constraints dict | family stringclasses 8
values | id stringlengths 26 39 | label dict | oracle dict | prompt stringlengths 1.67k 1.76k | schema_version stringclasses 1
value | source stringclasses 1
value | split stringclasses 1
value | target stringlengths 352 485 | task dict | workers listlengths 3 3 |
|---|---|---|---|---|---|---|---|---|---|---|---|
{
"max_calls": 2,
"max_credits": 18.789,
"max_latency_ms": 243925,
"minimum_quality": 0.7028
} | debugging | synthetic-debugging-011364 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.124,
"estimated_latency_ms": 128279,
"estimated_pass_rate": 0.873,
"estimated_quality": 0.9219,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 1... | {
"candidate_count": 9,
"pass_rate": 0.873,
"quality": 0.9219,
"quality_target_met": true,
"utility": 69.422707
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":16.124,"estimated_latency_ms":128279,"estimated_pass_rate":0.873,"estimated_quality":0.9219,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":18.789,"max_latency_ms":243925,"policy":"balanced","reason_codes":["co... | {
"ambiguity": 0.7791,
"category": "coding",
"complexity": 0.5241,
"consequence": 0.5379,
"evidence_need": 0.5797,
"family": "debugging",
"input_tokens": 3160,
"request_id": "synthetic-debugging-011364",
"reversibility": 0.5999,
"risk": 0.3935,
"summary": "Find the root cause of a concurrency-sens... | [
{
"credits_per_call": 12.221,
"id": "worker_a",
"p95_latency_ms": 60142,
"pass_rate": 0.9441,
"provider_group": "provider_x",
"quality": 0.9477,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.975,
"id": "worker_b",... |
{
"max_calls": 1,
"max_credits": 3.06,
"max_latency_ms": 37310,
"minimum_quality": 0.5456
} | product_tradeoff | synthetic-product_tradeoff-000624 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.005,
"estimated_latency_ms": 30329,
"estimated_pass_rate": 0.4868,
"estimated_quality": 0.6755,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.06,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.4868,
"quality": 0.6755,
"quality_target_met": true,
"utility": 47.120366
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":1.005,"estimated_latency_ms":30329,"estimated_pass_rate":0.4868,"estimated_quality":0.6755,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.06,"max_latency_ms":37310,"policy":"lean","reason_codes":["single_call_suffi... | {
"ambiguity": 0.6121,
"category": "decision",
"complexity": 0.4778,
"consequence": 0.5296,
"evidence_need": 0.2973,
"family": "product_tradeoff",
"input_tokens": 6560,
"request_id": "synthetic-product_tradeoff-000624",
"reversibility": 0.8662,
"risk": 0.2766,
"summary": "Choose an implementation ... | [
{
"credits_per_call": 1.005,
"id": "worker_a",
"p95_latency_ms": 30329,
"pass_rate": 0.6097,
"provider_group": "provider_y",
"quality": 0.7429,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.95,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 3,
"max_credits": 21.785,
"max_latency_ms": 199415,
"minimum_quality": 0.9593
} | incident_response | synthetic-incident_response-010711 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.083,
"estimated_latency_ms": 147493,
"estimated_pass_rate": 0.7453,
"estimated_quality": 0.9165,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7453,
"quality": 0.9165,
"quality_target_met": false,
"utility": 76.939312
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.083,"estimated_latency_ms":147493,"estimated_pass_rate":0.7453,"estimated_quality":0.9165,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":21.785,"max_latency_ms":199415,"policy":"str... | {
"ambiguity": 0.4596,
"category": "operations",
"complexity": 0.6746,
"consequence": 0.901,
"evidence_need": 0.8239,
"family": "incident_response",
"input_tokens": 3880,
"request_id": "synthetic-incident_response-010711",
"reversibility": 0.1554,
"risk": 0.7622,
"summary": "Plan immediate contain... | [
{
"credits_per_call": 0.823,
"id": "worker_a",
"p95_latency_ms": 23113,
"pass_rate": 0.5391,
"provider_group": "provider_z",
"quality": 0.7436,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 2.819,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 1.819,
"max_latency_ms": 32530,
"minimum_quality": 0.7201
} | content_revision | synthetic-content_revision-007034 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.899,
"estimated_latency_ms": 30732,
"estimated_pass_rate": 0.4468,
"estimated_quality": 0.6386,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.819,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4468,
"quality": 0.6386,
"quality_target_met": false,
"utility": 38.735731
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.899,"estimated_latency_ms":30732,"estimated_pass_rate":0.4468,"estimated_quality":0.6386,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.819,"max_latency_ms":32530,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.3983,
"category": "writing",
"complexity": 0.3537,
"consequence": 0.1824,
"evidence_need": 0.0954,
"family": "content_revision",
"input_tokens": 1640,
"request_id": "synthetic-content_revision-007034",
"reversibility": 0.979,
"risk": 0.0857,
"summary": "Edit documentation for tena... | [
{
"credits_per_call": 3.508,
"id": "worker_a",
"p95_latency_ms": 73160,
"pass_rate": 0.8196,
"provider_group": "provider_y",
"quality": 0.9341,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.899,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 16.769,
"max_latency_ms": 194952,
"minimum_quality": 0.9344
} | debugging | synthetic-debugging-020708 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.753,
"estimated_latency_ms": 189068,
"estimated_pass_rate": 0.7153,
"estimated_quality": 0.8996,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7153,
"quality": 0.8996,
"quality_target_met": false,
"utility": 68.610931
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.753,"estimated_latency_ms":189068,"estimated_pass_rate":0.7153,"estimated_quality":0.8996,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":16.769,"max_latency_ms":194952,"policy":"str... | {
"ambiguity": 0.3843,
"category": "coding",
"complexity": 0.8243,
"consequence": 0.4467,
"evidence_need": 0.698,
"family": "debugging",
"input_tokens": 7520,
"request_id": "synthetic-debugging-020708",
"reversibility": 0.6431,
"risk": 0.5992,
"summary": "Find the root cause of a concurrency-sensi... | [
{
"credits_per_call": 0.882,
"id": "worker_a",
"p95_latency_ms": 19214,
"pass_rate": 0.4689,
"provider_group": "provider_x",
"quality": 0.6927,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.671,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 24.003,
"max_latency_ms": 199718,
"minimum_quality": 0.7979
} | incident_response | synthetic-incident_response-020559 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.772,
"estimated_latency_ms": 156155,
"estimated_pass_rate": 0.7307,
"estimated_quality": 0.9019,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7307,
"quality": 0.9019,
"quality_target_met": true,
"utility": 75.709818
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.772,"estimated_latency_ms":156155,"estimated_pass_rate":0.7307,"estimated_quality":0.9019,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":24.003,"max_latency_ms":199718,"policy":"str... | {
"ambiguity": 0.7249,
"category": "operations",
"complexity": 0.7395,
"consequence": 0.6241,
"evidence_need": 0.6835,
"family": "incident_response",
"input_tokens": 2240,
"request_id": "synthetic-incident_response-020559",
"reversibility": 0.3504,
"risk": 0.6749,
"summary": "Review an outage invo... | [
{
"credits_per_call": 4.255,
"id": "worker_a",
"p95_latency_ms": 50617,
"pass_rate": 0.817,
"provider_group": "provider_x",
"quality": 0.8609,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.012,
"id": "worker_b",
"p95_la... |
{
"max_calls": 2,
"max_credits": 4.904,
"max_latency_ms": 148550,
"minimum_quality": 0.8093
} | feature_implementation | synthetic-feature_implementation-012779 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 3.999,
"estimated_latency_ms": 83491,
"estimated_pass_rate": 0.7262,
"estimated_quality": 0.8118,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 4.... | {
"candidate_count": 4,
"pass_rate": 0.7262,
"quality": 0.8118,
"quality_target_met": true,
"utility": 55.302236
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":3.999,"estimated_latency_ms":83491,"estimated_pass_rate":0.7262,"estimated_quality":0.8118,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":4.904,"max_latency_ms":148550,"policy":"balanced","reason_codes":["comp... | {
"ambiguity": 0.352,
"category": "coding",
"complexity": 0.7304,
"consequence": 0.3253,
"evidence_need": 0.3431,
"family": "feature_implementation",
"input_tokens": 1960,
"request_id": "synthetic-feature_implementation-012779",
"reversibility": 0.7714,
"risk": 0.3479,
"summary": "Implement tenant... | [
{
"credits_per_call": 0.85,
"id": "worker_a",
"p95_latency_ms": 28676,
"pass_rate": 0.5424,
"provider_group": "provider_y",
"quality": 0.7335,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 11.342,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 5.678,
"max_latency_ms": 155342,
"minimum_quality": 0.888
} | incident_response | synthetic-incident_response-006031 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 5.343,
"estimated_latency_ms": 93472,
"estimated_pass_rate": 0.644,
"estimated_quality": 0.8148,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 5.6... | {
"candidate_count": 4,
"pass_rate": 0.644,
"quality": 0.8148,
"quality_target_met": false,
"utility": 57.508042
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":5.343,"estimated_latency_ms":93472,"estimated_pass_rate":0.644,"estimated_quality":0.8148,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":5.678,"max_latency_ms":155342,"policy":"balanced","reason_codes":["best_... | {
"ambiguity": 0.729,
"category": "operations",
"complexity": 0.9318,
"consequence": 0.5958,
"evidence_need": 0.9075,
"family": "incident_response",
"input_tokens": 3240,
"request_id": "synthetic-incident_response-006031",
"reversibility": 0.2698,
"risk": 0.8826,
"summary": "Review an outage invol... | [
{
"credits_per_call": 1.196,
"id": "worker_a",
"p95_latency_ms": 31117,
"pass_rate": 0.6084,
"provider_group": "provider_y",
"quality": 0.7992,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 12.068,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 20.629,
"max_latency_ms": 190859,
"minimum_quality": 0.8078
} | data_analysis | synthetic-data_analysis-019518 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.946,
"estimated_latency_ms": 171533,
"estimated_pass_rate": 0.8043,
"estimated_quality": 0.929,
"finalizer": "worker_b",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.8043,
"quality": 0.929,
"quality_target_met": true,
"utility": 70.630411
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.946,"estimated_latency_ms":171533,"estimated_pass_rate":0.8043,"estimated_quality":0.929,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":20.629,"max_latency_ms":190859,"policy":"stri... | {
"ambiguity": 0.5722,
"category": "analysis",
"complexity": 0.7631,
"consequence": 0.628,
"evidence_need": 0.5617,
"family": "data_analysis",
"input_tokens": 4760,
"request_id": "synthetic-data_analysis-019518",
"reversibility": 0.7028,
"risk": 0.3568,
"summary": "Compare two experiments on API-k... | [
{
"credits_per_call": 3.547,
"id": "worker_a",
"p95_latency_ms": 60314,
"pass_rate": 0.788,
"provider_group": "provider_x",
"quality": 0.9019,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 14.181,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 23.653,
"max_latency_ms": 173775,
"minimum_quality": 0.9493
} | debugging | synthetic-debugging-007764 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.204,
"estimated_latency_ms": 139919,
"estimated_pass_rate": 0.6767,
"estimated_quality": 0.8843,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.6767,
"quality": 0.8843,
"quality_target_met": false,
"utility": 66.814771
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.204,"estimated_latency_ms":139919,"estimated_pass_rate":0.6767,"estimated_quality":0.8843,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":23.653,"max_latency_ms":173775,"policy":"str... | {
"ambiguity": 0.5632,
"category": "coding",
"complexity": 0.8907,
"consequence": 0.4654,
"evidence_need": 0.4388,
"family": "debugging",
"input_tokens": 3720,
"request_id": "synthetic-debugging-007764",
"reversibility": 0.4407,
"risk": 0.5257,
"summary": "Diagnose an intermittent failure in OAuth... | [
{
"credits_per_call": 1.032,
"id": "worker_a",
"p95_latency_ms": 25986,
"pass_rate": 0.4753,
"provider_group": "provider_z",
"quality": 0.6806,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 2.881,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 16.75,
"max_latency_ms": 178641,
"minimum_quality": 0.8065
} | feature_implementation | synthetic-feature_implementation-020051 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.689,
"estimated_latency_ms": 134929,
"estimated_pass_rate": 0.7042,
"estimated_quality": 0.8638,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7042,
"quality": 0.8638,
"quality_target_met": true,
"utility": 65.944582
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.689,"estimated_latency_ms":134929,"estimated_pass_rate":0.7042,"estimated_quality":0.8638,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":16.75,"max_latency_ms":178641,"policy":"stri... | {
"ambiguity": 0.4461,
"category": "coding",
"complexity": 0.8434,
"consequence": 0.4301,
"evidence_need": 0.392,
"family": "feature_implementation",
"input_tokens": 1880,
"request_id": "synthetic-feature_implementation-020051",
"reversibility": 0.7428,
"risk": 0.4531,
"summary": "Implement prompt... | [
{
"credits_per_call": 2.852,
"id": "worker_a",
"p95_latency_ms": 64393,
"pass_rate": 0.7816,
"provider_group": "provider_x",
"quality": 0.8604,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 11.723,
"id": "worker_b",
"p95_... |
{
"max_calls": 1,
"max_credits": 1.78,
"max_latency_ms": 33157,
"minimum_quality": 0.6532
} | content_revision | synthetic-content_revision-006986 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.169,
"estimated_latency_ms": 27237,
"estimated_pass_rate": 0.3658,
"estimated_quality": 0.697,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.78,
"max_latency_m... | {
"candidate_count": 1,
"pass_rate": 0.3658,
"quality": 0.697,
"quality_target_met": true,
"utility": 43.333659
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.169,"estimated_latency_ms":27237,"estimated_pass_rate":0.3658,"estimated_quality":0.697,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.78,"max_latency_ms":33157,"policy":"lean","reason_codes":["latency_constraine... | {
"ambiguity": 0.438,
"category": "writing",
"complexity": 0.3464,
"consequence": 0.2265,
"evidence_need": 0.2809,
"family": "content_revision",
"input_tokens": 1960,
"request_id": "synthetic-content_revision-006986",
"reversibility": 0.9457,
"risk": 0.1704,
"summary": "Edit documentation for stre... | [
{
"credits_per_call": 3.777,
"id": "worker_a",
"p95_latency_ms": 63569,
"pass_rate": 0.9327,
"provider_group": "provider_z",
"quality": 0.9398,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 12.043,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 14.418,
"max_latency_ms": 129744,
"minimum_quality": 0.6826
} | incident_response | synthetic-incident_response-009439 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 5.203,
"estimated_latency_ms": 107629,
"estimated_pass_rate": 0.6614,
"estimated_quality": 0.7817,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 1... | {
"candidate_count": 4,
"pass_rate": 0.6614,
"quality": 0.7817,
"quality_target_met": true,
"utility": 63.540794
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":5.203,"estimated_latency_ms":107629,"estimated_pass_rate":0.6614,"estimated_quality":0.7817,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":14.418,"max_latency_ms":129744,"policy":"balanced","reason_codes":["hi... | {
"ambiguity": 0.5761,
"category": "operations",
"complexity": 0.6592,
"consequence": 0.9913,
"evidence_need": 0.6287,
"family": "incident_response",
"input_tokens": 5480,
"request_id": "synthetic-incident_response-009439",
"reversibility": 0.5448,
"risk": 0.7693,
"summary": "Prioritize actions du... | [
{
"credits_per_call": 4.114,
"id": "worker_a",
"p95_latency_ms": 80961,
"pass_rate": 0.8282,
"provider_group": "provider_z",
"quality": 0.8182,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.089,
"id": "worker_b",
"p95_l... |
{
"max_calls": 1,
"max_credits": 3.027,
"max_latency_ms": 44867,
"minimum_quality": 0.5875
} | research_synthesis | synthetic-research_synthesis-008517 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.794,
"estimated_latency_ms": 23730,
"estimated_pass_rate": 0.2606,
"estimated_quality": 0.5627,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.027,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.2606,
"quality": 0.5627,
"quality_target_met": false,
"utility": 35.623424
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.794,"estimated_latency_ms":23730,"estimated_pass_rate":0.2606,"estimated_quality":0.5627,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.027,"max_latency_ms":44867,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.7482,
"category": "research",
"complexity": 0.8108,
"consequence": 0.2045,
"evidence_need": 0.9214,
"family": "research_synthesis",
"input_tokens": 2120,
"request_id": "synthetic-research_synthesis-008517",
"reversibility": 0.9131,
"risk": 0.3046,
"summary": "Produce a decision me... | [
{
"credits_per_call": 0.794,
"id": "worker_a",
"p95_latency_ms": 23730,
"pass_rate": 0.4338,
"provider_group": "provider_z",
"quality": 0.7015,
"strengths": [
"coding",
"drafting",
"speed",
"synthesis"
]
},
{
"credits_per_call": 10.428,
"id": "work... |
{
"max_calls": 3,
"max_credits": 20.617,
"max_latency_ms": 162845,
"minimum_quality": 0.8538
} | research_synthesis | synthetic-research_synthesis-016061 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.693,
"estimated_latency_ms": 159316,
"estimated_pass_rate": 0.6747,
"estimated_quality": 0.8945,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.6747,
"quality": 0.8945,
"quality_target_met": true,
"utility": 68.725177
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.693,"estimated_latency_ms":159316,"estimated_pass_rate":0.6747,"estimated_quality":0.8945,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":20.617,"max_latency_ms":162845,"policy":"str... | {
"ambiguity": 0.6282,
"category": "research",
"complexity": 0.7389,
"consequence": 0.4818,
"evidence_need": 0.6729,
"family": "research_synthesis",
"input_tokens": 7600,
"request_id": "synthetic-research_synthesis-016061",
"reversibility": 0.9074,
"risk": 0.4932,
"summary": "Compare evidence for ... | [
{
"credits_per_call": 1.218,
"id": "worker_a",
"p95_latency_ms": 20323,
"pass_rate": 0.4212,
"provider_group": "provider_z",
"quality": 0.6424,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.235,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 2.532,
"max_latency_ms": 32592,
"minimum_quality": 0.6526
} | direct_facts | synthetic-direct_facts-002297 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.975,
"estimated_latency_ms": 30157,
"estimated_pass_rate": 0.4631,
"estimated_quality": 0.8004,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.532,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4631,
"quality": 0.8004,
"quality_target_met": true,
"utility": 53.416805
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":30157,"estimated_pass_rate":0.4631,"estimated_quality":0.8004,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.532,"max_latency_ms":32592,"policy":"lean","reason_codes":["latency_constrai... | {
"ambiguity": 0.2303,
"category": "general",
"complexity": 0.1247,
"consequence": 0.1498,
"evidence_need": 0.1803,
"family": "direct_facts",
"input_tokens": 1000,
"request_id": "synthetic-direct_facts-002297",
"reversibility": 0.8009,
"risk": 0.0896,
"summary": "Convert 5 units and state the resu... | [
{
"credits_per_call": 0.975,
"id": "worker_a",
"p95_latency_ms": 30157,
"pass_rate": 0.5019,
"provider_group": "provider_z",
"quality": 0.7649,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 12.096,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 19.118,
"max_latency_ms": 163598,
"minimum_quality": 0.8229
} | feature_implementation | synthetic-feature_implementation-017899 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.914,
"estimated_latency_ms": 135527,
"estimated_pass_rate": 0.7298,
"estimated_quality": 0.9001,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7298,
"quality": 0.9001,
"quality_target_met": true,
"utility": 68.60977
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":14.914,"estimated_latency_ms":135527,"estimated_pass_rate":0.7298,"estimated_quality":0.9001,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":19.118,"max_latency_ms":163598,"policy":"str... | {
"ambiguity": 0.3528,
"category": "coding",
"complexity": 0.7614,
"consequence": 0.4088,
"evidence_need": 0.5091,
"family": "feature_implementation",
"input_tokens": 2720,
"request_id": "synthetic-feature_implementation-017899",
"reversibility": 0.6647,
"risk": 0.4717,
"summary": "Design an API f... | [
{
"credits_per_call": 3.554,
"id": "worker_a",
"p95_latency_ms": 53634,
"pass_rate": 0.8706,
"provider_group": "provider_z",
"quality": 0.921,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.903,
"id": "worker_b",
"p95_la... |
{
"max_calls": 2,
"max_credits": 18.96,
"max_latency_ms": 115005,
"minimum_quality": 0.8899
} | incident_response | synthetic-incident_response-012863 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.007,
"estimated_latency_ms": 112310,
"estimated_pass_rate": 0.8799,
"estimated_quality": 0.8902,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8799,
"quality": 0.8902,
"quality_target_met": true,
"utility": 67.598887
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":18.007,"estimated_latency_ms":112310,"estimated_pass_rate":0.8799,"estimated_quality":0.8902,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":18.96,"max_latency_ms":115005,"policy":"balanced","reason_codes":["co... | {
"ambiguity": 0.3573,
"category": "operations",
"complexity": 0.9331,
"consequence": 0.6972,
"evidence_need": 0.7219,
"family": "incident_response",
"input_tokens": 3720,
"request_id": "synthetic-incident_response-012863",
"reversibility": 0.1962,
"risk": 0.6437,
"summary": "Prioritize actions du... | [
{
"credits_per_call": 4.255,
"id": "worker_a",
"p95_latency_ms": 53932,
"pass_rate": 0.8033,
"provider_group": "provider_y",
"quality": 0.8099,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.001,
"id": "wor... |
{
"max_calls": 3,
"max_credits": 21.882,
"max_latency_ms": 247360,
"minimum_quality": 0.83
} | research_synthesis | synthetic-research_synthesis-017269 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.675,
"estimated_latency_ms": 174371,
"estimated_pass_rate": 0.6763,
"estimated_quality": 0.9136,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.6763,
"quality": 0.9136,
"quality_target_met": true,
"utility": 74.120871
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.675,"estimated_latency_ms":174371,"estimated_pass_rate":0.6763,"estimated_quality":0.9136,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":21.882,"max_latency_ms":247360,"policy":"str... | {
"ambiguity": 0.8245,
"category": "research",
"complexity": 0.7168,
"consequence": 0.5326,
"evidence_need": 0.9514,
"family": "research_synthesis",
"input_tokens": 720,
"request_id": "synthetic-research_synthesis-017269",
"reversibility": 0.82,
"risk": 0.3969,
"summary": "Review competing approac... | [
{
"credits_per_call": 3.256,
"id": "worker_a",
"p95_latency_ms": 60770,
"pass_rate": 0.8038,
"provider_group": "provider_z",
"quality": 0.8329,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.189,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 21.881,
"max_latency_ms": 184358,
"minimum_quality": 0.8976
} | incident_response | synthetic-incident_response-010351 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.118,
"estimated_latency_ms": 170251,
"estimated_pass_rate": 0.75,
"estimated_quality": 0.8809,
"finalizer": "worker_a",
"independent_verification":... | {
"candidate_count": 15,
"pass_rate": 0.75,
"quality": 0.8809,
"quality_target_met": false,
"utility": 80.050298
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.118,"estimated_latency_ms":170251,"estimated_pass_rate":0.75,"estimated_quality":0.8809,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":21.881,"max_latency_ms":184358,"policy":"stric... | {
"ambiguity": 0.7612,
"category": "operations",
"complexity": 0.9209,
"consequence": 0.749,
"evidence_need": 0.7115,
"family": "incident_response",
"input_tokens": 480,
"request_id": "synthetic-incident_response-010351",
"reversibility": 0.2936,
"risk": 0.9186,
"summary": "Prioritize actions duri... | [
{
"credits_per_call": 14.219,
"id": "worker_a",
"p95_latency_ms": 62290,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.9367,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.193,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 19.791,
"max_latency_ms": 214495,
"minimum_quality": 0.735
} | research_synthesis | synthetic-research_synthesis-010973 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.375,
"estimated_latency_ms": 128329,
"estimated_pass_rate": 0.8998,
"estimated_quality": 0.9403,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8998,
"quality": 0.9403,
"quality_target_met": true,
"utility": 71.039586
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":15.375,"estimated_latency_ms":128329,"estimated_pass_rate":0.8998,"estimated_quality":0.9403,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":19.791,"max_latency_ms":214495,"policy":"balanced","reason_codes":["i... | {
"ambiguity": 0.484,
"category": "research",
"complexity": 0.645,
"consequence": 0.4291,
"evidence_need": 0.7559,
"family": "research_synthesis",
"input_tokens": 1720,
"request_id": "synthetic-research_synthesis-010973",
"reversibility": 0.75,
"risk": 0.3678,
"summary": "Compare evidence for usag... | [
{
"credits_per_call": 3.975,
"id": "worker_a",
"p95_latency_ms": 52053,
"pass_rate": 0.8086,
"provider_group": "provider_y",
"quality": 0.8139,
"strengths": [
"reasoning",
"review",
"synthesis",
"writing"
]
},
{
"credits_per_call": 0.837,
"id": "wo... |
{
"max_calls": 3,
"max_credits": 23.851,
"max_latency_ms": 205535,
"minimum_quality": 0.8088
} | debugging | synthetic-debugging-009260 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.001,
"estimated_latency_ms": 183791,
"estimated_pass_rate": 0.7264,
"estimated_quality": 0.9098,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7264,
"quality": 0.9098,
"quality_target_met": true,
"utility": 69.379623
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.001,"estimated_latency_ms":183791,"estimated_pass_rate":0.7264,"estimated_quality":0.9098,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":23.851,"max_latency_ms":205535,"policy":"str... | {
"ambiguity": 0.6728,
"category": "coding",
"complexity": 0.7293,
"consequence": 0.4536,
"evidence_need": 0.3895,
"family": "debugging",
"input_tokens": 3960,
"request_id": "synthetic-debugging-009260",
"reversibility": 0.5584,
"risk": 0.3835,
"summary": "Find the root cause of a concurrency-sens... | [
{
"credits_per_call": 0.967,
"id": "worker_a",
"p95_latency_ms": 22836,
"pass_rate": 0.4701,
"provider_group": "provider_z",
"quality": 0.7642,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 14.609,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 2,
"max_credits": 1.911,
"max_latency_ms": 32248,
"minimum_quality": 0.5798
} | data_analysis | synthetic-data_analysis-001182 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.08,
"estimated_latency_ms": 25859,
"estimated_pass_rate": 0.3271,
"estimated_quality": 0.6354,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.911,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.3271,
"quality": 0.6354,
"quality_target_met": true,
"utility": 39.3536
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.08,"estimated_latency_ms":25859,"estimated_pass_rate":0.3271,"estimated_quality":0.6354,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.911,"max_latency_ms":32248,"policy":"lean","reason_codes":["single_call_suffi... | {
"ambiguity": 0.4512,
"category": "analysis",
"complexity": 0.4992,
"consequence": 0.4641,
"evidence_need": 0.5911,
"family": "data_analysis",
"input_tokens": 4760,
"request_id": "synthetic-data_analysis-001182",
"reversibility": 0.6598,
"risk": 0.4462,
"summary": "Compare two experiments on sche... | [
{
"credits_per_call": 1.08,
"id": "worker_a",
"p95_latency_ms": 25859,
"pass_rate": 0.454,
"provider_group": "provider_y",
"quality": 0.7081,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.87,
"id": "worker_b",
"p95_latency... |
{
"max_calls": 2,
"max_credits": 19.824,
"max_latency_ms": 194800,
"minimum_quality": 0.8881
} | data_analysis | synthetic-data_analysis-018374 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.286,
"estimated_latency_ms": 162553,
"estimated_pass_rate": 0.9232,
"estimated_quality": 0.9612,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.9232,
"quality": 0.9612,
"quality_target_met": true,
"utility": 69.803418
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":18.286,"estimated_latency_ms":162553,"estimated_pass_rate":0.9232,"estimated_quality":0.9612,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":19.824,"max_latency_ms":194800,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.3111,
"category": "analysis",
"complexity": 0.652,
"consequence": 0.2223,
"evidence_need": 0.6455,
"family": "data_analysis",
"input_tokens": 1200,
"request_id": "synthetic-data_analysis-018374",
"reversibility": 0.6579,
"risk": 0.3066,
"summary": "Analyze a dataset about backgrou... | [
{
"credits_per_call": 0.952,
"id": "worker_a",
"p95_latency_ms": 32533,
"pass_rate": 0.4511,
"provider_group": "provider_z",
"quality": 0.6263,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.583,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 16.823,
"max_latency_ms": 98229,
"minimum_quality": 0.8573
} | feature_implementation | synthetic-feature_implementation-006043 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 10.99,
"estimated_latency_ms": 85235,
"estimated_pass_rate": 0.8615,
"estimated_quality": 0.8683,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 16... | {
"candidate_count": 7,
"pass_rate": 0.8615,
"quality": 0.8683,
"quality_target_met": true,
"utility": 63.341569
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":10.99,"estimated_latency_ms":85235,"estimated_pass_rate":0.8615,"estimated_quality":0.8683,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":16.823,"max_latency_ms":98229,"policy":"balanced","reason_codes":["comp... | {
"ambiguity": 0.4899,
"category": "coding",
"complexity": 0.7914,
"consequence": 0.5691,
"evidence_need": 0.2669,
"family": "feature_implementation",
"input_tokens": 7320,
"request_id": "synthetic-feature_implementation-006043",
"reversibility": 0.7799,
"risk": 0.4805,
"summary": "Implement rate ... | [
{
"credits_per_call": 4.01,
"id": "worker_a",
"p95_latency_ms": 54008,
"pass_rate": 0.772,
"provider_group": "provider_z",
"quality": 0.9185,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 10.053,
"id": "worker_b",
"p95_la... |
{
"max_calls": 1,
"max_credits": 2.768,
"max_latency_ms": 21025,
"minimum_quality": 0.6875
} | debugging | synthetic-debugging-002844 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.925,
"estimated_latency_ms": 18989,
"estimated_pass_rate": 0.4113,
"estimated_quality": 0.6098,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.768,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4113,
"quality": 0.6098,
"quality_target_met": false,
"utility": 37.600633
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.925,"estimated_latency_ms":18989,"estimated_pass_rate":0.4113,"estimated_quality":0.6098,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.768,"max_latency_ms":21025,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.7711,
"category": "coding",
"complexity": 0.6715,
"consequence": 0.3856,
"evidence_need": 0.6277,
"family": "debugging",
"input_tokens": 5720,
"request_id": "synthetic-debugging-002844",
"reversibility": 0.7447,
"risk": 0.5247,
"summary": "Explain why private credentials fails onl... | [
{
"credits_per_call": 14.125,
"id": "worker_a",
"p95_latency_ms": 81792,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.9376,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.563,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 20.517,
"max_latency_ms": 230032,
"minimum_quality": 0.9236
} | product_tradeoff | synthetic-product_tradeoff-002192 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 20.055,
"estimated_latency_ms": 196419,
"estimated_pass_rate": 0.7158,
"estimated_quality": 0.9028,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7158,
"quality": 0.9028,
"quality_target_met": false,
"utility": 67.259994
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":20.055,"estimated_latency_ms":196419,"estimated_pass_rate":0.7158,"estimated_quality":0.9028,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":20.517,"max_latency_ms":230032,"policy":"str... | {
"ambiguity": 0.7876,
"category": "decision",
"complexity": 0.7467,
"consequence": 0.5311,
"evidence_need": 0.6033,
"family": "product_tradeoff",
"input_tokens": 1560,
"request_id": "synthetic-product_tradeoff-002192",
"reversibility": 0.6518,
"risk": 0.2436,
"summary": "Choose an implementation ... | [
{
"credits_per_call": 3.773,
"id": "worker_a",
"p95_latency_ms": 79478,
"pass_rate": 0.7509,
"provider_group": "provider_y",
"quality": 0.8001,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.054,
"id": "worker_b",
"p95_l... |
{
"max_calls": 2,
"max_credits": 20.353,
"max_latency_ms": 242389,
"minimum_quality": 0.83
} | feature_implementation | synthetic-feature_implementation-011059 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.059,
"estimated_latency_ms": 154434,
"estimated_pass_rate": 0.8535,
"estimated_quality": 0.9182,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8535,
"quality": 0.9182,
"quality_target_met": true,
"utility": 66.921044
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":18.059,"estimated_latency_ms":154434,"estimated_pass_rate":0.8535,"estimated_quality":0.9182,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":20.353,"max_latency_ms":242389,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.2539,
"category": "coding",
"complexity": 0.5901,
"consequence": 0.2578,
"evidence_need": 0.5217,
"family": "feature_implementation",
"input_tokens": 7800,
"request_id": "synthetic-feature_implementation-011059",
"reversibility": 0.4896,
"risk": 0.3873,
"summary": "Patch a product... | [
{
"credits_per_call": 1.164,
"id": "worker_a",
"p95_latency_ms": 27898,
"pass_rate": 0.4958,
"provider_group": "provider_x",
"quality": 0.7354,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 14.133,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 17.371,
"max_latency_ms": 190750,
"minimum_quality": 0.7548
} | data_analysis | synthetic-data_analysis-007478 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.546,
"estimated_latency_ms": 94224,
"estimated_pass_rate": 0.9155,
"estimated_quality": 0.9595,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 1... | {
"candidate_count": 15,
"pass_rate": 0.9155,
"quality": 0.9595,
"quality_target_met": true,
"utility": 71.805169
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":16.546,"estimated_latency_ms":94224,"estimated_pass_rate":0.9155,"estimated_quality":0.9595,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":17.371,"max_latency_ms":190750,"policy":"balanced","reason_codes":["cr... | {
"ambiguity": 0.6912,
"category": "analysis",
"complexity": 0.4065,
"consequence": 0.4091,
"evidence_need": 0.5776,
"family": "data_analysis",
"input_tokens": 4160,
"request_id": "synthetic-data_analysis-007478",
"reversibility": 0.8673,
"risk": 0.415,
"summary": "Interpret a noisy metric shift i... | [
{
"credits_per_call": 0.781,
"id": "worker_a",
"p95_latency_ms": 29829,
"pass_rate": 0.5443,
"provider_group": "provider_x",
"quality": 0.6117,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 12.783,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 1,
"max_credits": 2.932,
"max_latency_ms": 46107,
"minimum_quality": 0.6385
} | content_revision | synthetic-content_revision-005906 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.086,
"estimated_latency_ms": 29187,
"estimated_pass_rate": 0.3945,
"estimated_quality": 0.6368,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.932,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3945,
"quality": 0.6368,
"quality_target_met": false,
"utility": 43.042307
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":1.086,"estimated_latency_ms":29187,"estimated_pass_rate":0.3945,"estimated_quality":0.6368,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.932,"max_latency_ms":46107,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.3544,
"category": "writing",
"complexity": 0.2979,
"consequence": 0.0828,
"evidence_need": 0.2331,
"family": "content_revision",
"input_tokens": 2400,
"request_id": "synthetic-content_revision-005906",
"reversibility": 0.8424,
"risk": 0.2003,
"summary": "Rewrite a streaming infere... | [
{
"credits_per_call": 4.246,
"id": "worker_a",
"p95_latency_ms": 77612,
"pass_rate": 0.8893,
"provider_group": "provider_z",
"quality": 0.9734,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.086,
"id": "worker_b",
"p95_l... |
{
"max_calls": 2,
"max_credits": 20.652,
"max_latency_ms": 131623,
"minimum_quality": 0.8663
} | feature_implementation | synthetic-feature_implementation-005267 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.112,
"estimated_latency_ms": 114721,
"estimated_pass_rate": 0.8782,
"estimated_quality": 0.9588,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8782,
"quality": 0.9588,
"quality_target_met": true,
"utility": 70.95664
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":16.112,"estimated_latency_ms":114721,"estimated_pass_rate":0.8782,"estimated_quality":0.9588,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":20.652,"max_latency_ms":131623,"policy":"balanced","reason_codes":["i... | {
"ambiguity": 0.5358,
"category": "coding",
"complexity": 0.465,
"consequence": 0.4216,
"evidence_need": 0.6233,
"family": "feature_implementation",
"input_tokens": 3200,
"request_id": "synthetic-feature_implementation-005267",
"reversibility": 0.7781,
"risk": 0.5226,
"summary": "Implement model ... | [
{
"credits_per_call": 12.862,
"id": "worker_a",
"p95_latency_ms": 67763,
"pass_rate": 0.9252,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.189,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 3.212,
"max_latency_ms": 59038,
"minimum_quality": 0.693
} | research_synthesis | synthetic-research_synthesis-003741 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.044,
"estimated_latency_ms": 31391,
"estimated_pass_rate": 0.3823,
"estimated_quality": 0.5734,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.212,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3823,
"quality": 0.5734,
"quality_target_met": false,
"utility": 34.652594
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.044,"estimated_latency_ms":31391,"estimated_pass_rate":0.3823,"estimated_quality":0.5734,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.212,"max_latency_ms":59038,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.8912,
"category": "research",
"complexity": 0.4659,
"consequence": 0.3913,
"evidence_need": 0.733,
"family": "research_synthesis",
"input_tokens": 2480,
"request_id": "synthetic-research_synthesis-003741",
"reversibility": 0.8886,
"risk": 0.2322,
"summary": "Compare evidence for w... | [
{
"credits_per_call": 3.769,
"id": "worker_a",
"p95_latency_ms": 52422,
"pass_rate": 0.8191,
"provider_group": "provider_x",
"quality": 0.8646,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.044,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 22.108,
"max_latency_ms": 183138,
"minimum_quality": 0.8919
} | product_tradeoff | synthetic-product_tradeoff-020584 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.313,
"estimated_latency_ms": 170264,
"estimated_pass_rate": 0.7156,
"estimated_quality": 0.8981,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7156,
"quality": 0.8981,
"quality_target_met": true,
"utility": 67.857473
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.313,"estimated_latency_ms":170264,"estimated_pass_rate":0.7156,"estimated_quality":0.8981,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":22.108,"max_latency_ms":183138,"policy":"str... | {
"ambiguity": 0.7492,
"category": "decision",
"complexity": 0.7393,
"consequence": 0.5668,
"evidence_need": 0.5861,
"family": "product_tradeoff",
"input_tokens": 7160,
"request_id": "synthetic-product_tradeoff-020584",
"reversibility": 0.6454,
"risk": 0.1246,
"summary": "Recommend whether to laun... | [
{
"credits_per_call": 3.181,
"id": "worker_a",
"p95_latency_ms": 80582,
"pass_rate": 0.8568,
"provider_group": "provider_x",
"quality": 0.8742,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.079,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 17.966,
"max_latency_ms": 179818,
"minimum_quality": 0.801
} | incident_response | synthetic-incident_response-009247 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.148,
"estimated_latency_ms": 157045,
"estimated_pass_rate": 0.7393,
"estimated_quality": 0.8923,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7393,
"quality": 0.8923,
"quality_target_met": true,
"utility": 72.614172
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.148,"estimated_latency_ms":157045,"estimated_pass_rate":0.7393,"estimated_quality":0.8923,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":17.966,"max_latency_ms":179818,"policy":"str... | {
"ambiguity": 0.6489,
"category": "operations",
"complexity": 0.5021,
"consequence": 0.8022,
"evidence_need": 0.9216,
"family": "incident_response",
"input_tokens": 5200,
"request_id": "synthetic-incident_response-009247",
"reversibility": 0.3472,
"risk": 0.5868,
"summary": "Review an outage invo... | [
{
"credits_per_call": 0.795,
"id": "worker_a",
"p95_latency_ms": 21244,
"pass_rate": 0.4892,
"provider_group": "provider_x",
"quality": 0.7017,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.436,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 5.108,
"max_latency_ms": 109358,
"minimum_quality": 0.7253
} | incident_response | synthetic-incident_response-010143 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.389,
"estimated_latency_ms": 92651,
"estimated_pass_rate": 0.6094,
"estimated_quality": 0.7918,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 5.... | {
"candidate_count": 4,
"pass_rate": 0.6094,
"quality": 0.7918,
"quality_target_met": true,
"utility": 59.4521
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.389,"estimated_latency_ms":92651,"estimated_pass_rate":0.6094,"estimated_quality":0.7918,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":5.108,"max_latency_ms":109358,"policy":"balanced","reason_codes":["comp... | {
"ambiguity": 0.6269,
"category": "operations",
"complexity": 0.9064,
"consequence": 0.9615,
"evidence_need": 0.5181,
"family": "incident_response",
"input_tokens": 4200,
"request_id": "synthetic-incident_response-010143",
"reversibility": 0.1634,
"risk": 0.849,
"summary": "Review an outage invol... | [
{
"credits_per_call": 0.793,
"id": "worker_a",
"p95_latency_ms": 28669,
"pass_rate": 0.5211,
"provider_group": "provider_z",
"quality": 0.8023,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 13.774,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 24.039,
"max_latency_ms": 164321,
"minimum_quality": 0.8047
} | research_synthesis | synthetic-research_synthesis-000557 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.728,
"estimated_latency_ms": 139669,
"estimated_pass_rate": 0.6966,
"estimated_quality": 0.9313,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.6966,
"quality": 0.9313,
"quality_target_met": true,
"utility": 74.331657
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":19.728,"estimated_latency_ms":139669,"estimated_pass_rate":0.6966,"estimated_quality":0.9313,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":24.039,"max_latency_ms":164321,"policy":"str... | {
"ambiguity": 0.7794,
"category": "research",
"complexity": 0.7625,
"consequence": 0.3954,
"evidence_need": 0.823,
"family": "research_synthesis",
"input_tokens": 5520,
"request_id": "synthetic-research_synthesis-000557",
"reversibility": 0.892,
"risk": 0.4765,
"summary": "Compare evidence for we... | [
{
"credits_per_call": 3.717,
"id": "worker_a",
"p95_latency_ms": 50265,
"pass_rate": 0.8781,
"provider_group": "provider_z",
"quality": 0.9193,
"strengths": [
"reasoning",
"review",
"synthesis",
"writing"
]
},
{
"credits_per_call": 1.155,
"id": "wo... |
{
"max_calls": 2,
"max_credits": 5.45,
"max_latency_ms": 119198,
"minimum_quality": 0.7852
} | incident_response | synthetic-incident_response-006327 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.645,
"estimated_latency_ms": 83555,
"estimated_pass_rate": 0.6293,
"estimated_quality": 0.8123,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 5.... | {
"candidate_count": 4,
"pass_rate": 0.6293,
"quality": 0.8123,
"quality_target_met": true,
"utility": 58.563191
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.645,"estimated_latency_ms":83555,"estimated_pass_rate":0.6293,"estimated_quality":0.8123,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":5.45,"max_latency_ms":119198,"policy":"balanced","reason_codes":["compl... | {
"ambiguity": 0.5769,
"category": "operations",
"complexity": 0.8118,
"consequence": 0.5932,
"evidence_need": 0.8979,
"family": "incident_response",
"input_tokens": 1800,
"request_id": "synthetic-incident_response-006327",
"reversibility": 0.3885,
"risk": 0.6401,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 3.848,
"id": "worker_a",
"p95_latency_ms": 57579,
"pass_rate": 0.7302,
"provider_group": "provider_x",
"quality": 0.9175,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 14.845,
"id": "wo... |
{
"max_calls": 2,
"max_credits": 14.49,
"max_latency_ms": 215591,
"minimum_quality": 0.8581
} | incident_response | synthetic-incident_response-011055 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 13.868,
"estimated_latency_ms": 74262,
"estimated_pass_rate": 0.8629,
"estimated_quality": 0.9018,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 1... | {
"candidate_count": 7,
"pass_rate": 0.8629,
"quality": 0.9018,
"quality_target_met": true,
"utility": 69.964933
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":13.868,"estimated_latency_ms":74262,"estimated_pass_rate":0.8629,"estimated_quality":0.9018,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":14.49,"max_latency_ms":215591,"policy":"balanced","reason_codes":["com... | {
"ambiguity": 0.7626,
"category": "operations",
"complexity": 0.5384,
"consequence": 0.9589,
"evidence_need": 0.5718,
"family": "incident_response",
"input_tokens": 7600,
"request_id": "synthetic-incident_response-011055",
"reversibility": 0.402,
"risk": 0.7353,
"summary": "Plan immediate contain... | [
{
"credits_per_call": 2.741,
"id": "worker_a",
"p95_latency_ms": 74860,
"pass_rate": 0.8633,
"provider_group": "provider_x",
"quality": 0.7963,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.065,
"id": "worker_b",
"p95_l... |
{
"max_calls": 1,
"max_credits": 1.91,
"max_latency_ms": 41199,
"minimum_quality": 0.6858
} | data_analysis | synthetic-data_analysis-008062 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.098,
"estimated_latency_ms": 28848,
"estimated_pass_rate": 0.3275,
"estimated_quality": 0.574,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.91,
"max_latency_m... | {
"candidate_count": 1,
"pass_rate": 0.3275,
"quality": 0.574,
"quality_target_met": false,
"utility": 31.249866
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":1.098,"estimated_latency_ms":28848,"estimated_pass_rate":0.3275,"estimated_quality":0.574,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.91,"max_latency_ms":41199,"policy":"lean","reason_codes":["best_feasible_belo... | {
"ambiguity": 0.505,
"category": "analysis",
"complexity": 0.7567,
"consequence": 0.2786,
"evidence_need": 0.3538,
"family": "data_analysis",
"input_tokens": 4560,
"request_id": "synthetic-data_analysis-008062",
"reversibility": 0.8714,
"risk": 0.2016,
"summary": "Compare two experiments on backg... | [
{
"credits_per_call": 13.988,
"id": "worker_a",
"p95_latency_ms": 85495,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.098,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 5.402,
"max_latency_ms": 102531,
"minimum_quality": 0.7341
} | research_synthesis | synthetic-research_synthesis-014541 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.755,
"estimated_latency_ms": 90180,
"estimated_pass_rate": 0.621,
"estimated_quality": 0.7467,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 5.4... | {
"candidate_count": 4,
"pass_rate": 0.621,
"quality": 0.7467,
"quality_target_met": true,
"utility": 45.655712
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.755,"estimated_latency_ms":90180,"estimated_pass_rate":0.621,"estimated_quality":0.7467,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":5.402,"max_latency_ms":102531,"policy":"balanced","reason_codes":["compl... | {
"ambiguity": 0.8694,
"category": "research",
"complexity": 0.8833,
"consequence": 0.2559,
"evidence_need": 0.7179,
"family": "research_synthesis",
"input_tokens": 6040,
"request_id": "synthetic-research_synthesis-014541",
"reversibility": 0.981,
"risk": 0.5155,
"summary": "Review competing appro... | [
{
"credits_per_call": 0.866,
"id": "worker_a",
"p95_latency_ms": 24083,
"pass_rate": 0.4207,
"provider_group": "provider_x",
"quality": 0.6746,
"strengths": [
"coding",
"drafting",
"speed",
"synthesis"
]
},
{
"credits_per_call": 3.889,
"id": "worke... |
{
"max_calls": 2,
"max_credits": 11.522,
"max_latency_ms": 237995,
"minimum_quality": 0.8537
} | direct_facts | synthetic-direct_facts-007545 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.4,
"estimated_latency_ms": 92102,
"estimated_pass_rate": 0.815,
"estimated_quality": 0.8596,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 11.52... | {
"candidate_count": 4,
"pass_rate": 0.815,
"quality": 0.8596,
"quality_target_met": true,
"utility": 57.923604
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.4,"estimated_latency_ms":92102,"estimated_pass_rate":0.815,"estimated_quality":0.8596,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":11.522,"max_latency_ms":237995,"policy":"balanced","reason_codes":["indepe... | {
"ambiguity": 0.0594,
"category": "general",
"complexity": 0.2234,
"consequence": 0.0661,
"evidence_need": 0.0792,
"family": "direct_facts",
"input_tokens": 1800,
"request_id": "synthetic-direct_facts-007545",
"reversibility": 0.8112,
"risk": 0.1223,
"summary": "Summarize the supplied release not... | [
{
"credits_per_call": 3.523,
"id": "worker_a",
"p95_latency_ms": 67299,
"pass_rate": 0.8245,
"provider_group": "provider_z",
"quality": 0.8181,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 15.061,
"id": "worker_b",
"p95_... |
{
"max_calls": 1,
"max_credits": 1.445,
"max_latency_ms": 26613,
"minimum_quality": 0.751
} | debugging | synthetic-debugging-004140 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.029,
"estimated_latency_ms": 21540,
"estimated_pass_rate": 0.344,
"estimated_quality": 0.6169,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.445,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.344,
"quality": 0.6169,
"quality_target_met": false,
"utility": 31.90062
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":1.029,"estimated_latency_ms":21540,"estimated_pass_rate":0.344,"estimated_quality":0.6169,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.445,"max_latency_ms":26613,"policy":"lean","reason_codes":["best_feasible_bel... | {
"ambiguity": 0.5825,
"category": "coding",
"complexity": 0.8171,
"consequence": 0.2555,
"evidence_need": 0.5299,
"family": "debugging",
"input_tokens": 1480,
"request_id": "synthetic-debugging-004140",
"reversibility": 0.5184,
"risk": 0.5893,
"summary": "Diagnose an intermittent failure in model... | [
{
"credits_per_call": 1.029,
"id": "worker_a",
"p95_latency_ms": 21540,
"pass_rate": 0.5284,
"provider_group": "provider_z",
"quality": 0.7662,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.243,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 1.344,
"max_latency_ms": 33085,
"minimum_quality": 0.7628
} | feature_implementation | synthetic-feature_implementation-007443 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.976,
"estimated_latency_ms": 31489,
"estimated_pass_rate": 0.4962,
"estimated_quality": 0.7166,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.344,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4962,
"quality": 0.7166,
"quality_target_met": false,
"utility": 44.535144
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.976,"estimated_latency_ms":31489,"estimated_pass_rate":0.4962,"estimated_quality":0.7166,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.344,"max_latency_ms":33085,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.4789,
"category": "coding",
"complexity": 0.4839,
"consequence": 0.3767,
"evidence_need": 0.279,
"family": "feature_implementation",
"input_tokens": 1360,
"request_id": "synthetic-feature_implementation-007443",
"reversibility": 0.6062,
"risk": 0.3897,
"summary": "Patch a producti... | [
{
"credits_per_call": 0.976,
"id": "worker_a",
"p95_latency_ms": 31489,
"pass_rate": 0.6188,
"provider_group": "provider_z",
"quality": 0.7843,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 2.745,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 1.021,
"max_latency_ms": 47887,
"minimum_quality": 0.5113
} | direct_facts | synthetic-direct_facts-007689 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.85,
"estimated_latency_ms": 24896,
"estimated_pass_rate": 0.4689,
"estimated_quality": 0.7128,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.021,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.4689,
"quality": 0.7128,
"quality_target_met": true,
"utility": 46.811172
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.85,"estimated_latency_ms":24896,"estimated_pass_rate":0.4689,"estimated_quality":0.7128,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.021,"max_latency_ms":47887,"policy":"lean","reason_codes":["credit_constraine... | {
"ambiguity": 0.2262,
"category": "general",
"complexity": 0.2391,
"consequence": 0.1848,
"evidence_need": 0.1383,
"family": "direct_facts",
"input_tokens": 4880,
"request_id": "synthetic-direct_facts-007689",
"reversibility": 0.9993,
"risk": 0.0924,
"summary": "Return a concise explanation of ac... | [
{
"credits_per_call": 2.948,
"id": "worker_a",
"p95_latency_ms": 72104,
"pass_rate": 0.8065,
"provider_group": "provider_x",
"quality": 0.9108,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.85,
"id": "work... |
{
"max_calls": 3,
"max_credits": 18.848,
"max_latency_ms": 203525,
"minimum_quality": 0.8063
} | debugging | synthetic-debugging-013148 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.635,
"estimated_latency_ms": 159325,
"estimated_pass_rate": 0.7102,
"estimated_quality": 0.9151,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7102,
"quality": 0.9151,
"quality_target_met": true,
"utility": 72.523499
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":14.635,"estimated_latency_ms":159325,"estimated_pass_rate":0.7102,"estimated_quality":0.9151,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":18.848,"max_latency_ms":203525,"policy":"str... | {
"ambiguity": 0.466,
"category": "coding",
"complexity": 0.7844,
"consequence": 0.593,
"evidence_need": 0.5819,
"family": "debugging",
"input_tokens": 2280,
"request_id": "synthetic-debugging-013148",
"reversibility": 0.6035,
"risk": 0.5421,
"summary": "Diagnose an intermittent failure in observa... | [
{
"credits_per_call": 2.977,
"id": "worker_a",
"p95_latency_ms": 52482,
"pass_rate": 0.8597,
"provider_group": "provider_x",
"quality": 0.7978,
"strengths": [
"coding",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 10.819,
"id": "work... |
{
"max_calls": 3,
"max_credits": 23.237,
"max_latency_ms": 225090,
"minimum_quality": 0.8254
} | debugging | synthetic-debugging-016804 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.552,
"estimated_latency_ms": 173037,
"estimated_pass_rate": 0.7141,
"estimated_quality": 0.8852,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7141,
"quality": 0.8852,
"quality_target_met": true,
"utility": 72.542291
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.552,"estimated_latency_ms":173037,"estimated_pass_rate":0.7141,"estimated_quality":0.8852,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":23.237,"max_latency_ms":225090,"policy":"str... | {
"ambiguity": 0.657,
"category": "coding",
"complexity": 0.8051,
"consequence": 0.4557,
"evidence_need": 0.6872,
"family": "debugging",
"input_tokens": 5240,
"request_id": "synthetic-debugging-016804",
"reversibility": 0.5391,
"risk": 0.5704,
"summary": "Find the root cause of a concurrency-sensi... | [
{
"credits_per_call": 14.587,
"id": "worker_a",
"p95_latency_ms": 85596,
"pass_rate": 0.9289,
"provider_group": "provider_y",
"quality": 0.918,
"strengths": [
"coding",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 2.772,
"i... |
{
"max_calls": 3,
"max_credits": 23.991,
"max_latency_ms": 143689,
"minimum_quality": 0.9326
} | incident_response | synthetic-incident_response-000415 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.54,
"estimated_latency_ms": 133903,
"estimated_pass_rate": 0.7595,
"estimated_quality": 0.8937,
"finalizer": "worker_b",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7595,
"quality": 0.8937,
"quality_target_met": false,
"utility": 73.756962
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.54,"estimated_latency_ms":133903,"estimated_pass_rate":0.7595,"estimated_quality":0.8937,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":23.991,"max_latency_ms":143689,"policy":"stri... | {
"ambiguity": 0.627,
"category": "operations",
"complexity": 0.5027,
"consequence": 0.7412,
"evidence_need": 0.7152,
"family": "incident_response",
"input_tokens": 8000,
"request_id": "synthetic-incident_response-000415",
"reversibility": 0.3475,
"risk": 0.8267,
"summary": "Plan immediate contain... | [
{
"credits_per_call": 1.065,
"id": "worker_a",
"p95_latency_ms": 22114,
"pass_rate": 0.5958,
"provider_group": "provider_y",
"quality": 0.7122,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 13.476,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 18.208,
"max_latency_ms": 222559,
"minimum_quality": 0.9493
} | incident_response | synthetic-incident_response-018623 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.967,
"estimated_latency_ms": 160359,
"estimated_pass_rate": 0.7634,
"estimated_quality": 0.9262,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7634,
"quality": 0.9262,
"quality_target_met": false,
"utility": 78.351285
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":14.967,"estimated_latency_ms":160359,"estimated_pass_rate":0.7634,"estimated_quality":0.9262,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":18.208,"max_latency_ms":222559,"policy":"str... | {
"ambiguity": 0.4914,
"category": "operations",
"complexity": 0.5759,
"consequence": 0.908,
"evidence_need": 0.8851,
"family": "incident_response",
"input_tokens": 6560,
"request_id": "synthetic-incident_response-018623",
"reversibility": 0.4185,
"risk": 0.7504,
"summary": "Plan immediate contain... | [
{
"credits_per_call": 1.173,
"id": "worker_a",
"p95_latency_ms": 26528,
"pass_rate": 0.505,
"provider_group": "provider_z",
"quality": 0.72,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 10.126,
"id": "worker_b",
"p95_latenc... |
{
"max_calls": 2,
"max_credits": 18.931,
"max_latency_ms": 164177,
"minimum_quality": 0.8229
} | incident_response | synthetic-incident_response-008439 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.165,
"estimated_latency_ms": 135724,
"estimated_pass_rate": 0.8786,
"estimated_quality": 0.9084,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8786,
"quality": 0.9084,
"quality_target_met": true,
"utility": 71.533653
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":15.165,"estimated_latency_ms":135724,"estimated_pass_rate":0.8786,"estimated_quality":0.9084,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":18.931,"max_latency_ms":164177,"policy":"balanced","reason_codes":["h... | {
"ambiguity": 0.5116,
"category": "operations",
"complexity": 0.522,
"consequence": 0.6352,
"evidence_need": 0.6147,
"family": "incident_response",
"input_tokens": 1120,
"request_id": "synthetic-incident_response-008439",
"reversibility": 0.3788,
"risk": 0.9257,
"summary": "Review an outage invol... | [
{
"credits_per_call": 0.974,
"id": "worker_a",
"p95_latency_ms": 19064,
"pass_rate": 0.5474,
"provider_group": "provider_z",
"quality": 0.6889,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 4.217,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 17.313,
"max_latency_ms": 127448,
"minimum_quality": 0.8998
} | incident_response | synthetic-incident_response-009303 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.506,
"estimated_latency_ms": 114562,
"estimated_pass_rate": 0.8337,
"estimated_quality": 0.9125,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8337,
"quality": 0.9125,
"quality_target_met": true,
"utility": 71.079852
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":16.506,"estimated_latency_ms":114562,"estimated_pass_rate":0.8337,"estimated_quality":0.9125,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":17.313,"max_latency_ms":127448,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.45,
"category": "operations",
"complexity": 0.9024,
"consequence": 0.9483,
"evidence_need": 0.8782,
"family": "incident_response",
"input_tokens": 3280,
"request_id": "synthetic-incident_response-009303",
"reversibility": 0.3405,
"risk": 0.7018,
"summary": "Plan immediate containm... | [
{
"credits_per_call": 13.471,
"id": "worker_a",
"p95_latency_ms": 60453,
"pass_rate": 0.9268,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.933,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 2.968,
"max_latency_ms": 26979,
"minimum_quality": 0.6825
} | direct_facts | synthetic-direct_facts-007001 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.901,
"estimated_latency_ms": 21497,
"estimated_pass_rate": 0.4233,
"estimated_quality": 0.831,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.968,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.4233,
"quality": 0.831,
"quality_target_met": true,
"utility": 55.547278
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.901,"estimated_latency_ms":21497,"estimated_pass_rate":0.4233,"estimated_quality":0.831,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.968,"max_latency_ms":26979,"policy":"lean","reason_codes":["single_call_suffi... | {
"ambiguity": 0.1125,
"category": "general",
"complexity": 0.2295,
"consequence": 0.1075,
"evidence_need": 0.0518,
"family": "direct_facts",
"input_tokens": 5120,
"request_id": "synthetic-direct_facts-007001",
"reversibility": 0.8701,
"risk": 0.0562,
"summary": "Convert 5 units and state the resu... | [
{
"credits_per_call": 0.901,
"id": "worker_a",
"p95_latency_ms": 21497,
"pass_rate": 0.4624,
"provider_group": "provider_z",
"quality": 0.8041,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 13.099,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 2,
"max_credits": 11.23,
"max_latency_ms": 133722,
"minimum_quality": 0.8467
} | incident_response | synthetic-incident_response-015439 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 5.036,
"estimated_latency_ms": 97117,
"estimated_pass_rate": 0.6503,
"estimated_quality": 0.8089,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 11... | {
"candidate_count": 4,
"pass_rate": 0.6503,
"quality": 0.8089,
"quality_target_met": false,
"utility": 62.228088
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":5.036,"estimated_latency_ms":97117,"estimated_pass_rate":0.6503,"estimated_quality":0.8089,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":11.23,"max_latency_ms":133722,"policy":"balanced","reason_codes":["best... | {
"ambiguity": 0.4571,
"category": "operations",
"complexity": 0.7963,
"consequence": 0.8384,
"evidence_need": 0.7077,
"family": "incident_response",
"input_tokens": 4840,
"request_id": "synthetic-incident_response-015439",
"reversibility": 0.4845,
"risk": 0.757,
"summary": "Prioritize actions dur... | [
{
"credits_per_call": 11.69,
"id": "worker_a",
"p95_latency_ms": 56027,
"pass_rate": 0.9885,
"provider_group": "provider_z",
"quality": 0.9648,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.941,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 7.412,
"max_latency_ms": 127705,
"minimum_quality": 0.8643
} | debugging | synthetic-debugging-010388 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.211,
"estimated_latency_ms": 106068,
"estimated_pass_rate": 0.5454,
"estimated_quality": 0.7534,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 7... | {
"candidate_count": 4,
"pass_rate": 0.5454,
"quality": 0.7534,
"quality_target_met": false,
"utility": 46.661381
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.211,"estimated_latency_ms":106068,"estimated_pass_rate":0.5454,"estimated_quality":0.7534,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":7.412,"max_latency_ms":127705,"policy":"balanced","reason_codes":["bes... | {
"ambiguity": 0.6542,
"category": "coding",
"complexity": 0.8748,
"consequence": 0.3276,
"evidence_need": 0.6086,
"family": "debugging",
"input_tokens": 6880,
"request_id": "synthetic-debugging-010388",
"reversibility": 0.4783,
"risk": 0.3948,
"summary": "Diagnose an intermittent failure in provi... | [
{
"credits_per_call": 3.029,
"id": "worker_a",
"p95_latency_ms": 80832,
"pass_rate": 0.7347,
"provider_group": "provider_x",
"quality": 0.8337,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.182,
"id": "worker_b",
"p95_l... |
{
"max_calls": 2,
"max_credits": 9.83,
"max_latency_ms": 109026,
"minimum_quality": 0.7416
} | incident_response | synthetic-incident_response-014439 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.887,
"estimated_latency_ms": 77345,
"estimated_pass_rate": 0.7018,
"estimated_quality": 0.8061,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 9.... | {
"candidate_count": 4,
"pass_rate": 0.7018,
"quality": 0.8061,
"quality_target_met": true,
"utility": 66.374023
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.887,"estimated_latency_ms":77345,"estimated_pass_rate":0.7018,"estimated_quality":0.8061,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":9.83,"max_latency_ms":109026,"policy":"balanced","reason_codes":["high_... | {
"ambiguity": 0.6307,
"category": "operations",
"complexity": 0.6818,
"consequence": 0.9465,
"evidence_need": 0.5434,
"family": "incident_response",
"input_tokens": 5720,
"request_id": "synthetic-incident_response-014439",
"reversibility": 0.4819,
"risk": 0.9338,
"summary": "Prioritize actions du... | [
{
"credits_per_call": 3.715,
"id": "worker_a",
"p95_latency_ms": 46163,
"pass_rate": 0.8388,
"provider_group": "provider_x",
"quality": 0.8933,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.172,
"id": "worker_b",
"p95_l... |
{
"max_calls": 1,
"max_credits": 1.65,
"max_latency_ms": 36399,
"minimum_quality": 0.6692
} | direct_facts | synthetic-direct_facts-006393 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.092,
"estimated_latency_ms": 28489,
"estimated_pass_rate": 0.4358,
"estimated_quality": 0.76,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.65,
"max_latency_ms... | {
"candidate_count": 1,
"pass_rate": 0.4358,
"quality": 0.76,
"quality_target_met": true,
"utility": 48.988584
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":1.092,"estimated_latency_ms":28489,"estimated_pass_rate":0.4358,"estimated_quality":0.76,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.65,"max_latency_ms":36399,"policy":"lean","reason_codes":["single_call_suffici... | {
"ambiguity": 0.188,
"category": "general",
"complexity": 0.2643,
"consequence": 0.1219,
"evidence_need": 0.1447,
"family": "direct_facts",
"input_tokens": 2640,
"request_id": "synthetic-direct_facts-006393",
"reversibility": 0.9055,
"risk": 0.1451,
"summary": "Summarize the supplied release note... | [
{
"credits_per_call": 3.389,
"id": "worker_a",
"p95_latency_ms": 64930,
"pass_rate": 0.866,
"provider_group": "provider_x",
"quality": 0.8912,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 14.376,
"id": "worker_b",
"p95_l... |
{
"max_calls": 1,
"max_credits": 3.555,
"max_latency_ms": 39591,
"minimum_quality": 0.5448
} | incident_response | synthetic-incident_response-007663 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.875,
"estimated_latency_ms": 27552,
"estimated_pass_rate": 0.354,
"estimated_quality": 0.5981,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.555,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.354,
"quality": 0.5981,
"quality_target_met": true,
"utility": 40.369654
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.875,"estimated_latency_ms":27552,"estimated_pass_rate":0.354,"estimated_quality":0.5981,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.555,"max_latency_ms":39591,"policy":"lean","reason_codes":["complex_task","hi... | {
"ambiguity": 0.6491,
"category": "operations",
"complexity": 0.7351,
"consequence": 0.5509,
"evidence_need": 0.5507,
"family": "incident_response",
"input_tokens": 2760,
"request_id": "synthetic-incident_response-007663",
"reversibility": 0.4967,
"risk": 0.838,
"summary": "Plan immediate contain... | [
{
"credits_per_call": 13.562,
"id": "worker_a",
"p95_latency_ms": 87678,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.9568,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 4.025,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 9.629,
"max_latency_ms": 155710,
"minimum_quality": 0.8466
} | incident_response | synthetic-incident_response-015183 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 3.981,
"estimated_latency_ms": 101996,
"estimated_pass_rate": 0.6267,
"estimated_quality": 0.8269,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 9... | {
"candidate_count": 4,
"pass_rate": 0.6267,
"quality": 0.8269,
"quality_target_met": false,
"utility": 63.706755
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":3.981,"estimated_latency_ms":101996,"estimated_pass_rate":0.6267,"estimated_quality":0.8269,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":9.629,"max_latency_ms":155710,"policy":"balanced","reason_codes":["bes... | {
"ambiguity": 0.3776,
"category": "operations",
"complexity": 0.6968,
"consequence": 0.9379,
"evidence_need": 0.6869,
"family": "incident_response",
"input_tokens": 240,
"request_id": "synthetic-incident_response-015183",
"reversibility": 0.3529,
"risk": 0.6406,
"summary": "Review an outage invol... | [
{
"credits_per_call": 0.909,
"id": "worker_a",
"p95_latency_ms": 25222,
"pass_rate": 0.5055,
"provider_group": "provider_z",
"quality": 0.7568,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 10.031,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 2.271,
"max_latency_ms": 44440,
"minimum_quality": 0.5598
} | product_tradeoff | synthetic-product_tradeoff-004744 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.085,
"estimated_latency_ms": 24408,
"estimated_pass_rate": 0.3599,
"estimated_quality": 0.7073,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.271,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3599,
"quality": 0.7073,
"quality_target_met": true,
"utility": 46.314401
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.085,"estimated_latency_ms":24408,"estimated_pass_rate":0.3599,"estimated_quality":0.7073,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.271,"max_latency_ms":44440,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.6325,
"category": "decision",
"complexity": 0.3305,
"consequence": 0.4831,
"evidence_need": 0.4807,
"family": "product_tradeoff",
"input_tokens": 6760,
"request_id": "synthetic-product_tradeoff-004744",
"reversibility": 0.7675,
"risk": 0.3791,
"summary": "Recommend whether to laun... | [
{
"credits_per_call": 3.317,
"id": "worker_a",
"p95_latency_ms": 49144,
"pass_rate": 0.7381,
"provider_group": "provider_x",
"quality": 0.9212,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 11.089,
"id": "worker_b",
"p95_... |
{
"max_calls": 2,
"max_credits": 11.794,
"max_latency_ms": 144560,
"minimum_quality": 0.8565
} | incident_response | synthetic-incident_response-018599 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 11.207,
"estimated_latency_ms": 97203,
"estimated_pass_rate": 0.7271,
"estimated_quality": 0.8601,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 1... | {
"candidate_count": 7,
"pass_rate": 0.7271,
"quality": 0.8601,
"quality_target_met": true,
"utility": 66.750196
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":11.207,"estimated_latency_ms":97203,"estimated_pass_rate":0.7271,"estimated_quality":0.8601,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":11.794,"max_latency_ms":144560,"policy":"balanced","reason_codes":["cr... | {
"ambiguity": 0.699,
"category": "operations",
"complexity": 0.5563,
"consequence": 0.85,
"evidence_need": 0.6438,
"family": "incident_response",
"input_tokens": 1760,
"request_id": "synthetic-incident_response-018599",
"reversibility": 0.3434,
"risk": 0.9198,
"summary": "Plan immediate containme... | [
{
"credits_per_call": 4.245,
"id": "worker_a",
"p95_latency_ms": 77995,
"pass_rate": 0.775,
"provider_group": "provider_y",
"quality": 0.8136,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 10.187,
"id": "wor... |
{
"max_calls": 3,
"max_credits": 21.394,
"max_latency_ms": 222526,
"minimum_quality": 0.8872
} | feature_implementation | synthetic-feature_implementation-000691 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.031,
"estimated_latency_ms": 156794,
"estimated_pass_rate": 0.7712,
"estimated_quality": 0.8887,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7712,
"quality": 0.8887,
"quality_target_met": true,
"utility": 69.120915
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.031,"estimated_latency_ms":156794,"estimated_pass_rate":0.7712,"estimated_quality":0.8887,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":21.394,"max_latency_ms":222526,"policy":"str... | {
"ambiguity": 0.453,
"category": "coding",
"complexity": 0.7704,
"consequence": 0.6373,
"evidence_need": 0.491,
"family": "feature_implementation",
"input_tokens": 200,
"request_id": "synthetic-feature_implementation-000691",
"reversibility": 0.4856,
"risk": 0.5831,
"summary": "Implement webhook ... | [
{
"credits_per_call": 2.911,
"id": "worker_a",
"p95_latency_ms": 52370,
"pass_rate": 0.7198,
"provider_group": "provider_x",
"quality": 0.8659,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.876,
"id": "worker_b",
"p95_l... |
{
"max_calls": 1,
"max_credits": 1.186,
"max_latency_ms": 28380,
"minimum_quality": 0.515
} | data_analysis | synthetic-data_analysis-008326 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.892,
"estimated_latency_ms": 24995,
"estimated_pass_rate": 0.3938,
"estimated_quality": 0.6434,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.186,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3938,
"quality": 0.6434,
"quality_target_met": true,
"utility": 39.720178
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.892,"estimated_latency_ms":24995,"estimated_pass_rate":0.3938,"estimated_quality":0.6434,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.186,"max_latency_ms":28380,"policy":"lean","reason_codes":["latency_constrai... | {
"ambiguity": 0.4329,
"category": "analysis",
"complexity": 0.4284,
"consequence": 0.6171,
"evidence_need": 0.4182,
"family": "data_analysis",
"input_tokens": 3120,
"request_id": "synthetic-data_analysis-008326",
"reversibility": 0.8922,
"risk": 0.4385,
"summary": "Analyze a dataset about prompt ... | [
{
"credits_per_call": 2.952,
"id": "worker_a",
"p95_latency_ms": 64586,
"pass_rate": 0.8768,
"provider_group": "provider_x",
"quality": 0.918,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 13.691,
"id": "worker_b",
"p95_l... |
{
"max_calls": 1,
"max_credits": 2.199,
"max_latency_ms": 19924,
"minimum_quality": 0.6176
} | debugging | synthetic-debugging-006932 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.093,
"estimated_latency_ms": 18453,
"estimated_pass_rate": 0.4376,
"estimated_quality": 0.5523,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.199,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4376,
"quality": 0.5523,
"quality_target_met": false,
"utility": 33.917729
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.093,"estimated_latency_ms":18453,"estimated_pass_rate":0.4376,"estimated_quality":0.5523,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.199,"max_latency_ms":19924,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.7674,
"category": "coding",
"complexity": 0.7447,
"consequence": 0.6521,
"evidence_need": 0.4648,
"family": "debugging",
"input_tokens": 6120,
"request_id": "synthetic-debugging-006932",
"reversibility": 0.5624,
"risk": 0.3946,
"summary": "Find the root cause of a concurrency-sens... | [
{
"credits_per_call": 3.897,
"id": "worker_a",
"p95_latency_ms": 79287,
"pass_rate": 0.8167,
"provider_group": "provider_z",
"quality": 0.8231,
"strengths": [
"coding",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 13.141,
"id": "work... |
{
"max_calls": 1,
"max_credits": 3.164,
"max_latency_ms": 44415,
"minimum_quality": 0.5353
} | direct_facts | synthetic-direct_facts-007353 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.948,
"estimated_latency_ms": 28498,
"estimated_pass_rate": 0.4648,
"estimated_quality": 0.7967,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.164,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4648,
"quality": 0.7967,
"quality_target_met": true,
"utility": 55.10112
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.948,"estimated_latency_ms":28498,"estimated_pass_rate":0.4648,"estimated_quality":0.7967,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.164,"max_latency_ms":44415,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.0683,
"category": "general",
"complexity": 0.1528,
"consequence": 0.1239,
"evidence_need": 0.2467,
"family": "direct_facts",
"input_tokens": 6760,
"request_id": "synthetic-direct_facts-007353",
"reversibility": 0.9521,
"risk": 0.1495,
"summary": "Convert 5 units and state the resu... | [
{
"credits_per_call": 3.236,
"id": "worker_a",
"p95_latency_ms": 70641,
"pass_rate": 0.7747,
"provider_group": "provider_x",
"quality": 0.9024,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 9.932,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 24.884,
"max_latency_ms": 226997,
"minimum_quality": 0.8738
} | incident_response | synthetic-incident_response-020079 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.138,
"estimated_latency_ms": 187094,
"estimated_pass_rate": 0.7172,
"estimated_quality": 0.9301,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7172,
"quality": 0.9301,
"quality_target_met": true,
"utility": 75.144653
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.138,"estimated_latency_ms":187094,"estimated_pass_rate":0.7172,"estimated_quality":0.9301,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":24.884,"max_latency_ms":226997,"policy":"str... | {
"ambiguity": 0.7385,
"category": "operations",
"complexity": 0.6204,
"consequence": 0.7785,
"evidence_need": 0.5899,
"family": "incident_response",
"input_tokens": 6680,
"request_id": "synthetic-incident_response-020079",
"reversibility": 0.2704,
"risk": 0.5622,
"summary": "Prioritize actions du... | [
{
"credits_per_call": 3.957,
"id": "worker_a",
"p95_latency_ms": 79317,
"pass_rate": 0.8338,
"provider_group": "provider_y",
"quality": 0.8919,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.165,
"id": "wor... |
{
"max_calls": 3,
"max_credits": 19.841,
"max_latency_ms": 163336,
"minimum_quality": 0.6863
} | incident_response | synthetic-incident_response-000183 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.684,
"estimated_latency_ms": 118187,
"estimated_pass_rate": 0.9126,
"estimated_quality": 0.9487,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 15,
"pass_rate": 0.9126,
"quality": 0.9487,
"quality_target_met": true,
"utility": 73.850134
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":15.684,"estimated_latency_ms":118187,"estimated_pass_rate":0.9126,"estimated_quality":0.9487,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":19.841,"max_latency_ms":163336,"policy":"balanced","reason_codes":["h... | {
"ambiguity": 0.457,
"category": "operations",
"complexity": 0.5119,
"consequence": 0.8235,
"evidence_need": 0.5127,
"family": "incident_response",
"input_tokens": 1680,
"request_id": "synthetic-incident_response-000183",
"reversibility": 0.4402,
"risk": 0.5613,
"summary": "Plan immediate contain... | [
{
"credits_per_call": 1.112,
"id": "worker_a",
"p95_latency_ms": 29577,
"pass_rate": 0.4882,
"provider_group": "provider_x",
"quality": 0.6831,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 4.048,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 8.097,
"max_latency_ms": 107273,
"minimum_quality": 0.891
} | debugging | synthetic-debugging-002948 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.535,
"estimated_latency_ms": 100516,
"estimated_pass_rate": 0.644,
"estimated_quality": 0.7357,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 8.... | {
"candidate_count": 4,
"pass_rate": 0.644,
"quality": 0.7357,
"quality_target_met": false,
"utility": 45.642234
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.535,"estimated_latency_ms":100516,"estimated_pass_rate":0.644,"estimated_quality":0.7357,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":8.097,"max_latency_ms":107273,"policy":"balanced","reason_codes":["best... | {
"ambiguity": 0.6052,
"category": "coding",
"complexity": 0.543,
"consequence": 0.322,
"evidence_need": 0.3781,
"family": "debugging",
"input_tokens": 3400,
"request_id": "synthetic-debugging-002948",
"reversibility": 0.6363,
"risk": 0.4947,
"summary": "Find the root cause of a concurrency-sensit... | [
{
"credits_per_call": 13.794,
"id": "worker_a",
"p95_latency_ms": 49796,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"coding",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.69,
"id"... |
{
"max_calls": 3,
"max_credits": 23.756,
"max_latency_ms": 216899,
"minimum_quality": 0.8791
} | debugging | synthetic-debugging-003892 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.211,
"estimated_latency_ms": 167039,
"estimated_pass_rate": 0.7402,
"estimated_quality": 0.9274,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7402,
"quality": 0.9274,
"quality_target_met": true,
"utility": 71.628721
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.211,"estimated_latency_ms":167039,"estimated_pass_rate":0.7402,"estimated_quality":0.9274,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":23.756,"max_latency_ms":216899,"policy":"str... | {
"ambiguity": 0.6355,
"category": "coding",
"complexity": 0.6941,
"consequence": 0.6073,
"evidence_need": 0.5867,
"family": "debugging",
"input_tokens": 6640,
"request_id": "synthetic-debugging-003892",
"reversibility": 0.5237,
"risk": 0.3102,
"summary": "Explain why artifact storage fails only u... | [
{
"credits_per_call": 13.817,
"id": "worker_a",
"p95_latency_ms": 74954,
"pass_rate": 0.9419,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.99,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 2.977,
"max_latency_ms": 42407,
"minimum_quality": 0.6634
} | debugging | synthetic-debugging-005236 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.978,
"estimated_latency_ms": 22472,
"estimated_pass_rate": 0.2733,
"estimated_quality": 0.555,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.977,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.2733,
"quality": 0.555,
"quality_target_met": false,
"utility": 31.458863
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.978,"estimated_latency_ms":22472,"estimated_pass_rate":0.2733,"estimated_quality":0.555,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.977,"max_latency_ms":42407,"policy":"lean","reason_codes":["best_feasible_bel... | {
"ambiguity": 0.5101,
"category": "coding",
"complexity": 0.8299,
"consequence": 0.3859,
"evidence_need": 0.6424,
"family": "debugging",
"input_tokens": 7560,
"request_id": "synthetic-debugging-005236",
"reversibility": 0.7246,
"risk": 0.5474,
"summary": "Explain why artifact storage fails only u... | [
{
"credits_per_call": 11.316,
"id": "worker_a",
"p95_latency_ms": 78493,
"pass_rate": 0.9847,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.978,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 1.083,
"max_latency_ms": 25425,
"minimum_quality": 0.6867
} | feature_implementation | synthetic-feature_implementation-003371 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.967,
"estimated_latency_ms": 21148,
"estimated_pass_rate": 0.4315,
"estimated_quality": 0.6724,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.083,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4315,
"quality": 0.6724,
"quality_target_met": false,
"utility": 41.01946
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.967,"estimated_latency_ms":21148,"estimated_pass_rate":0.4315,"estimated_quality":0.6724,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.083,"max_latency_ms":25425,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.2413,
"category": "coding",
"complexity": 0.747,
"consequence": 0.3678,
"evidence_need": 0.4405,
"family": "feature_implementation",
"input_tokens": 5360,
"request_id": "synthetic-feature_implementation-003371",
"reversibility": 0.7244,
"risk": 0.5411,
"summary": "Design an API fo... | [
{
"credits_per_call": 12.315,
"id": "worker_a",
"p95_latency_ms": 58556,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.564,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 2.807,
"max_latency_ms": 47154,
"minimum_quality": 0.5352
} | direct_facts | synthetic-direct_facts-005529 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.204,
"estimated_latency_ms": 31612,
"estimated_pass_rate": 0.5237,
"estimated_quality": 0.7794,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.807,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.5237,
"quality": 0.7794,
"quality_target_met": true,
"utility": 54.34861
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":31612,"estimated_pass_rate":0.5237,"estimated_quality":0.7794,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.807,"max_latency_ms":47154,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.1058,
"category": "general",
"complexity": 0.3213,
"consequence": 0.1538,
"evidence_need": 0.1078,
"family": "direct_facts",
"input_tokens": 6560,
"request_id": "synthetic-direct_facts-005529",
"reversibility": 0.8563,
"risk": 0.1045,
"summary": "Return a concise explanation of ba... | [
{
"credits_per_call": 11.595,
"id": "worker_a",
"p95_latency_ms": 74296,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.204,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 21.996,
"max_latency_ms": 171210,
"minimum_quality": 0.7879
} | research_synthesis | synthetic-research_synthesis-019637 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.741,
"estimated_latency_ms": 152746,
"estimated_pass_rate": 0.6978,
"estimated_quality": 0.8944,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.6978,
"quality": 0.8944,
"quality_target_met": true,
"utility": 72.743285
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":152746,"estimated_pass_rate":0.6978,"estimated_quality":0.8944,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":21.996,"max_latency_ms":171210,"policy":"str... | {
"ambiguity": 0.749,
"category": "research",
"complexity": 0.8874,
"consequence": 0.4,
"evidence_need": 0.6485,
"family": "research_synthesis",
"input_tokens": 6920,
"request_id": "synthetic-research_synthesis-019637",
"reversibility": 0.8829,
"risk": 0.4879,
"summary": "Review competing approach... | [
{
"credits_per_call": 12.124,
"id": "worker_a",
"p95_latency_ms": 57214,
"pass_rate": 0.972,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.829,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 8.52,
"max_latency_ms": 125764,
"minimum_quality": 0.8186
} | product_tradeoff | synthetic-product_tradeoff-013048 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 3.854,
"estimated_latency_ms": 89410,
"estimated_pass_rate": 0.7645,
"estimated_quality": 0.8417,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 8.... | {
"candidate_count": 4,
"pass_rate": 0.7645,
"quality": 0.8417,
"quality_target_met": true,
"utility": 60.485831
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":3.854,"estimated_latency_ms":89410,"estimated_pass_rate":0.7645,"estimated_quality":0.8417,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":8.52,"max_latency_ms":125764,"policy":"balanced","reason_codes":["indep... | {
"ambiguity": 0.429,
"category": "decision",
"complexity": 0.4365,
"consequence": 0.2817,
"evidence_need": 0.4011,
"family": "product_tradeoff",
"input_tokens": 960,
"request_id": "synthetic-product_tradeoff-013048",
"reversibility": 0.8623,
"risk": 0.4384,
"summary": "Evaluate build-versus-buy o... | [
{
"credits_per_call": 11.908,
"id": "worker_a",
"p95_latency_ms": 80282,
"pass_rate": 0.9867,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.115,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 3.064,
"max_latency_ms": 55290,
"minimum_quality": 0.6953
} | direct_facts | synthetic-direct_facts-008369 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 2.771,
"estimated_latency_ms": 53640,
"estimated_pass_rate": 0.8002,
"estimated_quality": 0.9621,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.064,
"max_latency... | {
"candidate_count": 2,
"pass_rate": 0.8002,
"quality": 0.9621,
"quality_target_met": true,
"utility": 67.358478
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":2.771,"estimated_latency_ms":53640,"estimated_pass_rate":0.8002,"estimated_quality":0.9621,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.064,"max_latency_ms":55290,"policy":"lean","reason_codes":["credit_constrain... | {
"ambiguity": 0.0371,
"category": "general",
"complexity": 0.0645,
"consequence": 0.185,
"evidence_need": 0.057,
"family": "direct_facts",
"input_tokens": 7680,
"request_id": "synthetic-direct_facts-008369",
"reversibility": 0.7637,
"risk": 0.1117,
"summary": "Return a concise explanation of arti... | [
{
"credits_per_call": 2.771,
"id": "worker_a",
"p95_latency_ms": 53640,
"pass_rate": 0.8194,
"provider_group": "provider_x",
"quality": 0.9043,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.212,
"id": "worker_b",
"p95_l... |
{
"max_calls": 1,
"max_credits": 1.406,
"max_latency_ms": 64569,
"minimum_quality": 0.5638
} | direct_facts | synthetic-direct_facts-001305 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.01,
"estimated_latency_ms": 32601,
"estimated_pass_rate": 0.4122,
"estimated_quality": 0.8175,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.406,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.4122,
"quality": 0.8175,
"quality_target_met": true,
"utility": 52.865093
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.01,"estimated_latency_ms":32601,"estimated_pass_rate":0.4122,"estimated_quality":0.8175,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.406,"max_latency_ms":64569,"policy":"lean","reason_codes":["single_call_suffi... | {
"ambiguity": 0.1373,
"category": "general",
"complexity": 0.268,
"consequence": 0.0659,
"evidence_need": 0.1027,
"family": "direct_facts",
"input_tokens": 4760,
"request_id": "synthetic-direct_facts-001305",
"reversibility": 0.767,
"risk": 0.0842,
"summary": "Summarize the supplied release note ... | [
{
"credits_per_call": 11.731,
"id": "worker_a",
"p95_latency_ms": 57066,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.9329,
"strengths": [
"drafting",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.124,
... |
{
"max_calls": 2,
"max_credits": 21.913,
"max_latency_ms": 242128,
"minimum_quality": 0.7343
} | data_analysis | synthetic-data_analysis-015614 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.845,
"estimated_latency_ms": 132239,
"estimated_pass_rate": 0.9202,
"estimated_quality": 0.9501,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.9202,
"quality": 0.9501,
"quality_target_met": true,
"utility": 72.228643
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":18.845,"estimated_latency_ms":132239,"estimated_pass_rate":0.9202,"estimated_quality":0.9501,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":21.913,"max_latency_ms":242128,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.3931,
"category": "analysis",
"complexity": 0.6521,
"consequence": 0.533,
"evidence_need": 0.4602,
"family": "data_analysis",
"input_tokens": 2400,
"request_id": "synthetic-data_analysis-015614",
"reversibility": 0.8923,
"risk": 0.441,
"summary": "Analyze a dataset about OAuth cal... | [
{
"credits_per_call": 0.865,
"id": "worker_a",
"p95_latency_ms": 29793,
"pass_rate": 0.4049,
"provider_group": "provider_y",
"quality": 0.6578,
"strengths": [
"coding",
"drafting",
"reasoning",
"speed"
]
},
{
"credits_per_call": 14.92,
"id": "worke... |
{
"max_calls": 2,
"max_credits": 5.556,
"max_latency_ms": 157393,
"minimum_quality": 0.7303
} | feature_implementation | synthetic-feature_implementation-010931 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.285,
"estimated_latency_ms": 80020,
"estimated_pass_rate": 0.672,
"estimated_quality": 0.7679,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 5.5... | {
"candidate_count": 4,
"pass_rate": 0.672,
"quality": 0.7679,
"quality_target_met": true,
"utility": 52.597721
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.285,"estimated_latency_ms":80020,"estimated_pass_rate":0.672,"estimated_quality":0.7679,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":5.556,"max_latency_ms":157393,"policy":"balanced","reason_codes":["compl... | {
"ambiguity": 0.4938,
"category": "coding",
"complexity": 0.8429,
"consequence": 0.3733,
"evidence_need": 0.6313,
"family": "feature_implementation",
"input_tokens": 6000,
"request_id": "synthetic-feature_implementation-010931",
"reversibility": 0.4967,
"risk": 0.3261,
"summary": "Patch a product... | [
{
"credits_per_call": 1.112,
"id": "worker_a",
"p95_latency_ms": 32487,
"pass_rate": 0.5944,
"provider_group": "provider_z",
"quality": 0.7244,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 10.761,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 1,
"max_credits": 1.746,
"max_latency_ms": 34901,
"minimum_quality": 0.7581
} | research_synthesis | synthetic-research_synthesis-007469 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.805,
"estimated_latency_ms": 28098,
"estimated_pass_rate": 0.3104,
"estimated_quality": 0.5571,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.746,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3104,
"quality": 0.5571,
"quality_target_met": false,
"utility": 26.387176
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.805,"estimated_latency_ms":28098,"estimated_pass_rate":0.3104,"estimated_quality":0.5571,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.746,"max_latency_ms":34901,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.4746,
"category": "research",
"complexity": 0.6928,
"consequence": 0.5606,
"evidence_need": 0.9093,
"family": "research_synthesis",
"input_tokens": 1160,
"request_id": "synthetic-research_synthesis-007469",
"reversibility": 0.9193,
"risk": 0.3941,
"summary": "Compare evidence for ... | [
{
"credits_per_call": 10.463,
"id": "worker_a",
"p95_latency_ms": 59565,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.372,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 17.324,
"max_latency_ms": 265420,
"minimum_quality": 0.8829
} | debugging | synthetic-debugging-019604 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.291,
"estimated_latency_ms": 186532,
"estimated_pass_rate": 0.7488,
"estimated_quality": 0.9138,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7488,
"quality": 0.9138,
"quality_target_met": true,
"utility": 71.097043
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.291,"estimated_latency_ms":186532,"estimated_pass_rate":0.7488,"estimated_quality":0.9138,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":17.324,"max_latency_ms":265420,"policy":"str... | {
"ambiguity": 0.6252,
"category": "coding",
"complexity": 0.695,
"consequence": 0.5133,
"evidence_need": 0.3877,
"family": "debugging",
"input_tokens": 1120,
"request_id": "synthetic-debugging-019604",
"reversibility": 0.4211,
"risk": 0.5439,
"summary": "Diagnose an intermittent failure in databa... | [
{
"credits_per_call": 12.579,
"id": "worker_a",
"p95_latency_ms": 84447,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"coding",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 2.927,
"id... |
{
"max_calls": 3,
"max_credits": 23.112,
"max_latency_ms": 168970,
"minimum_quality": 0.796
} | research_synthesis | synthetic-research_synthesis-009445 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.981,
"estimated_latency_ms": 161222,
"estimated_pass_rate": 0.7074,
"estimated_quality": 0.901,
"finalizer": "worker_a",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7074,
"quality": 0.901,
"quality_target_met": true,
"utility": 72.075198
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.981,"estimated_latency_ms":161222,"estimated_pass_rate":0.7074,"estimated_quality":0.901,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":23.112,"max_latency_ms":168970,"policy":"stri... | {
"ambiguity": 0.7088,
"category": "research",
"complexity": 0.7766,
"consequence": 0.4177,
"evidence_need": 0.7551,
"family": "research_synthesis",
"input_tokens": 6000,
"request_id": "synthetic-research_synthesis-009445",
"reversibility": 0.7484,
"risk": 0.4923,
"summary": "Produce a decision me... | [
{
"credits_per_call": 13.581,
"id": "worker_a",
"p95_latency_ms": 81653,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.9873,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.42,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 1.721,
"max_latency_ms": 35091,
"minimum_quality": 0.6505
} | content_revision | synthetic-content_revision-004514 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.102,
"estimated_latency_ms": 31890,
"estimated_pass_rate": 0.3701,
"estimated_quality": 0.6743,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.721,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3701,
"quality": 0.6743,
"quality_target_met": true,
"utility": 41.747112
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.102,"estimated_latency_ms":31890,"estimated_pass_rate":0.3701,"estimated_quality":0.6743,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.721,"max_latency_ms":35091,"policy":"lean","reason_codes":["latency_constrai... | {
"ambiguity": 0.2928,
"category": "writing",
"complexity": 0.493,
"consequence": 0.217,
"evidence_need": 0.1274,
"family": "content_revision",
"input_tokens": 1120,
"request_id": "synthetic-content_revision-004514",
"reversibility": 0.8204,
"risk": 0.0747,
"summary": "Tighten a product explanatio... | [
{
"credits_per_call": 1.102,
"id": "worker_a",
"p95_latency_ms": 31890,
"pass_rate": 0.4542,
"provider_group": "provider_x",
"quality": 0.7085,
"strengths": [
"coding",
"drafting",
"speed",
"writing"
]
},
{
"credits_per_call": 14.428,
"id": "worker... |
{
"max_calls": 1,
"max_credits": 2.799,
"max_latency_ms": 30602,
"minimum_quality": 0.6262
} | direct_facts | synthetic-direct_facts-003689 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.004,
"estimated_latency_ms": 24687,
"estimated_pass_rate": 0.4932,
"estimated_quality": 0.7684,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.799,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4932,
"quality": 0.7684,
"quality_target_met": true,
"utility": 52.843299
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.004,"estimated_latency_ms":24687,"estimated_pass_rate":0.4932,"estimated_quality":0.7684,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.799,"max_latency_ms":30602,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.1233,
"category": "general",
"complexity": 0.0973,
"consequence": 0.0742,
"evidence_need": 0.1719,
"family": "direct_facts",
"input_tokens": 1320,
"request_id": "synthetic-direct_facts-003689",
"reversibility": 0.8886,
"risk": 0.0684,
"summary": "Summarize the supplied release not... | [
{
"credits_per_call": 13.459,
"id": "worker_a",
"p95_latency_ms": 56557,
"pass_rate": 0.9406,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"drafting",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.004,
... |
{
"max_calls": 2,
"max_credits": 1.072,
"max_latency_ms": 37106,
"minimum_quality": 0.6096
} | debugging | synthetic-debugging-006708 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.781,
"estimated_latency_ms": 18997,
"estimated_pass_rate": 0.2594,
"estimated_quality": 0.5713,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.072,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.2594,
"quality": 0.5713,
"quality_target_met": false,
"utility": 32.374541
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.781,"estimated_latency_ms":18997,"estimated_pass_rate":0.2594,"estimated_quality":0.5713,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.072,"max_latency_ms":37106,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.6914,
"category": "coding",
"complexity": 0.8386,
"consequence": 0.6823,
"evidence_need": 0.5916,
"family": "debugging",
"input_tokens": 7760,
"request_id": "synthetic-debugging-006708",
"reversibility": 0.578,
"risk": 0.5532,
"summary": "Diagnose an intermittent failure in access... | [
{
"credits_per_call": 0.781,
"id": "worker_a",
"p95_latency_ms": 18997,
"pass_rate": 0.4516,
"provider_group": "provider_x",
"quality": 0.7292,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.127,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 8.624,
"max_latency_ms": 225451,
"minimum_quality": 0.7334
} | product_tradeoff | synthetic-product_tradeoff-012480 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.319,
"estimated_latency_ms": 97892,
"estimated_pass_rate": 0.748,
"estimated_quality": 0.8048,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 8.6... | {
"candidate_count": 4,
"pass_rate": 0.748,
"quality": 0.8048,
"quality_target_met": true,
"utility": 59.599375
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.319,"estimated_latency_ms":97892,"estimated_pass_rate":0.748,"estimated_quality":0.8048,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":8.624,"max_latency_ms":225451,"policy":"balanced","reason_codes":["compl... | {
"ambiguity": 0.7804,
"category": "decision",
"complexity": 0.6937,
"consequence": 0.5051,
"evidence_need": 0.6653,
"family": "product_tradeoff",
"input_tokens": 920,
"request_id": "synthetic-product_tradeoff-012480",
"reversibility": 0.852,
"risk": 0.3802,
"summary": "Recommend whether to launch... | [
{
"credits_per_call": 11.811,
"id": "worker_a",
"p95_latency_ms": 49391,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.9747,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.89,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 2.275,
"max_latency_ms": 40690,
"minimum_quality": 0.6764
} | debugging | synthetic-debugging-004964 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.985,
"estimated_latency_ms": 28184,
"estimated_pass_rate": 0.305,
"estimated_quality": 0.5885,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.275,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.305,
"quality": 0.5885,
"quality_target_met": false,
"utility": 33.662498
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.985,"estimated_latency_ms":28184,"estimated_pass_rate":0.305,"estimated_quality":0.5885,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.275,"max_latency_ms":40690,"policy":"lean","reason_codes":["best_feasible_bel... | {
"ambiguity": 0.4089,
"category": "coding",
"complexity": 0.7957,
"consequence": 0.5473,
"evidence_need": 0.514,
"family": "debugging",
"input_tokens": 5200,
"request_id": "synthetic-debugging-004964",
"reversibility": 0.4267,
"risk": 0.6163,
"summary": "Find the root cause of a concurrency-sensi... | [
{
"credits_per_call": 3.49,
"id": "worker_a",
"p95_latency_ms": 50521,
"pass_rate": 0.8673,
"provider_group": "provider_y",
"quality": 0.8593,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 15.295,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 23.305,
"max_latency_ms": 173937,
"minimum_quality": 0.897
} | debugging | synthetic-debugging-018340 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.973,
"estimated_latency_ms": 165373,
"estimated_pass_rate": 0.7438,
"estimated_quality": 0.8876,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7438,
"quality": 0.8876,
"quality_target_met": false,
"utility": 70.916053
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.973,"estimated_latency_ms":165373,"estimated_pass_rate":0.7438,"estimated_quality":0.8876,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":23.305,"max_latency_ms":173937,"policy":"str... | {
"ambiguity": 0.7138,
"category": "coding",
"complexity": 0.8319,
"consequence": 0.32,
"evidence_need": 0.5302,
"family": "debugging",
"input_tokens": 6080,
"request_id": "synthetic-debugging-018340",
"reversibility": 0.5922,
"risk": 0.5125,
"summary": "Diagnose an intermittent failure in artifac... | [
{
"credits_per_call": 12.696,
"id": "worker_a",
"p95_latency_ms": 69733,
"pass_rate": 0.9038,
"provider_group": "provider_y",
"quality": 0.9326,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 4.178,
"id": "worker_b",... |
{
"max_calls": 1,
"max_credits": 1.771,
"max_latency_ms": 33110,
"minimum_quality": 0.5826
} | data_analysis | synthetic-data_analysis-002374 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.983,
"estimated_latency_ms": 18920,
"estimated_pass_rate": 0.2983,
"estimated_quality": 0.5894,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.771,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.2983,
"quality": 0.5894,
"quality_target_met": true,
"utility": 36.946896
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.983,"estimated_latency_ms":18920,"estimated_pass_rate":0.2983,"estimated_quality":0.5894,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.771,"max_latency_ms":33110,"policy":"lean","reason_codes":["independent_evid... | {
"ambiguity": 0.5143,
"category": "analysis",
"complexity": 0.6401,
"consequence": 0.4047,
"evidence_need": 0.6789,
"family": "data_analysis",
"input_tokens": 7680,
"request_id": "synthetic-data_analysis-002374",
"reversibility": 0.932,
"risk": 0.4516,
"summary": "Analyze a dataset about deployme... | [
{
"credits_per_call": 2.974,
"id": "worker_a",
"p95_latency_ms": 64242,
"pass_rate": 0.8391,
"provider_group": "provider_x",
"quality": 0.8648,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.983,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 13.453,
"max_latency_ms": 180985,
"minimum_quality": 0.7412
} | data_analysis | synthetic-data_analysis-002302 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 13.275,
"estimated_latency_ms": 159184,
"estimated_pass_rate": 0.9046,
"estimated_quality": 0.9307,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.9046,
"quality": 0.9307,
"quality_target_met": true,
"utility": 67.880336
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":13.275,"estimated_latency_ms":159184,"estimated_pass_rate":0.9046,"estimated_quality":0.9307,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":13.453,"max_latency_ms":180985,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.3897,
"category": "analysis",
"complexity": 0.767,
"consequence": 0.5173,
"evidence_need": 0.4072,
"family": "data_analysis",
"input_tokens": 520,
"request_id": "synthetic-data_analysis-002302",
"reversibility": 0.8135,
"risk": 0.3815,
"summary": "Compare two experiments on prompt... | [
{
"credits_per_call": 10.014,
"id": "worker_a",
"p95_latency_ms": 78535,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.261,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 6.399,
"max_latency_ms": 192479,
"minimum_quality": 0.7038
} | incident_response | synthetic-incident_response-014663 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 5.24,
"estimated_latency_ms": 68966,
"estimated_pass_rate": 0.6389,
"estimated_quality": 0.797,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 6.39... | {
"candidate_count": 4,
"pass_rate": 0.6389,
"quality": 0.797,
"quality_target_met": true,
"utility": 62.793985
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":5.24,"estimated_latency_ms":68966,"estimated_pass_rate":0.6389,"estimated_quality":0.797,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":6.399,"max_latency_ms":192479,"policy":"balanced","reason_codes":["comple... | {
"ambiguity": 0.7376,
"category": "operations",
"complexity": 0.5399,
"consequence": 0.8936,
"evidence_need": 0.6421,
"family": "incident_response",
"input_tokens": 4160,
"request_id": "synthetic-incident_response-014663",
"reversibility": 0.1668,
"risk": 0.837,
"summary": "Prioritize actions dur... | [
{
"credits_per_call": 4.262,
"id": "worker_a",
"p95_latency_ms": 46973,
"pass_rate": 0.8796,
"provider_group": "provider_z",
"quality": 0.8657,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.978,
"id": "wor... |
{
"max_calls": 2,
"max_credits": 10.918,
"max_latency_ms": 158411,
"minimum_quality": 0.7998
} | debugging | synthetic-debugging-013636 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.28,
"estimated_latency_ms": 79189,
"estimated_pass_rate": 0.5673,
"estimated_quality": 0.7698,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 10.... | {
"candidate_count": 4,
"pass_rate": 0.5673,
"quality": 0.7698,
"quality_target_met": false,
"utility": 55.346145
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.28,"estimated_latency_ms":79189,"estimated_pass_rate":0.5673,"estimated_quality":0.7698,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":10.918,"max_latency_ms":158411,"policy":"balanced","reason_codes":["best... | {
"ambiguity": 0.5754,
"category": "coding",
"complexity": 0.8706,
"consequence": 0.5148,
"evidence_need": 0.6963,
"family": "debugging",
"input_tokens": 3600,
"request_id": "synthetic-debugging-013636",
"reversibility": 0.5004,
"risk": 0.4358,
"summary": "Explain why streaming inference fails onl... | [
{
"credits_per_call": 1.175,
"id": "worker_a",
"p95_latency_ms": 21846,
"pass_rate": 0.5549,
"provider_group": "provider_x",
"quality": 0.7685,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.105,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 3.888,
"max_latency_ms": 36921,
"minimum_quality": 0.4916
} | data_analysis | synthetic-data_analysis-004078 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.938,
"estimated_latency_ms": 28469,
"estimated_pass_rate": 0.3304,
"estimated_quality": 0.612,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.888,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.3304,
"quality": 0.612,
"quality_target_met": true,
"utility": 40.384559
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.938,"estimated_latency_ms":28469,"estimated_pass_rate":0.3304,"estimated_quality":0.612,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.888,"max_latency_ms":36921,"policy":"lean","reason_codes":["single_call_suffi... | {
"ambiguity": 0.3875,
"category": "analysis",
"complexity": 0.5222,
"consequence": 0.4669,
"evidence_need": 0.5493,
"family": "data_analysis",
"input_tokens": 3280,
"request_id": "synthetic-data_analysis-004078",
"reversibility": 0.8339,
"risk": 0.408,
"summary": "Compare two experiments on deplo... | [
{
"credits_per_call": 9.995,
"id": "worker_a",
"p95_latency_ms": 55901,
"pass_rate": 0.9568,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.938,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 1.474,
"max_latency_ms": 42601,
"minimum_quality": 0.7308
} | direct_facts | synthetic-direct_facts-007513 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.843,
"estimated_latency_ms": 24734,
"estimated_pass_rate": 0.5274,
"estimated_quality": 0.7658,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.474,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.5274,
"quality": 0.7658,
"quality_target_met": true,
"utility": 52.993723
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.843,"estimated_latency_ms":24734,"estimated_pass_rate":0.5274,"estimated_quality":0.7658,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.474,"max_latency_ms":42601,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.0656,
"category": "general",
"complexity": 0.1445,
"consequence": 0.1605,
"evidence_need": 0.2231,
"family": "direct_facts",
"input_tokens": 3240,
"request_id": "synthetic-direct_facts-007513",
"reversibility": 0.7511,
"risk": 0.0907,
"summary": "Return a concise explanation of cr... | [
{
"credits_per_call": 14.081,
"id": "worker_a",
"p95_latency_ms": 82679,
"pass_rate": 0.9844,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.539,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 21.871,
"max_latency_ms": 147019,
"minimum_quality": 0.7926
} | research_synthesis | synthetic-research_synthesis-020285 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.804,
"estimated_latency_ms": 122141,
"estimated_pass_rate": 0.7323,
"estimated_quality": 0.9187,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7323,
"quality": 0.9187,
"quality_target_met": true,
"utility": 71.951881
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.804,"estimated_latency_ms":122141,"estimated_pass_rate":0.7323,"estimated_quality":0.9187,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":21.871,"max_latency_ms":147019,"policy":"str... | {
"ambiguity": 0.6142,
"category": "research",
"complexity": 0.7299,
"consequence": 0.487,
"evidence_need": 0.7768,
"family": "research_synthesis",
"input_tokens": 680,
"request_id": "synthetic-research_synthesis-020285",
"reversibility": 0.881,
"risk": 0.4038,
"summary": "Review competing approac... | [
{
"credits_per_call": 1.078,
"id": "worker_a",
"p95_latency_ms": 20160,
"pass_rate": 0.4606,
"provider_group": "provider_z",
"quality": 0.6495,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 4.115,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 20.64,
"max_latency_ms": 195945,
"minimum_quality": 0.7904
} | incident_response | synthetic-incident_response-017455 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.498,
"estimated_latency_ms": 184655,
"estimated_pass_rate": 0.8133,
"estimated_quality": 0.8837,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.8133,
"quality": 0.8837,
"quality_target_met": true,
"utility": 78.059094
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.498,"estimated_latency_ms":184655,"estimated_pass_rate":0.8133,"estimated_quality":0.8837,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":20.64,"max_latency_ms":195945,"policy":"stri... | {
"ambiguity": 0.5248,
"category": "operations",
"complexity": 0.8521,
"consequence": 0.6452,
"evidence_need": 0.6329,
"family": "incident_response",
"input_tokens": 6480,
"request_id": "synthetic-incident_response-017455",
"reversibility": 0.4727,
"risk": 0.8738,
"summary": "Prioritize actions du... | [
{
"credits_per_call": 3.307,
"id": "worker_a",
"p95_latency_ms": 78973,
"pass_rate": 0.8764,
"provider_group": "provider_y",
"quality": 0.8719,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.028,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 17.566,
"max_latency_ms": 189329,
"minimum_quality": 0.8182
} | incident_response | synthetic-incident_response-020503 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.347,
"estimated_latency_ms": 140028,
"estimated_pass_rate": 0.7317,
"estimated_quality": 0.9087,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7317,
"quality": 0.9087,
"quality_target_met": true,
"utility": 77.462234
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.347,"estimated_latency_ms":140028,"estimated_pass_rate":0.7317,"estimated_quality":0.9087,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":17.566,"max_latency_ms":189329,"policy":"str... | {
"ambiguity": 0.577,
"category": "operations",
"complexity": 0.7924,
"consequence": 0.9067,
"evidence_need": 0.8902,
"family": "incident_response",
"input_tokens": 5120,
"request_id": "synthetic-incident_response-020503",
"reversibility": 0.1549,
"risk": 0.5749,
"summary": "Review an outage invol... | [
{
"credits_per_call": 1.06,
"id": "worker_a",
"p95_latency_ms": 18039,
"pass_rate": 0.5324,
"provider_group": "provider_y",
"quality": 0.7972,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 4.209,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 2,
"max_credits": 13.373,
"max_latency_ms": 218613,
"minimum_quality": 0.8824
} | incident_response | synthetic-incident_response-018951 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.772,
"estimated_latency_ms": 97998,
"estimated_pass_rate": 0.6348,
"estimated_quality": 0.8507,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 13... | {
"candidate_count": 5,
"pass_rate": 0.6348,
"quality": 0.8507,
"quality_target_met": false,
"utility": 64.681823
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.772,"estimated_latency_ms":97998,"estimated_pass_rate":0.6348,"estimated_quality":0.8507,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":13.373,"max_latency_ms":218613,"policy":"balanced","reason_codes":["bes... | {
"ambiguity": 0.5147,
"category": "operations",
"complexity": 0.6164,
"consequence": 0.7553,
"evidence_need": 0.8182,
"family": "incident_response",
"input_tokens": 7880,
"request_id": "synthetic-incident_response-018951",
"reversibility": 0.1774,
"risk": 0.5629,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 12.658,
"id": "worker_a",
"p95_latency_ms": 84260,
"pass_rate": 0.9384,
"provider_group": "provider_y",
"quality": 0.9671,
"strengths": [
"drafting",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.779,
... |
{
"max_calls": 2,
"max_credits": 5.367,
"max_latency_ms": 187881,
"minimum_quality": 0.7552
} | feature_implementation | synthetic-feature_implementation-018107 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.188,
"estimated_latency_ms": 100905,
"estimated_pass_rate": 0.5519,
"estimated_quality": 0.7438,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 5... | {
"candidate_count": 4,
"pass_rate": 0.5519,
"quality": 0.7438,
"quality_target_met": false,
"utility": 50.257068
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.188,"estimated_latency_ms":100905,"estimated_pass_rate":0.5519,"estimated_quality":0.7438,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":5.367,"max_latency_ms":187881,"policy":"balanced","reason_codes":["bes... | {
"ambiguity": 0.3893,
"category": "coding",
"complexity": 0.8045,
"consequence": 0.3482,
"evidence_need": 0.2593,
"family": "feature_implementation",
"input_tokens": 160,
"request_id": "synthetic-feature_implementation-018107",
"reversibility": 0.4619,
"risk": 0.4687,
"summary": "Design an API fo... | [
{
"credits_per_call": 0.904,
"id": "worker_a",
"p95_latency_ms": 25744,
"pass_rate": 0.4864,
"provider_group": "provider_x",
"quality": 0.749,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 14.888,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 15.971,
"max_latency_ms": 144366,
"minimum_quality": 0.8654
} | debugging | synthetic-debugging-001788 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.627,
"estimated_latency_ms": 128724,
"estimated_pass_rate": 0.6975,
"estimated_quality": 0.8908,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.6975,
"quality": 0.8908,
"quality_target_met": true,
"utility": 70.009153
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.627,"estimated_latency_ms":128724,"estimated_pass_rate":0.6975,"estimated_quality":0.8908,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":15.971,"max_latency_ms":144366,"policy":"str... | {
"ambiguity": 0.6503,
"category": "coding",
"complexity": 0.7636,
"consequence": 0.4556,
"evidence_need": 0.6245,
"family": "debugging",
"input_tokens": 4600,
"request_id": "synthetic-debugging-001788",
"reversibility": 0.5066,
"risk": 0.5926,
"summary": "Find the root cause of a concurrency-sens... | [
{
"credits_per_call": 10.653,
"id": "worker_a",
"p95_latency_ms": 51191,
"pass_rate": 0.9075,
"provider_group": "provider_z",
"quality": 0.9722,
"strengths": [
"coding",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.794,
"... |
{
"max_calls": 2,
"max_credits": 19.388,
"max_latency_ms": 191359,
"minimum_quality": 0.7163
} | incident_response | synthetic-incident_response-002799 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.982,
"estimated_latency_ms": 145261,
"estimated_pass_rate": 0.8564,
"estimated_quality": 0.8932,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8564,
"quality": 0.8932,
"quality_target_met": true,
"utility": 69.744519
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":15.982,"estimated_latency_ms":145261,"estimated_pass_rate":0.8564,"estimated_quality":0.8932,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":19.388,"max_latency_ms":191359,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.7445,
"category": "operations",
"complexity": 0.9229,
"consequence": 0.8696,
"evidence_need": 0.8048,
"family": "incident_response",
"input_tokens": 6400,
"request_id": "synthetic-incident_response-002799",
"reversibility": 0.2381,
"risk": 0.5626,
"summary": "Review an outage invo... | [
{
"credits_per_call": 13.22,
"id": "worker_a",
"p95_latency_ms": 85129,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.081,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 3.328,
"max_latency_ms": 39132,
"minimum_quality": 0.6667
} | debugging | synthetic-debugging-002276 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.989,
"estimated_latency_ms": 19783,
"estimated_pass_rate": 0.424,
"estimated_quality": 0.6524,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.328,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.424,
"quality": 0.6524,
"quality_target_met": false,
"utility": 45.245018
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":19783,"estimated_pass_rate":0.424,"estimated_quality":0.6524,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.328,"max_latency_ms":39132,"policy":"lean","reason_codes":["best_feasible_bel... | {
"ambiguity": 0.5042,
"category": "coding",
"complexity": 0.6475,
"consequence": 0.5064,
"evidence_need": 0.4986,
"family": "debugging",
"input_tokens": 5360,
"request_id": "synthetic-debugging-002276",
"reversibility": 0.4154,
"risk": 0.4093,
"summary": "Diagnose an intermittent failure in credi... | [
{
"credits_per_call": 0.989,
"id": "worker_a",
"p95_latency_ms": 19783,
"pass_rate": 0.5687,
"provider_group": "provider_z",
"quality": 0.7528,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 14.788,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 11.676,
"max_latency_ms": 181016,
"minimum_quality": 0.7713
} | incident_response | synthetic-incident_response-005975 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 11.118,
"estimated_latency_ms": 97841,
"estimated_pass_rate": 0.7121,
"estimated_quality": 0.8646,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 1... | {
"candidate_count": 7,
"pass_rate": 0.7121,
"quality": 0.8646,
"quality_target_met": true,
"utility": 66.242355
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":11.118,"estimated_latency_ms":97841,"estimated_pass_rate":0.7121,"estimated_quality":0.8646,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":11.676,"max_latency_ms":181016,"policy":"balanced","reason_codes":["cr... | {
"ambiguity": 0.6829,
"category": "operations",
"complexity": 0.6982,
"consequence": 0.8938,
"evidence_need": 0.6803,
"family": "incident_response",
"input_tokens": 6040,
"request_id": "synthetic-incident_response-005975",
"reversibility": 0.5262,
"risk": 0.7467,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 0.784,
"id": "worker_a",
"p95_latency_ms": 19095,
"pass_rate": 0.5311,
"provider_group": "provider_z",
"quality": 0.7427,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 10.334,
"id": "worker_b",
"p95_lat... |
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