
"estimated_latency_ms": 157663,
"estimated_pass_rate": 0.7761,
"estimated_quality": 0.8966,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7761,
"quality": 0.8966,
"quality_target_met": true,
"utility": 76.537981
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.951,"estimated_latency_ms":157663,"estimated_pass_rate":0.7761,"estimated_quality":0.8966,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":27.071,"max_latency_ms":198782,"policy":"str... | {
"ambiguity": 0.6457,
"category": "operations",
"complexity": 0.7302,
"consequence": 0.654,
"evidence_need": 0.598,
"family": "incident_response",
"input_tokens": 7280,
"request_id": "synthetic-incident_response-006111",
"reversibility": 0.459,
"risk": 0.7266,
"summary": "Plan immediate containme... | [
{
"credits_per_call": 3.718,
"id": "worker_a",
"p95_latency_ms": 54784,
"pass_rate": 0.7889,
"provider_group": "provider_y",
"quality": 0.8103,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.899,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 19.241,
"max_latency_ms": 228816,
"minimum_quality": 0.8041
} | feature_implementation | synthetic-feature_implementation-016147 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.986,
"estimated_latency_ms": 127642,
"estimated_pass_rate": 0.8771,
"estimated_quality": 0.9299,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 15,
"pass_rate": 0.8771,
"quality": 0.9299,
"quality_target_met": true,
"utility": 68.179204
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":17.986,"estimated_latency_ms":127642,"estimated_pass_rate":0.8771,"estimated_quality":0.9299,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":19.241,"max_latency_ms":228816,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.2252,
"category": "coding",
"complexity": 0.796,
"consequence": 0.3225,
"evidence_need": 0.2681,
"family": "feature_implementation",
"input_tokens": 7720,
"request_id": "synthetic-feature_implementation-016147",
"reversibility": 0.5992,
"risk": 0.349,
"summary": "Implement rate li... | [
{
"credits_per_call": 4.044,
"id": "worker_a",
"p95_latency_ms": 58512,
"pass_rate": 0.8586,
"provider_group": "provider_y",
"quality": 0.8876,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.976,
"id": "worker_b",
"p95_l... |
{
"max_calls": 2,
"max_credits": 13.003,
"max_latency_ms": 202234,
"minimum_quality": 0.7624
} | research_synthesis | synthetic-research_synthesis-005509 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 5.166,
"estimated_latency_ms": 83606,
"estimated_pass_rate": 0.7005,
"estimated_quality": 0.8296,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 13... | {
"candidate_count": 4,
"pass_rate": 0.7005,
"quality": 0.8296,
"quality_target_met": true,
"utility": 60.714949
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":5.166,"estimated_latency_ms":83606,"estimated_pass_rate":0.7005,"estimated_quality":0.8296,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":13.003,"max_latency_ms":202234,"policy":"balanced","reason_codes":["com... | {
"ambiguity": 0.5805,
"category": "research",
"complexity": 0.7897,
"consequence": 0.5595,
"evidence_need": 0.8232,
"family": "research_synthesis",
"input_tokens": 1200,
"request_id": "synthetic-research_synthesis-005509",
"reversibility": 0.9374,
"risk": 0.4307,
"summary": "Review competing appr... | [
{
"credits_per_call": 4.142,
"id": "worker_a",
"p95_latency_ms": 54330,
"pass_rate": 0.8048,
"provider_group": "provider_x",
"quality": 0.9173,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.024,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 20.232,
"max_latency_ms": 184112,
"minimum_quality": 0.8956
} | debugging | synthetic-debugging-017132 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.741,
"estimated_latency_ms": 151106,
"estimated_pass_rate": 0.7903,
"estimated_quality": 0.9045,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7903,
"quality": 0.9045,
"quality_target_met": true,
"utility": 73.24484
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.741,"estimated_latency_ms":151106,"estimated_pass_rate":0.7903,"estimated_quality":0.9045,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":20.232,"max_latency_ms":184112,"policy":"str... | {
"ambiguity": 0.6392,
"category": "coding",
"complexity": 0.5505,
"consequence": 0.5279,
"evidence_need": 0.7057,
"family": "debugging",
"input_tokens": 7800,
"request_id": "synthetic-debugging-017132",
"reversibility": 0.6223,
"risk": 0.6436,
"summary": "Explain why tenant-scoped caching fails o... | [
{
"credits_per_call": 12.321,
"id": "worker_a",
"p95_latency_ms": 52814,
"pass_rate": 0.9595,
"provider_group": "provider_x",
"quality": 0.9715,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.827,
"id": "worker_b",... |
{
"max_calls": 3,
"max_credits": 19.86,
"max_latency_ms": 185271,
"minimum_quality": 0.8693
} | feature_implementation | synthetic-feature_implementation-006915 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.09,
"estimated_latency_ms": 145924,
"estimated_pass_rate": 0.7175,
"estimated_quality": 0.8887,
"finalizer": "worker_c",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7175,
"quality": 0.8887,
"quality_target_met": true,
"utility": 69.846482
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.09,"estimated_latency_ms":145924,"estimated_pass_rate":0.7175,"estimated_quality":0.8887,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":19.86,"max_latency_ms":185271,"policy":"stric... | {
"ambiguity": 0.4048,
"category": "coding",
"complexity": 0.8028,
"consequence": 0.3898,
"evidence_need": 0.4939,
"family": "feature_implementation",
"input_tokens": 440,
"request_id": "synthetic-feature_implementation-006915",
"reversibility": 0.7993,
"risk": 0.5946,
"summary": "Implement backgr... | [
{
"credits_per_call": 0.89,
"id": "worker_a",
"p95_latency_ms": 21385,
"pass_rate": 0.4906,
"provider_group": "provider_y",
"quality": 0.7858,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.931,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 3,
"max_credits": 3.184,
"max_latency_ms": 45952,
"minimum_quality": 0.7466
} | direct_facts | synthetic-direct_facts-003217 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.989,
"estimated_latency_ms": 25980,
"estimated_pass_rate": 0.4125,
"estimated_quality": 0.7576,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.184,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4125,
"quality": 0.7576,
"quality_target_met": true,
"utility": 51.740214
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.989,"estimated_latency_ms":25980,"estimated_pass_rate":0.4125,"estimated_quality":0.7576,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.184,"max_latency_ms":45952,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.2286,
"category": "general",
"complexity": 0.1977,
"consequence": 0.0848,
"evidence_need": 0.1124,
"family": "direct_facts",
"input_tokens": 5000,
"request_id": "synthetic-direct_facts-003217",
"reversibility": 0.9919,
"risk": 0.1701,
"summary": "Convert 5 units and state the resu... | [
{
"credits_per_call": 12.136,
"id": "worker_a",
"p95_latency_ms": 78274,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.989,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 8.274,
"max_latency_ms": 258789,
"minimum_quality": 0.699
} | debugging | synthetic-debugging-013300 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 5.281,
"estimated_latency_ms": 112378,
"estimated_pass_rate": 0.7651,
"estimated_quality": 0.8187,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 8... | {
"candidate_count": 4,
"pass_rate": 0.7651,
"quality": 0.8187,
"quality_target_met": true,
"utility": 61.056669
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":5.281,"estimated_latency_ms":112378,"estimated_pass_rate":0.7651,"estimated_quality":0.8187,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":8.274,"max_latency_ms":258789,"policy":"balanced","reason_codes":["com... | {
"ambiguity": 0.4909,
"category": "coding",
"complexity": 0.779,
"consequence": 0.6487,
"evidence_need": 0.4867,
"family": "debugging",
"input_tokens": 760,
"request_id": "synthetic-debugging-013300",
"reversibility": 0.4122,
"risk": 0.6268,
"summary": "Explain why database failover fails only un... | [
{
"credits_per_call": 4.133,
"id": "worker_a",
"p95_latency_ms": 80009,
"pass_rate": 0.8816,
"provider_group": "provider_z",
"quality": 0.9163,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.148,
"id": "worker_b",
"p95_l... |
{
"max_calls": 2,
"max_credits": 18.834,
"max_latency_ms": 199559,
"minimum_quality": 0.7148
} | research_synthesis | synthetic-research_synthesis-017309 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.566,
"estimated_latency_ms": 117858,
"estimated_pass_rate": 0.9011,
"estimated_quality": 0.9464,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.9011,
"quality": 0.9464,
"quality_target_met": true,
"utility": 73.51313
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":14.566,"estimated_latency_ms":117858,"estimated_pass_rate":0.9011,"estimated_quality":0.9464,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":18.834,"max_latency_ms":199559,"policy":"balanced","reason_codes":["i... | {
"ambiguity": 0.4559,
"category": "research",
"complexity": 0.6108,
"consequence": 0.5855,
"evidence_need": 0.9495,
"family": "research_synthesis",
"input_tokens": 7960,
"request_id": "synthetic-research_synthesis-017309",
"reversibility": 0.9221,
"risk": 0.5363,
"summary": "Produce a decision me... | [
{
"credits_per_call": 10.321,
"id": "worker_a",
"p95_latency_ms": 72548,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.03,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 17.434,
"max_latency_ms": 139452,
"minimum_quality": 0.8128
} | research_synthesis | synthetic-research_synthesis-017669 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.796,
"estimated_latency_ms": 127534,
"estimated_pass_rate": 0.8725,
"estimated_quality": 0.9339,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8725,
"quality": 0.9339,
"quality_target_met": true,
"utility": 67.754111
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":15.796,"estimated_latency_ms":127534,"estimated_pass_rate":0.8725,"estimated_quality":0.9339,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":17.434,"max_latency_ms":139452,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.6266,
"category": "research",
"complexity": 0.6712,
"consequence": 0.4909,
"evidence_need": 0.8044,
"family": "research_synthesis",
"input_tokens": 280,
"request_id": "synthetic-research_synthesis-017669",
"reversibility": 0.87,
"risk": 0.352,
"summary": "Produce a decision memo a... | [
{
"credits_per_call": 2.877,
"id": "worker_a",
"p95_latency_ms": 72286,
"pass_rate": 0.8249,
"provider_group": "provider_z",
"quality": 0.7985,
"strengths": [
"reasoning",
"review",
"synthesis",
"writing"
]
},
{
"credits_per_call": 12.919,
"id": "w... |
{
"max_calls": 3,
"max_credits": 20.458,
"max_latency_ms": 140712,
"minimum_quality": 0.7193
} | research_synthesis | synthetic-research_synthesis-014589 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.499,
"estimated_latency_ms": 121663,
"estimated_pass_rate": 0.8815,
"estimated_quality": 0.9274,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8815,
"quality": 0.9274,
"quality_target_met": true,
"utility": 68.035831
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":17.499,"estimated_latency_ms":121663,"estimated_pass_rate":0.8815,"estimated_quality":0.9274,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":20.458,"max_latency_ms":140712,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.7783,
"category": "research",
"complexity": 0.7306,
"consequence": 0.5088,
"evidence_need": 0.8322,
"family": "research_synthesis",
"input_tokens": 3760,
"request_id": "synthetic-research_synthesis-014589",
"reversibility": 0.7972,
"risk": 0.2907,
"summary": "Review competing appr... | [
{
"credits_per_call": 4.254,
"id": "worker_a",
"p95_latency_ms": 52199,
"pass_rate": 0.8283,
"provider_group": "provider_y",
"quality": 0.8262,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 13.245,
"id": "worker_b",
"p95_... |
{
"max_calls": 2,
"max_credits": 14.8,
"max_latency_ms": 134569,
"minimum_quality": 0.8591
} | incident_response | synthetic-incident_response-009191 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 13.629,
"estimated_latency_ms": 121338,
"estimated_pass_rate": 0.8485,
"estimated_quality": 0.897,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 1... | {
"candidate_count": 9,
"pass_rate": 0.8485,
"quality": 0.897,
"quality_target_met": true,
"utility": 68.495297
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":13.629,"estimated_latency_ms":121338,"estimated_pass_rate":0.8485,"estimated_quality":0.897,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":14.8,"max_latency_ms":134569,"policy":"balanced","reason_codes":["cred... | {
"ambiguity": 0.5368,
"category": "operations",
"complexity": 0.6745,
"consequence": 0.6131,
"evidence_need": 0.8454,
"family": "incident_response",
"input_tokens": 7080,
"request_id": "synthetic-incident_response-009191",
"reversibility": 0.1888,
"risk": 0.7844,
"summary": "Review an outage invo... | [
{
"credits_per_call": 1.195,
"id": "worker_a",
"p95_latency_ms": 21768,
"pass_rate": 0.5867,
"provider_group": "provider_z",
"quality": 0.7542,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 10.551,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 24.239,
"max_latency_ms": 201291,
"minimum_quality": 0.8233
} | research_synthesis | synthetic-research_synthesis-005629 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.88,
"estimated_latency_ms": 148251,
"estimated_pass_rate": 0.7014,
"estimated_quality": 0.9112,
"finalizer": "worker_b",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7014,
"quality": 0.9112,
"quality_target_met": true,
"utility": 73.241286
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.88,"estimated_latency_ms":148251,"estimated_pass_rate":0.7014,"estimated_quality":0.9112,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":24.239,"max_latency_ms":201291,"policy":"stri... | {
"ambiguity": 0.7335,
"category": "research",
"complexity": 0.8771,
"consequence": 0.358,
"evidence_need": 0.798,
"family": "research_synthesis",
"input_tokens": 5000,
"request_id": "synthetic-research_synthesis-005629",
"reversibility": 0.8675,
"risk": 0.3295,
"summary": "Compare evidence for ra... | [
{
"credits_per_call": 3.812,
"id": "worker_a",
"p95_latency_ms": 62478,
"pass_rate": 0.8322,
"provider_group": "provider_z",
"quality": 0.8183,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 13.982,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 4.558,
"max_latency_ms": 102504,
"minimum_quality": 0.7281
} | incident_response | synthetic-incident_response-007399 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.043,
"estimated_latency_ms": 92657,
"estimated_pass_rate": 0.6206,
"estimated_quality": 0.8196,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 4.... | {
"candidate_count": 4,
"pass_rate": 0.6206,
"quality": 0.8196,
"quality_target_met": true,
"utility": 59.959954
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.043,"estimated_latency_ms":92657,"estimated_pass_rate":0.6206,"estimated_quality":0.8196,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":4.558,"max_latency_ms":102504,"policy":"balanced","reason_codes":["cred... | {
"ambiguity": 0.4632,
"category": "operations",
"complexity": 0.5676,
"consequence": 0.8106,
"evidence_need": 0.6783,
"family": "incident_response",
"input_tokens": 1760,
"request_id": "synthetic-incident_response-007399",
"reversibility": 0.173,
"risk": 0.7991,
"summary": "Plan immediate contain... | [
{
"credits_per_call": 2.85,
"id": "worker_a",
"p95_latency_ms": 65385,
"pass_rate": 0.7216,
"provider_group": "provider_x",
"quality": 0.8825,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 11.745,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 21.037,
"max_latency_ms": 238677,
"minimum_quality": 0.8557
} | incident_response | synthetic-incident_response-003543 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.534,
"estimated_latency_ms": 171224,
"estimated_pass_rate": 0.7332,
"estimated_quality": 0.9206,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7332,
"quality": 0.9206,
"quality_target_met": true,
"utility": 82.92518
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.534,"estimated_latency_ms":171224,"estimated_pass_rate":0.7332,"estimated_quality":0.9206,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":21.037,"max_latency_ms":238677,"policy":"str... | {
"ambiguity": 0.7107,
"category": "operations",
"complexity": 0.8545,
"consequence": 0.9033,
"evidence_need": 0.8012,
"family": "incident_response",
"input_tokens": 200,
"request_id": "synthetic-incident_response-003543",
"reversibility": 0.4283,
"risk": 0.7577,
"summary": "Prioritize actions dur... | [
{
"credits_per_call": 3.963,
"id": "worker_a",
"p95_latency_ms": 69048,
"pass_rate": 0.722,
"provider_group": "provider_z",
"quality": 0.8838,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.103,
"id": "work... |
{
"max_calls": 1,
"max_credits": 3.54,
"max_latency_ms": 23325,
"minimum_quality": 0.7526
} | content_revision | synthetic-content_revision-001778 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.872,
"estimated_latency_ms": 22122,
"estimated_pass_rate": 0.3245,
"estimated_quality": 0.6466,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.54,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.3245,
"quality": 0.6466,
"quality_target_met": false,
"utility": 37.108496
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.872,"estimated_latency_ms":22122,"estimated_pass_rate":0.3245,"estimated_quality":0.6466,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.54,"max_latency_ms":23325,"policy":"lean","reason_codes":["best_feasible_bel... | {
"ambiguity": 0.2245,
"category": "writing",
"complexity": 0.3144,
"consequence": 0.1704,
"evidence_need": 0.1797,
"family": "content_revision",
"input_tokens": 3760,
"request_id": "synthetic-content_revision-001778",
"reversibility": 0.9454,
"risk": 0.2222,
"summary": "Rewrite a observability an... | [
{
"credits_per_call": 0.872,
"id": "worker_a",
"p95_latency_ms": 22122,
"pass_rate": 0.3951,
"provider_group": "provider_x",
"quality": 0.6545,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 2.931,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 3.699,
"max_latency_ms": 32111,
"minimum_quality": 0.5689
} | direct_facts | synthetic-direct_facts-007121 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.995,
"estimated_latency_ms": 29053,
"estimated_pass_rate": 0.4806,
"estimated_quality": 0.7815,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.699,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4806,
"quality": 0.7815,
"quality_target_met": true,
"utility": 53.552403
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.995,"estimated_latency_ms":29053,"estimated_pass_rate":0.4806,"estimated_quality":0.7815,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.699,"max_latency_ms":32111,"policy":"lean","reason_codes":["latency_constrai... | {
"ambiguity": 0.179,
"category": "general",
"complexity": 0.225,
"consequence": 0.0608,
"evidence_need": 0.1126,
"family": "direct_facts",
"input_tokens": 1800,
"request_id": "synthetic-direct_facts-007121",
"reversibility": 0.812,
"risk": 0.1526,
"summary": "Summarize the supplied release note i... | [
{
"credits_per_call": 14.893,
"id": "worker_a",
"p95_latency_ms": 66292,
"pass_rate": 0.9294,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.995,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 19.693,
"max_latency_ms": 174778,
"minimum_quality": 0.7955
} | research_synthesis | synthetic-research_synthesis-006749 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.808,
"estimated_latency_ms": 126649,
"estimated_pass_rate": 0.7206,
"estimated_quality": 0.9115,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7206,
"quality": 0.9115,
"quality_target_met": true,
"utility": 73.405619
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.808,"estimated_latency_ms":126649,"estimated_pass_rate":0.7206,"estimated_quality":0.9115,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":19.693,"max_latency_ms":174778,"policy":"str... | {
"ambiguity": 0.7866,
"category": "research",
"complexity": 0.7086,
"consequence": 0.5655,
"evidence_need": 0.8158,
"family": "research_synthesis",
"input_tokens": 7000,
"request_id": "synthetic-research_synthesis-006749",
"reversibility": 0.7463,
"risk": 0.4656,
"summary": "Produce a decision me... | [
{
"credits_per_call": 0.93,
"id": "worker_a",
"p95_latency_ms": 18044,
"pass_rate": 0.5012,
"provider_group": "provider_x",
"quality": 0.6821,
"strengths": [
"coding",
"drafting",
"speed",
"synthesis"
]
},
{
"credits_per_call": 4.143,
"id": "worker... |
{
"max_calls": 2,
"max_credits": 1.32,
"max_latency_ms": 56354,
"minimum_quality": 0.7215
} | product_tradeoff | synthetic-product_tradeoff-004392 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.796,
"estimated_latency_ms": 30054,
"estimated_pass_rate": 0.4541,
"estimated_quality": 0.647,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.32,
"max_latency_m... | {
"candidate_count": 1,
"pass_rate": 0.4541,
"quality": 0.647,
"quality_target_met": false,
"utility": 40.808205
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.796,"estimated_latency_ms":30054,"estimated_pass_rate":0.4541,"estimated_quality":0.647,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.32,"max_latency_ms":56354,"policy":"lean","reason_codes":["best_feasible_belo... | {
"ambiguity": 0.4203,
"category": "decision",
"complexity": 0.4199,
"consequence": 0.3356,
"evidence_need": 0.4866,
"family": "product_tradeoff",
"input_tokens": 1600,
"request_id": "synthetic-product_tradeoff-004392",
"reversibility": 0.668,
"risk": 0.2574,
"summary": "Recommend whether to launc... | [
{
"credits_per_call": 3.194,
"id": "worker_a",
"p95_latency_ms": 44351,
"pass_rate": 0.7419,
"provider_group": "provider_x",
"quality": 0.9119,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 10.924,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 25.522,
"max_latency_ms": 225919,
"minimum_quality": 0.9358
} | product_tradeoff | synthetic-product_tradeoff-002752 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.291,
"estimated_latency_ms": 184047,
"estimated_pass_rate": 0.6718,
"estimated_quality": 0.8962,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.6718,
"quality": 0.8962,
"quality_target_met": false,
"utility": 64.318424
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.291,"estimated_latency_ms":184047,"estimated_pass_rate":0.6718,"estimated_quality":0.8962,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":25.522,"max_latency_ms":225919,"policy":"str... | {
"ambiguity": 0.729,
"category": "decision",
"complexity": 0.7337,
"consequence": 0.2175,
"evidence_need": 0.4413,
"family": "product_tradeoff",
"input_tokens": 7040,
"request_id": "synthetic-product_tradeoff-002752",
"reversibility": 0.8652,
"risk": 0.1982,
"summary": "Recommend whether to launc... | [
{
"credits_per_call": 3.048,
"id": "worker_a",
"p95_latency_ms": 75461,
"pass_rate": 0.8336,
"provider_group": "provider_y",
"quality": 0.8013,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 15.446,
"id": "wo... |
{
"max_calls": 3,
"max_credits": 8.878,
"max_latency_ms": 104205,
"minimum_quality": 0.7508
} | feature_implementation | synthetic-feature_implementation-010619 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.397,
"estimated_latency_ms": 84002,
"estimated_pass_rate": 0.6408,
"estimated_quality": 0.7558,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 8.... | {
"candidate_count": 4,
"pass_rate": 0.6408,
"quality": 0.7558,
"quality_target_met": true,
"utility": 51.187327
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.397,"estimated_latency_ms":84002,"estimated_pass_rate":0.6408,"estimated_quality":0.7558,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":8.878,"max_latency_ms":104205,"policy":"balanced","reason_codes":["comp... | {
"ambiguity": 0.5162,
"category": "coding",
"complexity": 0.7898,
"consequence": 0.2861,
"evidence_need": 0.525,
"family": "feature_implementation",
"input_tokens": 6760,
"request_id": "synthetic-feature_implementation-010619",
"reversibility": 0.5314,
"risk": 0.5067,
"summary": "Implement stream... | [
{
"credits_per_call": 3.268,
"id": "worker_a",
"p95_latency_ms": 59141,
"pass_rate": 0.7255,
"provider_group": "provider_z",
"quality": 0.8302,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 9.994,
"id": "worker_b",
"p95_l... |
{
"max_calls": 1,
"max_credits": 2.782,
"max_latency_ms": 34701,
"minimum_quality": 0.5558
} | content_revision | synthetic-content_revision-005994 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.851,
"estimated_latency_ms": 25640,
"estimated_pass_rate": 0.321,
"estimated_quality": 0.6381,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.782,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.321,
"quality": 0.6381,
"quality_target_met": true,
"utility": 41.478958
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.851,"estimated_latency_ms":25640,"estimated_pass_rate":0.321,"estimated_quality":0.6381,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.782,"max_latency_ms":34701,"policy":"lean","reason_codes":["single_call_suffi... | {
"ambiguity": 0.2533,
"category": "writing",
"complexity": 0.414,
"consequence": 0.1276,
"evidence_need": 0.1857,
"family": "content_revision",
"input_tokens": 840,
"request_id": "synthetic-content_revision-005994",
"reversibility": 0.8449,
"risk": 0.2027,
"summary": "Edit documentation for rate ... | [
{
"credits_per_call": 11.823,
"id": "worker_a",
"p95_latency_ms": 91338,
"pass_rate": 0.9875,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.851,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 21.011,
"max_latency_ms": 167958,
"minimum_quality": 0.7113
} | feature_implementation | synthetic-feature_implementation-010867 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.524,
"estimated_latency_ms": 130506,
"estimated_pass_rate": 0.8531,
"estimated_quality": 0.9441,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 15,
"pass_rate": 0.8531,
"quality": 0.9441,
"quality_target_met": true,
"utility": 68.297986
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":18.524,"estimated_latency_ms":130506,"estimated_pass_rate":0.8531,"estimated_quality":0.9441,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":21.011,"max_latency_ms":167958,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.2931,
"category": "coding",
"complexity": 0.5965,
"consequence": 0.4467,
"evidence_need": 0.5857,
"family": "feature_implementation",
"input_tokens": 4120,
"request_id": "synthetic-feature_implementation-010867",
"reversibility": 0.6083,
"risk": 0.3005,
"summary": "Implement artif... | [
{
"credits_per_call": 3.406,
"id": "worker_a",
"p95_latency_ms": 53805,
"pass_rate": 0.7221,
"provider_group": "provider_x",
"quality": 0.9175,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.157,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 21.361,
"max_latency_ms": 217666,
"minimum_quality": 0.826
} | debugging | synthetic-debugging-011300 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.384,
"estimated_latency_ms": 183689,
"estimated_pass_rate": 0.7116,
"estimated_quality": 0.8753,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7116,
"quality": 0.8753,
"quality_target_met": true,
"utility": 71.177035
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.384,"estimated_latency_ms":183689,"estimated_pass_rate":0.7116,"estimated_quality":0.8753,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":21.361,"max_latency_ms":217666,"policy":"str... | {
"ambiguity": 0.7915,
"category": "coding",
"complexity": 0.7627,
"consequence": 0.577,
"evidence_need": 0.5758,
"family": "debugging",
"input_tokens": 4440,
"request_id": "synthetic-debugging-011300",
"reversibility": 0.5961,
"risk": 0.4765,
"summary": "Diagnose an intermittent failure in privat... | [
{
"credits_per_call": 10.937,
"id": "worker_a",
"p95_latency_ms": 85793,
"pass_rate": 0.8992,
"provider_group": "provider_x",
"quality": 0.9516,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 4.25,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 18.946,
"max_latency_ms": 184338,
"minimum_quality": 0.8498
} | research_synthesis | synthetic-research_synthesis-016477 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.523,
"estimated_latency_ms": 114541,
"estimated_pass_rate": 0.8891,
"estimated_quality": 0.9348,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8891,
"quality": 0.9348,
"quality_target_met": true,
"utility": 68.58643
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":17.523,"estimated_latency_ms":114541,"estimated_pass_rate":0.8891,"estimated_quality":0.9348,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":18.946,"max_latency_ms":184338,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.638,
"category": "research",
"complexity": 0.6627,
"consequence": 0.355,
"evidence_need": 0.9201,
"family": "research_synthesis",
"input_tokens": 2920,
"request_id": "synthetic-research_synthesis-016477",
"reversibility": 0.7128,
"risk": 0.2313,
"summary": "Review competing approa... | [
{
"credits_per_call": 14.675,
"id": "worker_a",
"p95_latency_ms": 55469,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.218,
"id": "worker_b",
... |
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