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": 13.638,
"max_latency_ms": 178596,
"minimum_quality": 0.835
} | feature_implementation | synthetic-feature_implementation-015131 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.689,
"estimated_latency_ms": 73587,
"estimated_pass_rate": 0.745,
"estimated_quality": 0.8284,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 13.... | {
"candidate_count": 4,
"pass_rate": 0.745,
"quality": 0.8284,
"quality_target_met": false,
"utility": 60.873402
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.689,"estimated_latency_ms":73587,"estimated_pass_rate":0.745,"estimated_quality":0.8284,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":13.638,"max_latency_ms":178596,"policy":"balanced","reason_codes":["best... | {
"ambiguity": 0.2522,
"category": "coding",
"complexity": 0.573,
"consequence": 0.3614,
"evidence_need": 0.5032,
"family": "feature_implementation",
"input_tokens": 3440,
"request_id": "synthetic-feature_implementation-015131",
"reversibility": 0.7447,
"risk": 0.4854,
"summary": "Patch a producti... | [
{
"credits_per_call": 3.604,
"id": "worker_a",
"p95_latency_ms": 49071,
"pass_rate": 0.8063,
"provider_group": "provider_y",
"quality": 0.8619,
"strengths": [
"coding",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.085,
"id": "worke... |
{
"max_calls": 3,
"max_credits": 23.565,
"max_latency_ms": 270540,
"minimum_quality": 0.828
} | research_synthesis | synthetic-research_synthesis-014221 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.161,
"estimated_latency_ms": 187194,
"estimated_pass_rate": 0.6579,
"estimated_quality": 0.9202,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.6579,
"quality": 0.9202,
"quality_target_met": true,
"utility": 74.234225
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.161,"estimated_latency_ms":187194,"estimated_pass_rate":0.6579,"estimated_quality":0.9202,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":23.565,"max_latency_ms":270540,"policy":"str... | {
"ambiguity": 0.7886,
"category": "research",
"complexity": 0.8696,
"consequence": 0.5327,
"evidence_need": 0.9906,
"family": "research_synthesis",
"input_tokens": 4200,
"request_id": "synthetic-research_synthesis-014221",
"reversibility": 0.9958,
"risk": 0.2389,
"summary": "Compare evidence for ... | [
{
"credits_per_call": 11.781,
"id": "worker_a",
"p95_latency_ms": 81858,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 4.233,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 21.552,
"max_latency_ms": 206179,
"minimum_quality": 0.8128
} | debugging | synthetic-debugging-003812 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.564,
"estimated_latency_ms": 161319,
"estimated_pass_rate": 0.7298,
"estimated_quality": 0.9118,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7298,
"quality": 0.9118,
"quality_target_met": true,
"utility": 69.060184
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.564,"estimated_latency_ms":161319,"estimated_pass_rate":0.7298,"estimated_quality":0.9118,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":21.552,"max_latency_ms":206179,"policy":"str... | {
"ambiguity": 0.6855,
"category": "coding",
"complexity": 0.5678,
"consequence": 0.4748,
"evidence_need": 0.4043,
"family": "debugging",
"input_tokens": 6360,
"request_id": "synthetic-debugging-003812",
"reversibility": 0.6393,
"risk": 0.4616,
"summary": "Diagnose an intermittent failure in model... | [
{
"credits_per_call": 13.206,
"id": "worker_a",
"p95_latency_ms": 75326,
"pass_rate": 0.8947,
"provider_group": "provider_z",
"quality": 0.9816,
"strengths": [
"coding",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.135,
"... |
{
"max_calls": 1,
"max_credits": 3.071,
"max_latency_ms": 33435,
"minimum_quality": 0.7535
} | incident_response | synthetic-incident_response-006647 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.885,
"estimated_latency_ms": 21879,
"estimated_pass_rate": 0.2661,
"estimated_quality": 0.6028,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.071,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.2661,
"quality": 0.6028,
"quality_target_met": false,
"utility": 7.353712
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.885,"estimated_latency_ms":21879,"estimated_pass_rate":0.2661,"estimated_quality":0.6028,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.071,"max_latency_ms":33435,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.7696,
"category": "operations",
"complexity": 0.6973,
"consequence": 0.7699,
"evidence_need": 0.7091,
"family": "incident_response",
"input_tokens": 3200,
"request_id": "synthetic-incident_response-006647",
"reversibility": 0.2852,
"risk": 0.926,
"summary": "Prioritize actions dur... | [
{
"credits_per_call": 4.145,
"id": "worker_a",
"p95_latency_ms": 55550,
"pass_rate": 0.8395,
"provider_group": "provider_x",
"quality": 0.8109,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 10.558,
"id": "wo... |
{
"max_calls": 3,
"max_credits": 19.174,
"max_latency_ms": 208584,
"minimum_quality": 0.9393
} | debugging | synthetic-debugging-006004 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.388,
"estimated_latency_ms": 196228,
"estimated_pass_rate": 0.7833,
"estimated_quality": 0.8912,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7833,
"quality": 0.8912,
"quality_target_met": false,
"utility": 69.435738
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.388,"estimated_latency_ms":196228,"estimated_pass_rate":0.7833,"estimated_quality":0.8912,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":19.174,"max_latency_ms":208584,"policy":"str... | {
"ambiguity": 0.5465,
"category": "coding",
"complexity": 0.6802,
"consequence": 0.4449,
"evidence_need": 0.607,
"family": "debugging",
"input_tokens": 5400,
"request_id": "synthetic-debugging-006004",
"reversibility": 0.7342,
"risk": 0.6647,
"summary": "Explain why private credentials fails only... | [
{
"credits_per_call": 1.006,
"id": "worker_a",
"p95_latency_ms": 30491,
"pass_rate": 0.5332,
"provider_group": "provider_y",
"quality": 0.6775,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 12.195,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 23.866,
"max_latency_ms": 181882,
"minimum_quality": 0.8625
} | debugging | synthetic-debugging-008980 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.118,
"estimated_latency_ms": 170404,
"estimated_pass_rate": 0.7719,
"estimated_quality": 0.9054,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7719,
"quality": 0.9054,
"quality_target_met": true,
"utility": 71.716834
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.118,"estimated_latency_ms":170404,"estimated_pass_rate":0.7719,"estimated_quality":0.9054,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":23.866,"max_latency_ms":181882,"policy":"str... | {
"ambiguity": 0.71,
"category": "coding",
"complexity": 0.6648,
"consequence": 0.2523,
"evidence_need": 0.3733,
"family": "debugging",
"input_tokens": 7600,
"request_id": "synthetic-debugging-008980",
"reversibility": 0.609,
"risk": 0.683,
"summary": "Diagnose an intermittent failure in credit re... | [
{
"credits_per_call": 0.895,
"id": "worker_a",
"p95_latency_ms": 30747,
"pass_rate": 0.5146,
"provider_group": "provider_z",
"quality": 0.6918,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 12.924,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 1,
"max_credits": 1.122,
"max_latency_ms": 28822,
"minimum_quality": 0.6944
} | data_analysis | synthetic-data_analysis-005094 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.85,
"estimated_latency_ms": 19068,
"estimated_pass_rate": 0.4497,
"estimated_quality": 0.6031,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.122,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.4497,
"quality": 0.6031,
"quality_target_met": false,
"utility": 35.620569
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":19068,"estimated_pass_rate":0.4497,"estimated_quality":0.6031,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.122,"max_latency_ms":28822,"policy":"lean","reason_codes":["best_feasible_bel... | {
"ambiguity": 0.478,
"category": "analysis",
"complexity": 0.3872,
"consequence": 0.4474,
"evidence_need": 0.4868,
"family": "data_analysis",
"input_tokens": 1800,
"request_id": "synthetic-data_analysis-005094",
"reversibility": 0.8098,
"risk": 0.2723,
"summary": "Compare two experiments on data ... | [
{
"credits_per_call": 3.922,
"id": "worker_a",
"p95_latency_ms": 64421,
"pass_rate": 0.8697,
"provider_group": "provider_y",
"quality": 0.9868,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 12.512,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 10.095,
"max_latency_ms": 136635,
"minimum_quality": 0.7112
} | incident_response | synthetic-incident_response-008919 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 5.184,
"estimated_latency_ms": 99367,
"estimated_pass_rate": 0.6077,
"estimated_quality": 0.7993,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 10... | {
"candidate_count": 4,
"pass_rate": 0.6077,
"quality": 0.7993,
"quality_target_met": true,
"utility": 59.056178
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":5.184,"estimated_latency_ms":99367,"estimated_pass_rate":0.6077,"estimated_quality":0.7993,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":10.095,"max_latency_ms":136635,"policy":"balanced","reason_codes":["com... | {
"ambiguity": 0.412,
"category": "operations",
"complexity": 0.7856,
"consequence": 0.5619,
"evidence_need": 0.7119,
"family": "incident_response",
"input_tokens": 4000,
"request_id": "synthetic-incident_response-008919",
"reversibility": 0.3524,
"risk": 0.6628,
"summary": "Prioritize actions dur... | [
{
"credits_per_call": 11.713,
"id": "worker_a",
"p95_latency_ms": 83797,
"pass_rate": 0.8922,
"provider_group": "provider_x",
"quality": 0.9692,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 4.167,
"id": "worker_b",... |
{
"max_calls": 3,
"max_credits": 27.236,
"max_latency_ms": 184609,
"minimum_quality": 0.838
} | debugging | synthetic-debugging-014588 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 20.189,
"estimated_latency_ms": 178247,
"estimated_pass_rate": 0.7856,
"estimated_quality": 0.9351,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7856,
"quality": 0.9351,
"quality_target_met": true,
"utility": 72.549862
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":20.189,"estimated_latency_ms":178247,"estimated_pass_rate":0.7856,"estimated_quality":0.9351,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":27.236,"max_latency_ms":184609,"policy":"str... | {
"ambiguity": 0.7662,
"category": "coding",
"complexity": 0.4908,
"consequence": 0.2576,
"evidence_need": 0.6638,
"family": "debugging",
"input_tokens": 560,
"request_id": "synthetic-debugging-014588",
"reversibility": 0.6757,
"risk": 0.57,
"summary": "Explain why streaming inference fails only u... | [
{
"credits_per_call": 15.067,
"id": "worker_a",
"p95_latency_ms": 91121,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"coding",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.946,
"id... |
{
"max_calls": 3,
"max_credits": 21.675,
"max_latency_ms": 214276,
"minimum_quality": 0.783
} | incident_response | synthetic-incident_response-013095 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.767,
"estimated_latency_ms": 168639,
"estimated_pass_rate": 0.7217,
"estimated_quality": 0.8672,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7217,
"quality": 0.8672,
"quality_target_met": true,
"utility": 79.915215
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.767,"estimated_latency_ms":168639,"estimated_pass_rate":0.7217,"estimated_quality":0.8672,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":21.675,"max_latency_ms":214276,"policy":"str... | {
"ambiguity": 0.708,
"category": "operations",
"complexity": 0.9134,
"consequence": 0.9547,
"evidence_need": 0.5601,
"family": "incident_response",
"input_tokens": 1320,
"request_id": "synthetic-incident_response-013095",
"reversibility": 0.5151,
"risk": 0.8488,
"summary": "Review an outage invol... | [
{
"credits_per_call": 3.729,
"id": "worker_a",
"p95_latency_ms": 74794,
"pass_rate": 0.7199,
"provider_group": "provider_z",
"quality": 0.8111,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 11.08,
"id": "wor... |
{
"max_calls": 3,
"max_credits": 23.324,
"max_latency_ms": 227213,
"minimum_quality": 0.9335
} | feature_implementation | synthetic-feature_implementation-014307 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.356,
"estimated_latency_ms": 159398,
"estimated_pass_rate": 0.7713,
"estimated_quality": 0.9079,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7713,
"quality": 0.9079,
"quality_target_met": false,
"utility": 69.49428
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.356,"estimated_latency_ms":159398,"estimated_pass_rate":0.7713,"estimated_quality":0.9079,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":23.324,"max_latency_ms":227213,"policy":"str... | {
"ambiguity": 0.5152,
"category": "coding",
"complexity": 0.6663,
"consequence": 0.5428,
"evidence_need": 0.2524,
"family": "feature_implementation",
"input_tokens": 3720,
"request_id": "synthetic-feature_implementation-014307",
"reversibility": 0.5294,
"risk": 0.5532,
"summary": "Implement schem... | [
{
"credits_per_call": 14.483,
"id": "worker_a",
"p95_latency_ms": 63766,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.9814,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.068,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 1.735,
"max_latency_ms": 47717,
"minimum_quality": 0.7523
} | debugging | synthetic-debugging-004316 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.181,
"estimated_latency_ms": 24339,
"estimated_pass_rate": 0.3376,
"estimated_quality": 0.545,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.735,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.3376,
"quality": 0.545,
"quality_target_met": false,
"utility": 25.788044
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":1.181,"estimated_latency_ms":24339,"estimated_pass_rate":0.3376,"estimated_quality":0.545,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.735,"max_latency_ms":47717,"policy":"lean","reason_codes":["best_feasible_bel... | {
"ambiguity": 0.7116,
"category": "coding",
"complexity": 0.7052,
"consequence": 0.5169,
"evidence_need": 0.5291,
"family": "debugging",
"input_tokens": 7560,
"request_id": "synthetic-debugging-004316",
"reversibility": 0.5745,
"risk": 0.5877,
"summary": "Explain why data retention fails only und... | [
{
"credits_per_call": 1.181,
"id": "worker_a",
"p95_latency_ms": 24339,
"pass_rate": 0.519,
"provider_group": "provider_y",
"quality": 0.6826,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 14.937,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 13.512,
"max_latency_ms": 138582,
"minimum_quality": 0.8891
} | incident_response | synthetic-incident_response-008167 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 13.308,
"estimated_latency_ms": 90738,
"estimated_pass_rate": 0.6784,
"estimated_quality": 0.8403,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 1... | {
"candidate_count": 7,
"pass_rate": 0.6784,
"quality": 0.8403,
"quality_target_met": false,
"utility": 62.927512
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":13.308,"estimated_latency_ms":90738,"estimated_pass_rate":0.6784,"estimated_quality":0.8403,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":13.512,"max_latency_ms":138582,"policy":"balanced","reason_codes":["be... | {
"ambiguity": 0.5323,
"category": "operations",
"complexity": 0.759,
"consequence": 0.9153,
"evidence_need": 0.6656,
"family": "incident_response",
"input_tokens": 4920,
"request_id": "synthetic-incident_response-008167",
"reversibility": 0.237,
"risk": 0.9234,
"summary": "Plan immediate containm... | [
{
"credits_per_call": 0.831,
"id": "worker_a",
"p95_latency_ms": 20526,
"pass_rate": 0.4616,
"provider_group": "provider_x",
"quality": 0.7272,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 4.094,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 2.78,
"max_latency_ms": 33029,
"minimum_quality": 0.6692
} | debugging | synthetic-debugging-003764 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.962,
"estimated_latency_ms": 20099,
"estimated_pass_rate": 0.3373,
"estimated_quality": 0.5572,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.78,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.3373,
"quality": 0.5572,
"quality_target_met": false,
"utility": 32.439632
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.962,"estimated_latency_ms":20099,"estimated_pass_rate":0.3373,"estimated_quality":0.5572,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.78,"max_latency_ms":33029,"policy":"lean","reason_codes":["best_feasible_bel... | {
"ambiguity": 0.535,
"category": "coding",
"complexity": 0.7719,
"consequence": 0.4778,
"evidence_need": 0.6453,
"family": "debugging",
"input_tokens": 6680,
"request_id": "synthetic-debugging-003764",
"reversibility": 0.7482,
"risk": 0.5892,
"summary": "Explain why database failover fails only u... | [
{
"credits_per_call": 3.522,
"id": "worker_a",
"p95_latency_ms": 59300,
"pass_rate": 0.7958,
"provider_group": "provider_y",
"quality": 0.797,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.962,
"id": "worker_b",
"p95_la... |
{
"max_calls": 3,
"max_credits": 22.137,
"max_latency_ms": 171650,
"minimum_quality": 0.9113
} | debugging | synthetic-debugging-001900 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.691,
"estimated_latency_ms": 162074,
"estimated_pass_rate": 0.7132,
"estimated_quality": 0.8809,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7132,
"quality": 0.8809,
"quality_target_met": false,
"utility": 70.421917
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.691,"estimated_latency_ms":162074,"estimated_pass_rate":0.7132,"estimated_quality":0.8809,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":22.137,"max_latency_ms":171650,"policy":"str... | {
"ambiguity": 0.786,
"category": "coding",
"complexity": 0.8537,
"consequence": 0.3913,
"evidence_need": 0.4316,
"family": "debugging",
"input_tokens": 5880,
"request_id": "synthetic-debugging-001900",
"reversibility": 0.6366,
"risk": 0.5924,
"summary": "Find the root cause of a concurrency-sensi... | [
{
"credits_per_call": 0.924,
"id": "worker_a",
"p95_latency_ms": 18092,
"pass_rate": 0.5274,
"provider_group": "provider_y",
"quality": 0.7674,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.775,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 19.855,
"max_latency_ms": 136543,
"minimum_quality": 0.9447
} | debugging | synthetic-debugging-020348 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.139,
"estimated_latency_ms": 126801,
"estimated_pass_rate": 0.6924,
"estimated_quality": 0.8736,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.6924,
"quality": 0.8736,
"quality_target_met": false,
"utility": 63.946461
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.139,"estimated_latency_ms":126801,"estimated_pass_rate":0.6924,"estimated_quality":0.8736,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":19.855,"max_latency_ms":136543,"policy":"str... | {
"ambiguity": 0.5974,
"category": "coding",
"complexity": 0.8609,
"consequence": 0.508,
"evidence_need": 0.3946,
"family": "debugging",
"input_tokens": 2920,
"request_id": "synthetic-debugging-020348",
"reversibility": 0.5828,
"risk": 0.3137,
"summary": "Explain why usage metering fails only unde... | [
{
"credits_per_call": 10.154,
"id": "worker_a",
"p95_latency_ms": 57359,
"pass_rate": 0.8981,
"provider_group": "provider_y",
"quality": 0.9396,
"strengths": [
"coding",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.846,
"... |
{
"max_calls": 1,
"max_credits": 1.834,
"max_latency_ms": 50719,
"minimum_quality": 0.7532
} | content_revision | synthetic-content_revision-001042 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.117,
"estimated_latency_ms": 28147,
"estimated_pass_rate": 0.3379,
"estimated_quality": 0.6489,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.834,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3379,
"quality": 0.6489,
"quality_target_met": false,
"utility": 36.862223
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.117,"estimated_latency_ms":28147,"estimated_pass_rate":0.3379,"estimated_quality":0.6489,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.834,"max_latency_ms":50719,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.3431,
"category": "writing",
"complexity": 0.231,
"consequence": 0.1022,
"evidence_need": 0.1324,
"family": "content_revision",
"input_tokens": 4160,
"request_id": "synthetic-content_revision-001042",
"reversibility": 0.8695,
"risk": 0.1122,
"summary": "Edit documentation for prom... | [
{
"credits_per_call": 3.519,
"id": "worker_a",
"p95_latency_ms": 74440,
"pass_rate": 0.7899,
"provider_group": "provider_y",
"quality": 0.9505,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 14.243,
"id": "worker_b",
"p95_... |
{
"max_calls": 1,
"max_credits": 3.291,
"max_latency_ms": 50292,
"minimum_quality": 0.74
} | direct_facts | synthetic-direct_facts-002705 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.974,
"estimated_latency_ms": 27387,
"estimated_pass_rate": 0.5613,
"estimated_quality": 0.7786,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.291,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.5613,
"quality": 0.7786,
"quality_target_met": true,
"utility": 56.66087
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.974,"estimated_latency_ms":27387,"estimated_pass_rate":0.5613,"estimated_quality":0.7786,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.291,"max_latency_ms":50292,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.2122,
"category": "general",
"complexity": 0.0557,
"consequence": 0.1208,
"evidence_need": 0.1767,
"family": "direct_facts",
"input_tokens": 3400,
"request_id": "synthetic-direct_facts-002705",
"reversibility": 0.8364,
"risk": 0.1067,
"summary": "Summarize the supplied release not... | [
{
"credits_per_call": 14.504,
"id": "worker_a",
"p95_latency_ms": 57335,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.9831,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.974,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 10.728,
"max_latency_ms": 225180,
"minimum_quality": 0.8662
} | research_synthesis | synthetic-research_synthesis-017701 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 3.968,
"estimated_latency_ms": 91999,
"estimated_pass_rate": 0.5749,
"estimated_quality": 0.7719,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 10... | {
"candidate_count": 4,
"pass_rate": 0.5749,
"quality": 0.7719,
"quality_target_met": false,
"utility": 53.925057
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":3.968,"estimated_latency_ms":91999,"estimated_pass_rate":0.5749,"estimated_quality":0.7719,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":10.728,"max_latency_ms":225180,"policy":"balanced","reason_codes":["bes... | {
"ambiguity": 0.7296,
"category": "research",
"complexity": 0.8949,
"consequence": 0.4769,
"evidence_need": 0.9867,
"family": "research_synthesis",
"input_tokens": 1760,
"request_id": "synthetic-research_synthesis-017701",
"reversibility": 0.7301,
"risk": 0.4804,
"summary": "Review competing appr... | [
{
"credits_per_call": 1.071,
"id": "worker_a",
"p95_latency_ms": 19847,
"pass_rate": 0.5133,
"provider_group": "provider_z",
"quality": 0.6417,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 13.211,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 19.322,
"max_latency_ms": 217299,
"minimum_quality": 0.8529
} | incident_response | synthetic-incident_response-019295 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.072,
"estimated_latency_ms": 175454,
"estimated_pass_rate": 0.7611,
"estimated_quality": 0.9004,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7611,
"quality": 0.9004,
"quality_target_met": true,
"utility": 76.586795
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":14.072,"estimated_latency_ms":175454,"estimated_pass_rate":0.7611,"estimated_quality":0.9004,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":19.322,"max_latency_ms":217299,"policy":"str... | {
"ambiguity": 0.5242,
"category": "operations",
"complexity": 0.7654,
"consequence": 0.6418,
"evidence_need": 0.9194,
"family": "incident_response",
"input_tokens": 2120,
"request_id": "synthetic-incident_response-019295",
"reversibility": 0.5006,
"risk": 0.6135,
"summary": "Prioritize actions du... | [
{
"credits_per_call": 10.294,
"id": "worker_a",
"p95_latency_ms": 63707,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.9157,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 2.786,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 2.558,
"max_latency_ms": 30855,
"minimum_quality": 0.699
} | debugging | synthetic-debugging-000484 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.918,
"estimated_latency_ms": 23034,
"estimated_pass_rate": 0.4495,
"estimated_quality": 0.7051,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.558,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4495,
"quality": 0.7051,
"quality_target_met": true,
"utility": 48.183223
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.918,"estimated_latency_ms":23034,"estimated_pass_rate":0.4495,"estimated_quality":0.7051,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.558,"max_latency_ms":30855,"policy":"lean","reason_codes":["independent_evid... | {
"ambiguity": 0.6019,
"category": "coding",
"complexity": 0.5004,
"consequence": 0.4767,
"evidence_need": 0.702,
"family": "debugging",
"input_tokens": 4240,
"request_id": "synthetic-debugging-000484",
"reversibility": 0.5583,
"risk": 0.5319,
"summary": "Find the root cause of a concurrency-sensi... | [
{
"credits_per_call": 0.918,
"id": "worker_a",
"p95_latency_ms": 23034,
"pass_rate": 0.5948,
"provider_group": "provider_z",
"quality": 0.7943,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 12.738,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 16.595,
"max_latency_ms": 175206,
"minimum_quality": 0.9439
} | product_tradeoff | synthetic-product_tradeoff-011256 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.715,
"estimated_latency_ms": 160496,
"estimated_pass_rate": 0.6948,
"estimated_quality": 0.9002,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.6948,
"quality": 0.9002,
"quality_target_met": false,
"utility": 64.718089
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.715,"estimated_latency_ms":160496,"estimated_pass_rate":0.6948,"estimated_quality":0.9002,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":16.595,"max_latency_ms":175206,"policy":"str... | {
"ambiguity": 0.5214,
"category": "decision",
"complexity": 0.7451,
"consequence": 0.3683,
"evidence_need": 0.5232,
"family": "product_tradeoff",
"input_tokens": 2680,
"request_id": "synthetic-product_tradeoff-011256",
"reversibility": 0.7154,
"risk": 0.4018,
"summary": "Recommend whether to laun... | [
{
"credits_per_call": 11.425,
"id": "worker_a",
"p95_latency_ms": 85426,
"pass_rate": 0.894,
"provider_group": "provider_y",
"quality": 0.9656,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.246,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 16.003,
"max_latency_ms": 117040,
"minimum_quality": 0.736
} | incident_response | synthetic-incident_response-013943 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 11.836,
"estimated_latency_ms": 99122,
"estimated_pass_rate": 0.7876,
"estimated_quality": 0.8518,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 1... | {
"candidate_count": 7,
"pass_rate": 0.7876,
"quality": 0.8518,
"quality_target_met": true,
"utility": 66.210058
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":11.836,"estimated_latency_ms":99122,"estimated_pass_rate":0.7876,"estimated_quality":0.8518,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":16.003,"max_latency_ms":117040,"policy":"balanced","reason_codes":["hi... | {
"ambiguity": 0.5054,
"category": "operations",
"complexity": 0.508,
"consequence": 0.6738,
"evidence_need": 0.5328,
"family": "incident_response",
"input_tokens": 960,
"request_id": "synthetic-incident_response-013943",
"reversibility": 0.1972,
"risk": 0.9039,
"summary": "Plan immediate containm... | [
{
"credits_per_call": 4.01,
"id": "worker_a",
"p95_latency_ms": 46768,
"pass_rate": 0.7466,
"provider_group": "provider_y",
"quality": 0.8112,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 10.664,
"id": "wor... |
{
"max_calls": 2,
"max_credits": 9.996,
"max_latency_ms": 165892,
"minimum_quality": 0.8382
} | debugging | synthetic-debugging-001948 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.228,
"estimated_latency_ms": 83292,
"estimated_pass_rate": 0.654,
"estimated_quality": 0.754,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 9.99... | {
"candidate_count": 4,
"pass_rate": 0.654,
"quality": 0.754,
"quality_target_met": false,
"utility": 50.425941
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.228,"estimated_latency_ms":83292,"estimated_pass_rate":0.654,"estimated_quality":0.754,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":9.996,"max_latency_ms":165892,"policy":"balanced","reason_codes":["best_f... | {
"ambiguity": 0.6725,
"category": "coding",
"complexity": 0.8962,
"consequence": 0.4412,
"evidence_need": 0.6922,
"family": "debugging",
"input_tokens": 1560,
"request_id": "synthetic-debugging-001948",
"reversibility": 0.5514,
"risk": 0.4693,
"summary": "Find the root cause of a concurrency-sens... | [
{
"credits_per_call": 3.17,
"id": "worker_a",
"p95_latency_ms": 60384,
"pass_rate": 0.7512,
"provider_group": "provider_z",
"quality": 0.8304,
"strengths": [
"coding",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 11.368,
"id": "worke... |
{
"max_calls": 2,
"max_credits": 1.231,
"max_latency_ms": 29571,
"minimum_quality": 0.5098
} | product_tradeoff | synthetic-product_tradeoff-002032 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.937,
"estimated_latency_ms": 19278,
"estimated_pass_rate": 0.3621,
"estimated_quality": 0.604,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.231,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.3621,
"quality": 0.604,
"quality_target_met": true,
"utility": 37.51446
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.937,"estimated_latency_ms":19278,"estimated_pass_rate":0.3621,"estimated_quality":0.604,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.231,"max_latency_ms":29571,"policy":"lean","reason_codes":["single_call_suffi... | {
"ambiguity": 0.4265,
"category": "decision",
"complexity": 0.683,
"consequence": 0.4538,
"evidence_need": 0.3785,
"family": "product_tradeoff",
"input_tokens": 1560,
"request_id": "synthetic-product_tradeoff-002032",
"reversibility": 0.7318,
"risk": 0.2583,
"summary": "Evaluate build-versus-buy ... | [
{
"credits_per_call": 4.23,
"id": "worker_a",
"p95_latency_ms": 72070,
"pass_rate": 0.8195,
"provider_group": "provider_z",
"quality": 0.8574,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.937,
"id": "worker_b",
"p95_la... |
{
"max_calls": 1,
"max_credits": 2.539,
"max_latency_ms": 47605,
"minimum_quality": 0.4936
} | content_revision | synthetic-content_revision-004914 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.934,
"estimated_latency_ms": 27185,
"estimated_pass_rate": 0.3448,
"estimated_quality": 0.695,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.539,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.3448,
"quality": 0.695,
"quality_target_met": true,
"utility": 45.87563
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.934,"estimated_latency_ms":27185,"estimated_pass_rate":0.3448,"estimated_quality":0.695,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.539,"max_latency_ms":47605,"policy":"lean","reason_codes":["single_call_suffi... | {
"ambiguity": 0.3969,
"category": "writing",
"complexity": 0.2425,
"consequence": 0.2093,
"evidence_need": 0.125,
"family": "content_revision",
"input_tokens": 5880,
"request_id": "synthetic-content_revision-004914",
"reversibility": 0.8373,
"risk": 0.2492,
"summary": "Rewrite a rate limiting ann... | [
{
"credits_per_call": 0.934,
"id": "worker_a",
"p95_latency_ms": 27185,
"pass_rate": 0.4225,
"provider_group": "provider_y",
"quality": 0.7035,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 13.937,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 2,
"max_credits": 17.115,
"max_latency_ms": 186829,
"minimum_quality": 0.8031
} | incident_response | synthetic-incident_response-017863 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 13.661,
"estimated_latency_ms": 153956,
"estimated_pass_rate": 0.8696,
"estimated_quality": 0.9255,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8696,
"quality": 0.9255,
"quality_target_met": true,
"utility": 73.161174
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":13.661,"estimated_latency_ms":153956,"estimated_pass_rate":0.8696,"estimated_quality":0.9255,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":17.115,"max_latency_ms":186829,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.6566,
"category": "operations",
"complexity": 0.742,
"consequence": 0.9529,
"evidence_need": 0.9208,
"family": "incident_response",
"input_tokens": 4600,
"request_id": "synthetic-incident_response-017863",
"reversibility": 0.224,
"risk": 0.5982,
"summary": "Review an outage involv... | [
{
"credits_per_call": 10.426,
"id": "worker_a",
"p95_latency_ms": 80131,
"pass_rate": 0.9776,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"drafting",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.235,
... |
{
"max_calls": 2,
"max_credits": 1.2,
"max_latency_ms": 51360,
"minimum_quality": 0.5357
} | feature_implementation | synthetic-feature_implementation-002491 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.044,
"estimated_latency_ms": 28156,
"estimated_pass_rate": 0.3867,
"estimated_quality": 0.6025,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.2,
"max_latency_m... | {
"candidate_count": 1,
"pass_rate": 0.3867,
"quality": 0.6025,
"quality_target_met": true,
"utility": 37.692161
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":28156,"estimated_pass_rate":0.3867,"estimated_quality":0.6025,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.2,"max_latency_ms":51360,"policy":"lean","reason_codes":["credit_constrained... | {
"ambiguity": 0.4258,
"category": "coding",
"complexity": 0.6177,
"consequence": 0.6113,
"evidence_need": 0.3287,
"family": "feature_implementation",
"input_tokens": 2800,
"request_id": "synthetic-feature_implementation-002491",
"reversibility": 0.529,
"risk": 0.3961,
"summary": "Patch a producti... | [
{
"credits_per_call": 10.93,
"id": "worker_a",
"p95_latency_ms": 55355,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"coding",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 2.775,
"id"... |
{
"max_calls": 3,
"max_credits": 18.402,
"max_latency_ms": 193070,
"minimum_quality": 0.9259
} | debugging | synthetic-debugging-012332 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.682,
"estimated_latency_ms": 150398,
"estimated_pass_rate": 0.6826,
"estimated_quality": 0.8679,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.6826,
"quality": 0.8679,
"quality_target_met": false,
"utility": 65.09909
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.682,"estimated_latency_ms":150398,"estimated_pass_rate":0.6826,"estimated_quality":0.8679,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":18.402,"max_latency_ms":193070,"policy":"str... | {
"ambiguity": 0.3554,
"category": "coding",
"complexity": 0.843,
"consequence": 0.5729,
"evidence_need": 0.4228,
"family": "debugging",
"input_tokens": 2080,
"request_id": "synthetic-debugging-012332",
"reversibility": 0.4234,
"risk": 0.6555,
"summary": "Diagnose an intermittent failure in rate l... | [
{
"credits_per_call": 3.834,
"id": "worker_a",
"p95_latency_ms": 79342,
"pass_rate": 0.7912,
"provider_group": "provider_z",
"quality": 0.7938,
"strengths": [
"coding",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 11.678,
"id": "work... |
{
"max_calls": 3,
"max_credits": 21.437,
"max_latency_ms": 188769,
"minimum_quality": 0.9124
} | debugging | synthetic-debugging-001396 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.314,
"estimated_latency_ms": 132916,
"estimated_pass_rate": 0.7189,
"estimated_quality": 0.8969,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7189,
"quality": 0.8969,
"quality_target_met": false,
"utility": 73.145963
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.314,"estimated_latency_ms":132916,"estimated_pass_rate":0.7189,"estimated_quality":0.8969,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":21.437,"max_latency_ms":188769,"policy":"str... | {
"ambiguity": 0.7973,
"category": "coding",
"complexity": 0.7499,
"consequence": 0.5046,
"evidence_need": 0.5119,
"family": "debugging",
"input_tokens": 6640,
"request_id": "synthetic-debugging-001396",
"reversibility": 0.4139,
"risk": 0.5633,
"summary": "Diagnose an intermittent failure in deplo... | [
{
"credits_per_call": 4.137,
"id": "worker_a",
"p95_latency_ms": 44729,
"pass_rate": 0.7389,
"provider_group": "provider_x",
"quality": 0.8896,
"strengths": [
"coding",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.135,
"id": "worke... |
{
"max_calls": 2,
"max_credits": 14.784,
"max_latency_ms": 215079,
"minimum_quality": 0.8908
} | research_synthesis | synthetic-research_synthesis-017573 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.521,
"estimated_latency_ms": 154599,
"estimated_pass_rate": 0.9153,
"estimated_quality": 0.9562,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.9153,
"quality": 0.9562,
"quality_target_met": true,
"utility": 71.229064
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":14.521,"estimated_latency_ms":154599,"estimated_pass_rate":0.9153,"estimated_quality":0.9562,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":14.784,"max_latency_ms":215079,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.4757,
"category": "research",
"complexity": 0.4745,
"consequence": 0.5664,
"evidence_need": 0.6363,
"family": "research_synthesis",
"input_tokens": 4240,
"request_id": "synthetic-research_synthesis-017573",
"reversibility": 0.9679,
"risk": 0.4403,
"summary": "Review competing appr... | [
{
"credits_per_call": 0.98,
"id": "worker_a",
"p95_latency_ms": 31888,
"pass_rate": 0.3874,
"provider_group": "provider_y",
"quality": 0.6671,
"strengths": [
"coding",
"drafting",
"speed",
"synthesis"
]
},
{
"credits_per_call": 11.125,
"id": "worke... |
{
"max_calls": 3,
"max_credits": 20.875,
"max_latency_ms": 189696,
"minimum_quality": 0.8218
} | feature_implementation | synthetic-feature_implementation-018323 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.355,
"estimated_latency_ms": 150942,
"estimated_pass_rate": 0.7129,
"estimated_quality": 0.916,
"finalizer": "worker_c",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7129,
"quality": 0.916,
"quality_target_met": true,
"utility": 70.296096
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.355,"estimated_latency_ms":150942,"estimated_pass_rate":0.7129,"estimated_quality":0.916,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":20.875,"max_latency_ms":189696,"policy":"stri... | {
"ambiguity": 0.5086,
"category": "coding",
"complexity": 0.7783,
"consequence": 0.3019,
"evidence_need": 0.5941,
"family": "feature_implementation",
"input_tokens": 7480,
"request_id": "synthetic-feature_implementation-018323",
"reversibility": 0.7291,
"risk": 0.5039,
"summary": "Patch a product... | [
{
"credits_per_call": 0.912,
"id": "worker_a",
"p95_latency_ms": 19873,
"pass_rate": 0.4898,
"provider_group": "provider_y",
"quality": 0.7741,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.169,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 22.145,
"max_latency_ms": 194234,
"minimum_quality": 0.8374
} | research_synthesis | synthetic-research_synthesis-019413 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 20.481,
"estimated_latency_ms": 144865,
"estimated_pass_rate": 0.7282,
"estimated_quality": 0.91,
"finalizer": "worker_c",
"independent_verification":... | {
"candidate_count": 15,
"pass_rate": 0.7282,
"quality": 0.91,
"quality_target_met": true,
"utility": 73.449263
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":20.481,"estimated_latency_ms":144865,"estimated_pass_rate":0.7282,"estimated_quality":0.91,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":22.145,"max_latency_ms":194234,"policy":"stric... | {
"ambiguity": 0.8274,
"category": "research",
"complexity": 0.7062,
"consequence": 0.3984,
"evidence_need": 0.8825,
"family": "research_synthesis",
"input_tokens": 6720,
"request_id": "synthetic-research_synthesis-019413",
"reversibility": 0.7914,
"risk": 0.4711,
"summary": "Produce a decision me... | [
{
"credits_per_call": 0.946,
"id": "worker_a",
"p95_latency_ms": 18311,
"pass_rate": 0.4893,
"provider_group": "provider_z",
"quality": 0.67,
"strengths": [
"coding",
"drafting",
"speed",
"synthesis"
]
},
{
"credits_per_call": 4.131,
"id": "worker_... |
{
"max_calls": 1,
"max_credits": 2.215,
"max_latency_ms": 29035,
"minimum_quality": 0.5044
} | debugging | synthetic-debugging-005460 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.925,
"estimated_latency_ms": 21908,
"estimated_pass_rate": 0.3239,
"estimated_quality": 0.6505,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.215,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3239,
"quality": 0.6505,
"quality_target_met": true,
"utility": 41.46203
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":21908,"estimated_pass_rate":0.3239,"estimated_quality":0.6505,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.215,"max_latency_ms":29035,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.6141,
"category": "coding",
"complexity": 0.4751,
"consequence": 0.3344,
"evidence_need": 0.3858,
"family": "debugging",
"input_tokens": 1000,
"request_id": "synthetic-debugging-005460",
"reversibility": 0.7267,
"risk": 0.4213,
"summary": "Find the root cause of a concurrency-sens... | [
{
"credits_per_call": 14.932,
"id": "worker_a",
"p95_latency_ms": 74519,
"pass_rate": 0.8979,
"provider_group": "provider_x",
"quality": 0.918,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.925,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 2.64,
"max_latency_ms": 56296,
"minimum_quality": 0.5998
} | incident_response | synthetic-incident_response-001671 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.915,
"estimated_latency_ms": 29684,
"estimated_pass_rate": 0.4204,
"estimated_quality": 0.5604,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.64,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.4204,
"quality": 0.5604,
"quality_target_met": false,
"utility": 8.208406
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.915,"estimated_latency_ms":29684,"estimated_pass_rate":0.4204,"estimated_quality":0.5604,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.64,"max_latency_ms":56296,"policy":"lean","reason_codes":["best_feasible_bel... | {
"ambiguity": 0.4636,
"category": "operations",
"complexity": 0.7424,
"consequence": 0.9727,
"evidence_need": 0.8649,
"family": "incident_response",
"input_tokens": 6000,
"request_id": "synthetic-incident_response-001671",
"reversibility": 0.1909,
"risk": 0.8699,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 0.915,
"id": "worker_a",
"p95_latency_ms": 29684,
"pass_rate": 0.6101,
"provider_group": "provider_z",
"quality": 0.7084,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.934,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 19.891,
"max_latency_ms": 227560,
"minimum_quality": 0.8274
} | research_synthesis | synthetic-research_synthesis-014933 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.857,
"estimated_latency_ms": 185178,
"estimated_pass_rate": 0.732,
"estimated_quality": 0.9183,
"finalizer": "worker_b",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.732,
"quality": 0.9183,
"quality_target_met": true,
"utility": 71.939
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":14.857,"estimated_latency_ms":185178,"estimated_pass_rate":0.732,"estimated_quality":0.9183,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":19.891,"max_latency_ms":227560,"policy":"stri... | {
"ambiguity": 0.653,
"category": "research",
"complexity": 0.5722,
"consequence": 0.242,
"evidence_need": 0.9188,
"family": "research_synthesis",
"input_tokens": 1040,
"request_id": "synthetic-research_synthesis-014933",
"reversibility": 0.904,
"risk": 0.5297,
"summary": "Review competing approac... | [
{
"credits_per_call": 3.915,
"id": "worker_a",
"p95_latency_ms": 74944,
"pass_rate": 0.8762,
"provider_group": "provider_z",
"quality": 0.7951,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 10.039,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 20.007,
"max_latency_ms": 223764,
"minimum_quality": 0.8322
} | debugging | synthetic-debugging-012764 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.797,
"estimated_latency_ms": 170811,
"estimated_pass_rate": 0.7238,
"estimated_quality": 0.9109,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7238,
"quality": 0.9109,
"quality_target_met": true,
"utility": 69.577096
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.797,"estimated_latency_ms":170811,"estimated_pass_rate":0.7238,"estimated_quality":0.9109,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":20.007,"max_latency_ms":223764,"policy":"str... | {
"ambiguity": 0.4732,
"category": "coding",
"complexity": 0.846,
"consequence": 0.4253,
"evidence_need": 0.4556,
"family": "debugging",
"input_tokens": 5800,
"request_id": "synthetic-debugging-012764",
"reversibility": 0.5772,
"risk": 0.3567,
"summary": "Find the root cause of a concurrency-sensi... | [
{
"credits_per_call": 1.144,
"id": "worker_a",
"p95_latency_ms": 32901,
"pass_rate": 0.4715,
"provider_group": "provider_x",
"quality": 0.7109,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 11.843,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 17.353,
"max_latency_ms": 259466,
"minimum_quality": 0.6953
} | feature_implementation | synthetic-feature_implementation-010115 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.35,
"estimated_latency_ms": 149758,
"estimated_pass_rate": 0.9231,
"estimated_quality": 0.9346,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 1... | {
"candidate_count": 15,
"pass_rate": 0.9231,
"quality": 0.9346,
"quality_target_met": true,
"utility": 70.367629
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":15.35,"estimated_latency_ms":149758,"estimated_pass_rate":0.9231,"estimated_quality":0.9346,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":17.353,"max_latency_ms":259466,"policy":"balanced","reason_codes":["cr... | {
"ambiguity": 0.2405,
"category": "coding",
"complexity": 0.4809,
"consequence": 0.3455,
"evidence_need": 0.2921,
"family": "feature_implementation",
"input_tokens": 2520,
"request_id": "synthetic-feature_implementation-010115",
"reversibility": 0.7038,
"risk": 0.524,
"summary": "Design an API fo... | [
{
"credits_per_call": 0.986,
"id": "worker_a",
"p95_latency_ms": 20469,
"pass_rate": 0.5926,
"provider_group": "provider_y",
"quality": 0.6918,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 11.744,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 24.203,
"max_latency_ms": 153390,
"minimum_quality": 0.8441
} | incident_response | synthetic-incident_response-014479 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.996,
"estimated_latency_ms": 130671,
"estimated_pass_rate": 0.7699,
"estimated_quality": 0.884,
"finalizer": "worker_b",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7699,
"quality": 0.884,
"quality_target_met": true,
"utility": 75.729021
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.996,"estimated_latency_ms":130671,"estimated_pass_rate":0.7699,"estimated_quality":0.884,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":24.203,"max_latency_ms":153390,"policy":"stri... | {
"ambiguity": 0.4127,
"category": "operations",
"complexity": 0.9445,
"consequence": 0.7245,
"evidence_need": 0.7239,
"family": "incident_response",
"input_tokens": 3280,
"request_id": "synthetic-incident_response-014479",
"reversibility": 0.319,
"risk": 0.5924,
"summary": "Plan immediate contain... | [
{
"credits_per_call": 0.984,
"id": "worker_a",
"p95_latency_ms": 19399,
"pass_rate": 0.6057,
"provider_group": "provider_y",
"quality": 0.7173,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 12.917,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 1,
"max_credits": 3.742,
"max_latency_ms": 48371,
"minimum_quality": 0.6382
} | debugging | synthetic-debugging-000236 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.078,
"estimated_latency_ms": 27790,
"estimated_pass_rate": 0.3019,
"estimated_quality": 0.624,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.742,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.3019,
"quality": 0.624,
"quality_target_met": false,
"utility": 40.433401
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.078,"estimated_latency_ms":27790,"estimated_pass_rate":0.3019,"estimated_quality":0.624,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.742,"max_latency_ms":48371,"policy":"lean","reason_codes":["best_feasible_bel... | {
"ambiguity": 0.5086,
"category": "coding",
"complexity": 0.6475,
"consequence": 0.2846,
"evidence_need": 0.5323,
"family": "debugging",
"input_tokens": 3920,
"request_id": "synthetic-debugging-000236",
"reversibility": 0.4378,
"risk": 0.5166,
"summary": "Explain why deployment rollback fails onl... | [
{
"credits_per_call": 11.79,
"id": "worker_a",
"p95_latency_ms": 65234,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.9634,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.078,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 17.103,
"max_latency_ms": 231120,
"minimum_quality": 0.8471
} | research_synthesis | synthetic-research_synthesis-005109 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.226,
"estimated_latency_ms": 130179,
"estimated_pass_rate": 0.8859,
"estimated_quality": 0.9227,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8859,
"quality": 0.9227,
"quality_target_met": true,
"utility": 68.752063
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":15.226,"estimated_latency_ms":130179,"estimated_pass_rate":0.8859,"estimated_quality":0.9227,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":17.103,"max_latency_ms":231120,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.7018,
"category": "research",
"complexity": 0.8393,
"consequence": 0.4453,
"evidence_need": 0.631,
"family": "research_synthesis",
"input_tokens": 1320,
"request_id": "synthetic-research_synthesis-005109",
"reversibility": 0.7439,
"risk": 0.3221,
"summary": "Compare evidence for d... | [
{
"credits_per_call": 3.816,
"id": "worker_a",
"p95_latency_ms": 66566,
"pass_rate": 0.8541,
"provider_group": "provider_z",
"quality": 0.9159,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.967,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 19.999,
"max_latency_ms": 210203,
"minimum_quality": 0.9191
} | feature_implementation | synthetic-feature_implementation-013931 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.648,
"estimated_latency_ms": 163607,
"estimated_pass_rate": 0.7648,
"estimated_quality": 0.886,
"finalizer": "worker_a",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7648,
"quality": 0.886,
"quality_target_met": false,
"utility": 68.039555
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.648,"estimated_latency_ms":163607,"estimated_pass_rate":0.7648,"estimated_quality":0.886,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":19.999,"max_latency_ms":210203,"policy":"stri... | {
"ambiguity": 0.4946,
"category": "coding",
"complexity": 0.7502,
"consequence": 0.3525,
"evidence_need": 0.6053,
"family": "feature_implementation",
"input_tokens": 7280,
"request_id": "synthetic-feature_implementation-013931",
"reversibility": 0.5627,
"risk": 0.4907,
"summary": "Design an API f... | [
{
"credits_per_call": 13.479,
"id": "worker_a",
"p95_latency_ms": 61869,
"pass_rate": 0.9842,
"provider_group": "provider_x",
"quality": 0.9301,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.127,
"id": "worker_b",... |
{
"max_calls": 2,
"max_credits": 22.46,
"max_latency_ms": 166625,
"minimum_quality": 0.8675
} | debugging | synthetic-debugging-008116 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.71,
"estimated_latency_ms": 122371,
"estimated_pass_rate": 0.897,
"estimated_quality": 0.9104,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 22... | {
"candidate_count": 9,
"pass_rate": 0.897,
"quality": 0.9104,
"quality_target_met": true,
"utility": 68.967994
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":17.71,"estimated_latency_ms":122371,"estimated_pass_rate":0.897,"estimated_quality":0.9104,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":22.46,"max_latency_ms":166625,"policy":"balanced","reason_codes":["inde... | {
"ambiguity": 0.5869,
"category": "coding",
"complexity": 0.6484,
"consequence": 0.4144,
"evidence_need": 0.6464,
"family": "debugging",
"input_tokens": 480,
"request_id": "synthetic-debugging-008116",
"reversibility": 0.7384,
"risk": 0.5301,
"summary": "Diagnose an intermittent failure in data r... | [
{
"credits_per_call": 1.158,
"id": "worker_a",
"p95_latency_ms": 24250,
"pass_rate": 0.4647,
"provider_group": "provider_x",
"quality": 0.7638,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 4.219,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 11.11,
"max_latency_ms": 113807,
"minimum_quality": 0.8089
} | feature_implementation | synthetic-feature_implementation-012723 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 5.15,
"estimated_latency_ms": 95251,
"estimated_pass_rate": 0.5997,
"estimated_quality": 0.8245,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 11.... | {
"candidate_count": 4,
"pass_rate": 0.5997,
"quality": 0.8245,
"quality_target_met": true,
"utility": 58.8909
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":5.15,"estimated_latency_ms":95251,"estimated_pass_rate":0.5997,"estimated_quality":0.8245,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":11.11,"max_latency_ms":113807,"policy":"balanced","reason_codes":["indep... | {
"ambiguity": 0.4239,
"category": "coding",
"complexity": 0.6019,
"consequence": 0.4407,
"evidence_need": 0.6111,
"family": "feature_implementation",
"input_tokens": 4240,
"request_id": "synthetic-feature_implementation-012723",
"reversibility": 0.4687,
"risk": 0.5707,
"summary": "Patch a product... | [
{
"credits_per_call": 15.258,
"id": "worker_a",
"p95_latency_ms": 90623,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.9531,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.133,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 3.87,
"max_latency_ms": 46659,
"minimum_quality": 0.58
} | debugging | synthetic-debugging-004948 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.013,
"estimated_latency_ms": 27910,
"estimated_pass_rate": 0.463,
"estimated_quality": 0.5964,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.87,
"max_latency_m... | {
"candidate_count": 1,
"pass_rate": 0.463,
"quality": 0.5964,
"quality_target_met": true,
"utility": 43.101737
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.013,"estimated_latency_ms":27910,"estimated_pass_rate":0.463,"estimated_quality":0.5964,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.87,"max_latency_ms":46659,"policy":"lean","reason_codes":["single_call_suffic... | {
"ambiguity": 0.5055,
"category": "coding",
"complexity": 0.581,
"consequence": 0.506,
"evidence_need": 0.4939,
"family": "debugging",
"input_tokens": 400,
"request_id": "synthetic-debugging-004948",
"reversibility": 0.4266,
"risk": 0.6229,
"summary": "Explain why background jobs fails only under... | [
{
"credits_per_call": 2.741,
"id": "worker_a",
"p95_latency_ms": 81631,
"pass_rate": 0.8135,
"provider_group": "provider_y",
"quality": 0.8142,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.013,
"id": "worker_b",
"p95_l... |
{
"max_calls": 1,
"max_credits": 3.651,
"max_latency_ms": 65312,
"minimum_quality": 0.4901
} | data_analysis | synthetic-data_analysis-003950 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.969,
"estimated_latency_ms": 32901,
"estimated_pass_rate": 0.314,
"estimated_quality": 0.5121,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.651,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.314,
"quality": 0.5121,
"quality_target_met": true,
"utility": 34.847472
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.969,"estimated_latency_ms":32901,"estimated_pass_rate":0.314,"estimated_quality":0.5121,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.651,"max_latency_ms":65312,"policy":"lean","reason_codes":["single_call_suffi... | {
"ambiguity": 0.4984,
"category": "analysis",
"complexity": 0.6847,
"consequence": 0.4784,
"evidence_need": 0.4794,
"family": "data_analysis",
"input_tokens": 5520,
"request_id": "synthetic-data_analysis-003950",
"reversibility": 0.9365,
"risk": 0.4105,
"summary": "Compare two experiments on stre... | [
{
"credits_per_call": 0.969,
"id": "worker_a",
"p95_latency_ms": 32901,
"pass_rate": 0.4626,
"provider_group": "provider_x",
"quality": 0.6189,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 11.541,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 2,
"max_credits": 16.331,
"max_latency_ms": 190383,
"minimum_quality": 0.7997
} | product_tradeoff | synthetic-product_tradeoff-017680 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.317,
"estimated_latency_ms": 136055,
"estimated_pass_rate": 0.8748,
"estimated_quality": 0.9319,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8748,
"quality": 0.9319,
"quality_target_met": true,
"utility": 67.787486
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":16.317,"estimated_latency_ms":136055,"estimated_pass_rate":0.8748,"estimated_quality":0.9319,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":16.331,"max_latency_ms":190383,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.5041,
"category": "decision",
"complexity": 0.4808,
"consequence": 0.5091,
"evidence_need": 0.6744,
"family": "product_tradeoff",
"input_tokens": 1880,
"request_id": "synthetic-product_tradeoff-017680",
"reversibility": 0.7863,
"risk": 0.3067,
"summary": "Evaluate build-versus-buy... | [
{
"credits_per_call": 12.319,
"id": "worker_a",
"p95_latency_ms": 90546,
"pass_rate": 0.9297,
"provider_group": "provider_z",
"quality": 0.9403,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.162,
"id": "worker_b",... |
{
"max_calls": 3,
"max_credits": 22.886,
"max_latency_ms": 156653,
"minimum_quality": 0.8728
} | research_synthesis | synthetic-research_synthesis-006909 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.908,
"estimated_latency_ms": 134770,
"estimated_pass_rate": 0.7116,
"estimated_quality": 0.8996,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7116,
"quality": 0.8996,
"quality_target_met": true,
"utility": 72.134612
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.908,"estimated_latency_ms":134770,"estimated_pass_rate":0.7116,"estimated_quality":0.8996,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":22.886,"max_latency_ms":156653,"policy":"str... | {
"ambiguity": 0.8194,
"category": "research",
"complexity": 0.7125,
"consequence": 0.406,
"evidence_need": 0.6305,
"family": "research_synthesis",
"input_tokens": 7560,
"request_id": "synthetic-research_synthesis-006909",
"reversibility": 0.8519,
"risk": 0.5276,
"summary": "Compare evidence for u... | [
{
"credits_per_call": 3.839,
"id": "worker_a",
"p95_latency_ms": 45183,
"pass_rate": 0.7888,
"provider_group": "provider_x",
"quality": 0.9212,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 13.031,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 19.117,
"max_latency_ms": 226233,
"minimum_quality": 0.9181
} | feature_implementation | synthetic-feature_implementation-020347 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.165,
"estimated_latency_ms": 157866,
"estimated_pass_rate": 0.7302,
"estimated_quality": 0.872,
"finalizer": "worker_a",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7302,
"quality": 0.872,
"quality_target_met": false,
"utility": 66.82586
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.165,"estimated_latency_ms":157866,"estimated_pass_rate":0.7302,"estimated_quality":0.872,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":19.117,"max_latency_ms":226233,"policy":"stri... | {
"ambiguity": 0.549,
"category": "coding",
"complexity": 0.8328,
"consequence": 0.5308,
"evidence_need": 0.3441,
"family": "feature_implementation",
"input_tokens": 7320,
"request_id": "synthetic-feature_implementation-020347",
"reversibility": 0.5408,
"risk": 0.4928,
"summary": "Patch a producti... | [
{
"credits_per_call": 12.342,
"id": "worker_a",
"p95_latency_ms": 51247,
"pass_rate": 0.9088,
"provider_group": "provider_x",
"quality": 0.9276,
"strengths": [
"coding",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.785,
"... |
{
"max_calls": 1,
"max_credits": 3.412,
"max_latency_ms": 30384,
"minimum_quality": 0.7658
} | debugging | synthetic-debugging-005164 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.988,
"estimated_latency_ms": 28367,
"estimated_pass_rate": 0.3972,
"estimated_quality": 0.5977,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.412,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3972,
"quality": 0.5977,
"quality_target_met": false,
"utility": 32.904563
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.988,"estimated_latency_ms":28367,"estimated_pass_rate":0.3972,"estimated_quality":0.5977,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.412,"max_latency_ms":30384,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.703,
"category": "coding",
"complexity": 0.6365,
"consequence": 0.2698,
"evidence_need": 0.5296,
"family": "debugging",
"input_tokens": 320,
"request_id": "synthetic-debugging-005164",
"reversibility": 0.6342,
"risk": 0.5786,
"summary": "Diagnose an intermittent failure in observa... | [
{
"credits_per_call": 0.988,
"id": "worker_a",
"p95_latency_ms": 28367,
"pass_rate": 0.5694,
"provider_group": "provider_y",
"quality": 0.7217,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.404,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 2.505,
"max_latency_ms": 37571,
"minimum_quality": 0.6645
} | research_synthesis | synthetic-research_synthesis-003069 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.989,
"estimated_latency_ms": 30761,
"estimated_pass_rate": 0.3696,
"estimated_quality": 0.6267,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.505,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3696,
"quality": 0.6267,
"quality_target_met": false,
"utility": 39.320583
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":30761,"estimated_pass_rate":0.3696,"estimated_quality":0.6267,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.505,"max_latency_ms":37571,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.6482,
"category": "research",
"complexity": 0.511,
"consequence": 0.4613,
"evidence_need": 0.727,
"family": "research_synthesis",
"input_tokens": 4880,
"request_id": "synthetic-research_synthesis-003069",
"reversibility": 0.842,
"risk": 0.3644,
"summary": "Review competing approac... | [
{
"credits_per_call": 0.989,
"id": "worker_a",
"p95_latency_ms": 30761,
"pass_rate": 0.5061,
"provider_group": "provider_z",
"quality": 0.7089,
"strengths": [
"coding",
"drafting",
"speed",
"synthesis"
]
},
{
"credits_per_call": 3.826,
"id": "worke... |
{
"max_calls": 2,
"max_credits": 10.107,
"max_latency_ms": 103121,
"minimum_quality": 0.8953
} | feature_implementation | synthetic-feature_implementation-005699 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.529,
"estimated_latency_ms": 84132,
"estimated_pass_rate": 0.6637,
"estimated_quality": 0.7765,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 10... | {
"candidate_count": 4,
"pass_rate": 0.6637,
"quality": 0.7765,
"quality_target_met": false,
"utility": 52.668797
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.529,"estimated_latency_ms":84132,"estimated_pass_rate":0.6637,"estimated_quality":0.7765,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":10.107,"max_latency_ms":103121,"policy":"balanced","reason_codes":["bes... | {
"ambiguity": 0.3511,
"category": "coding",
"complexity": 0.7195,
"consequence": 0.5388,
"evidence_need": 0.5867,
"family": "feature_implementation",
"input_tokens": 2200,
"request_id": "synthetic-feature_implementation-005699",
"reversibility": 0.4933,
"risk": 0.4861,
"summary": "Design an API f... | [
{
"credits_per_call": 1.169,
"id": "worker_a",
"p95_latency_ms": 26263,
"pass_rate": 0.5993,
"provider_group": "provider_x",
"quality": 0.6906,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.36,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 3,
"max_credits": 10.511,
"max_latency_ms": 212762,
"minimum_quality": 0.7808
} | research_synthesis | synthetic-research_synthesis-017373 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 3.822,
"estimated_latency_ms": 78585,
"estimated_pass_rate": 0.5691,
"estimated_quality": 0.749,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 10.... | {
"candidate_count": 4,
"pass_rate": 0.5691,
"quality": 0.749,
"quality_target_met": false,
"utility": 54.512366
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":3.822,"estimated_latency_ms":78585,"estimated_pass_rate":0.5691,"estimated_quality":0.749,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":10.511,"max_latency_ms":212762,"policy":"balanced","reason_codes":["best... | {
"ambiguity": 0.7836,
"category": "research",
"complexity": 0.8968,
"consequence": 0.5378,
"evidence_need": 0.6937,
"family": "research_synthesis",
"input_tokens": 3000,
"request_id": "synthetic-research_synthesis-017373",
"reversibility": 0.8597,
"risk": 0.3645,
"summary": "Produce a decision me... | [
{
"credits_per_call": 2.901,
"id": "worker_a",
"p95_latency_ms": 48723,
"pass_rate": 0.8692,
"provider_group": "provider_x",
"quality": 0.8033,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.921,
"id": "worker_b",
"p95_l... |
{
"max_calls": 2,
"max_credits": 13.465,
"max_latency_ms": 159053,
"minimum_quality": 0.8218
} | research_synthesis | synthetic-research_synthesis-003797 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 3.914,
"estimated_latency_ms": 94027,
"estimated_pass_rate": 0.6952,
"estimated_quality": 0.8035,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 13... | {
"candidate_count": 4,
"pass_rate": 0.6952,
"quality": 0.8035,
"quality_target_met": false,
"utility": 55.688691
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":3.914,"estimated_latency_ms":94027,"estimated_pass_rate":0.6952,"estimated_quality":0.8035,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":13.465,"max_latency_ms":159053,"policy":"balanced","reason_codes":["bes... | {
"ambiguity": 0.53,
"category": "research",
"complexity": 0.7817,
"consequence": 0.3473,
"evidence_need": 0.9862,
"family": "research_synthesis",
"input_tokens": 2600,
"request_id": "synthetic-research_synthesis-003797",
"reversibility": 0.8473,
"risk": 0.2865,
"summary": "Produce a decision memo... | [
{
"credits_per_call": 2.922,
"id": "worker_a",
"p95_latency_ms": 71508,
"pass_rate": 0.795,
"provider_group": "provider_x",
"quality": 0.8692,
"strengths": [
"reasoning",
"review",
"synthesis",
"writing"
]
},
{
"credits_per_call": 14.06,
"id": "wor... |
{
"max_calls": 2,
"max_credits": 18.259,
"max_latency_ms": 256222,
"minimum_quality": 0.8806
} | incident_response | synthetic-incident_response-017439 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.902,
"estimated_latency_ms": 140575,
"estimated_pass_rate": 0.883,
"estimated_quality": 0.9072,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 1... | {
"candidate_count": 9,
"pass_rate": 0.883,
"quality": 0.9072,
"quality_target_met": true,
"utility": 69.780333
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":16.902,"estimated_latency_ms":140575,"estimated_pass_rate":0.883,"estimated_quality":0.9072,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":18.259,"max_latency_ms":256222,"policy":"balanced","reason_codes":["cr... | {
"ambiguity": 0.7018,
"category": "operations",
"complexity": 0.6696,
"consequence": 0.5622,
"evidence_need": 0.8498,
"family": "incident_response",
"input_tokens": 4080,
"request_id": "synthetic-incident_response-017439",
"reversibility": 0.4928,
"risk": 0.584,
"summary": "Plan immediate contain... | [
{
"credits_per_call": 4.227,
"id": "worker_a",
"p95_latency_ms": 57108,
"pass_rate": 0.7312,
"provider_group": "provider_z",
"quality": 0.8906,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 12.675,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 21.937,
"max_latency_ms": 230718,
"minimum_quality": 0.9022
} | research_synthesis | synthetic-research_synthesis-002709 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.178,
"estimated_latency_ms": 161337,
"estimated_pass_rate": 0.7323,
"estimated_quality": 0.9134,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7323,
"quality": 0.9134,
"quality_target_met": true,
"utility": 72.0389
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.178,"estimated_latency_ms":161337,"estimated_pass_rate":0.7323,"estimated_quality":0.9134,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":21.937,"max_latency_ms":230718,"policy":"str... | {
"ambiguity": 0.6955,
"category": "research",
"complexity": 0.6065,
"consequence": 0.2513,
"evidence_need": 0.8472,
"family": "research_synthesis",
"input_tokens": 7920,
"request_id": "synthetic-research_synthesis-002709",
"reversibility": 0.7873,
"risk": 0.4618,
"summary": "Review competing appr... | [
{
"credits_per_call": 1.022,
"id": "worker_a",
"p95_latency_ms": 26717,
"pass_rate": 0.5528,
"provider_group": "provider_z",
"quality": 0.6949,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.705,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 7.051,
"max_latency_ms": 289713,
"minimum_quality": 0.8113
} | research_synthesis | synthetic-research_synthesis-009669 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.699,
"estimated_latency_ms": 101977,
"estimated_pass_rate": 0.6438,
"estimated_quality": 0.7567,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 7... | {
"candidate_count": 4,
"pass_rate": 0.6438,
"quality": 0.7567,
"quality_target_met": false,
"utility": 49.310646
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.699,"estimated_latency_ms":101977,"estimated_pass_rate":0.6438,"estimated_quality":0.7567,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":7.051,"max_latency_ms":289713,"policy":"balanced","reason_codes":["bes... | {
"ambiguity": 0.5984,
"category": "research",
"complexity": 0.899,
"consequence": 0.5198,
"evidence_need": 0.6022,
"family": "research_synthesis",
"input_tokens": 2600,
"request_id": "synthetic-research_synthesis-009669",
"reversibility": 0.8431,
"risk": 0.2655,
"summary": "Produce a decision mem... | [
{
"credits_per_call": 3.574,
"id": "worker_a",
"p95_latency_ms": 74701,
"pass_rate": 0.7532,
"provider_group": "provider_z",
"quality": 0.8523,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.125,
"id": "worker_b",
"p95_l... |
{
"max_calls": 2,
"max_credits": 6.835,
"max_latency_ms": 162538,
"minimum_quality": 0.7942
} | incident_response | synthetic-incident_response-013647 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.08,
"estimated_latency_ms": 72460,
"estimated_pass_rate": 0.6419,
"estimated_quality": 0.7771,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 6.8... | {
"candidate_count": 4,
"pass_rate": 0.6419,
"quality": 0.7771,
"quality_target_met": false,
"utility": 62.004924
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.08,"estimated_latency_ms":72460,"estimated_pass_rate":0.6419,"estimated_quality":0.7771,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":6.835,"max_latency_ms":162538,"policy":"balanced","reason_codes":["best_... | {
"ambiguity": 0.5659,
"category": "operations",
"complexity": 0.7851,
"consequence": 0.8299,
"evidence_need": 0.8943,
"family": "incident_response",
"input_tokens": 5880,
"request_id": "synthetic-incident_response-013647",
"reversibility": 0.2978,
"risk": 0.7869,
"summary": "Review an outage invo... | [
{
"credits_per_call": 3.063,
"id": "worker_a",
"p95_latency_ms": 50460,
"pass_rate": 0.8238,
"provider_group": "provider_y",
"quality": 0.8058,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.017,
"id": "worker_b",
"p95_l... |
{
"max_calls": 2,
"max_credits": 18.236,
"max_latency_ms": 160834,
"minimum_quality": 0.7523
} | feature_implementation | synthetic-feature_implementation-017091 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.218,
"estimated_latency_ms": 141823,
"estimated_pass_rate": 0.9193,
"estimated_quality": 0.9374,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.9193,
"quality": 0.9374,
"quality_target_met": true,
"utility": 68.745068
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":16.218,"estimated_latency_ms":141823,"estimated_pass_rate":0.9193,"estimated_quality":0.9374,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":18.236,"max_latency_ms":160834,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.4394,
"category": "coding",
"complexity": 0.566,
"consequence": 0.4918,
"evidence_need": 0.5488,
"family": "feature_implementation",
"input_tokens": 3440,
"request_id": "synthetic-feature_implementation-017091",
"reversibility": 0.7523,
"risk": 0.25,
"summary": "Design an API for ... | [
{
"credits_per_call": 12.801,
"id": "worker_a",
"p95_latency_ms": 74731,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.9592,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.833,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 19.245,
"max_latency_ms": 213084,
"minimum_quality": 0.8931
} | debugging | synthetic-debugging-015516 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.819,
"estimated_latency_ms": 160515,
"estimated_pass_rate": 0.7849,
"estimated_quality": 0.8956,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7849,
"quality": 0.8956,
"quality_target_met": true,
"utility": 66.529272
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.819,"estimated_latency_ms":160515,"estimated_pass_rate":0.7849,"estimated_quality":0.8956,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":19.245,"max_latency_ms":213084,"policy":"str... | {
"ambiguity": 0.547,
"category": "coding",
"complexity": 0.7532,
"consequence": 0.2645,
"evidence_need": 0.6016,
"family": "debugging",
"input_tokens": 440,
"request_id": "synthetic-debugging-015516",
"reversibility": 0.507,
"risk": 0.6178,
"summary": "Diagnose an intermittent failure in API-key ... | [
{
"credits_per_call": 0.803,
"id": "worker_a",
"p95_latency_ms": 24358,
"pass_rate": 0.6177,
"provider_group": "provider_y",
"quality": 0.7031,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 2.872,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 7.81,
"max_latency_ms": 162867,
"minimum_quality": 0.8525
} | debugging | synthetic-debugging-013692 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 3.866,
"estimated_latency_ms": 84854,
"estimated_pass_rate": 0.7616,
"estimated_quality": 0.7426,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 7.... | {
"candidate_count": 4,
"pass_rate": 0.7616,
"quality": 0.7426,
"quality_target_met": false,
"utility": 49.515233
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":3.866,"estimated_latency_ms":84854,"estimated_pass_rate":0.7616,"estimated_quality":0.7426,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":7.81,"max_latency_ms":162867,"policy":"balanced","reason_codes":["best_... | {
"ambiguity": 0.6459,
"category": "coding",
"complexity": 0.6936,
"consequence": 0.5176,
"evidence_need": 0.3574,
"family": "debugging",
"input_tokens": 3400,
"request_id": "synthetic-debugging-013692",
"reversibility": 0.4868,
"risk": 0.4042,
"summary": "Diagnose an intermittent failure in strea... | [
{
"credits_per_call": 0.947,
"id": "worker_a",
"p95_latency_ms": 31370,
"pass_rate": 0.5761,
"provider_group": "provider_z",
"quality": 0.6909,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 2.919,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 2.724,
"max_latency_ms": 33716,
"minimum_quality": 0.5974
} | product_tradeoff | synthetic-product_tradeoff-002408 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.993,
"estimated_latency_ms": 18723,
"estimated_pass_rate": 0.3548,
"estimated_quality": 0.723,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.724,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.3548,
"quality": 0.723,
"quality_target_met": true,
"utility": 47.93572
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.993,"estimated_latency_ms":18723,"estimated_pass_rate":0.3548,"estimated_quality":0.723,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.724,"max_latency_ms":33716,"policy":"lean","reason_codes":["independent_evide... | {
"ambiguity": 0.4067,
"category": "decision",
"complexity": 0.6199,
"consequence": 0.319,
"evidence_need": 0.6747,
"family": "product_tradeoff",
"input_tokens": 3720,
"request_id": "synthetic-product_tradeoff-002408",
"reversibility": 0.5932,
"risk": 0.1982,
"summary": "Evaluate build-versus-buy ... | [
{
"credits_per_call": 0.993,
"id": "worker_a",
"p95_latency_ms": 18723,
"pass_rate": 0.4719,
"provider_group": "provider_x",
"quality": 0.7967,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 11.794,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 2,
"max_credits": 18.908,
"max_latency_ms": 255222,
"minimum_quality": 0.7595
} | debugging | synthetic-debugging-017580 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.355,
"estimated_latency_ms": 148352,
"estimated_pass_rate": 0.8618,
"estimated_quality": 0.9341,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8618,
"quality": 0.9341,
"quality_target_met": true,
"utility": 69.01017
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":18.355,"estimated_latency_ms":148352,"estimated_pass_rate":0.8618,"estimated_quality":0.9341,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":18.908,"max_latency_ms":255222,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.4827,
"category": "coding",
"complexity": 0.6321,
"consequence": 0.3666,
"evidence_need": 0.6392,
"family": "debugging",
"input_tokens": 4600,
"request_id": "synthetic-debugging-017580",
"reversibility": 0.4701,
"risk": 0.5931,
"summary": "Find the root cause of a concurrency-sens... | [
{
"credits_per_call": 3.919,
"id": "worker_a",
"p95_latency_ms": 67536,
"pass_rate": 0.722,
"provider_group": "provider_x",
"quality": 0.9132,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.802,
"id": "worker_b",
"p95_la... |
{
"max_calls": 3,
"max_credits": 16.275,
"max_latency_ms": 209620,
"minimum_quality": 0.8522
} | feature_implementation | synthetic-feature_implementation-010299 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.299,
"estimated_latency_ms": 172110,
"estimated_pass_rate": 0.776,
"estimated_quality": 0.9082,
"finalizer": "worker_c",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.776,
"quality": 0.9082,
"quality_target_met": true,
"utility": 70.849215
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.299,"estimated_latency_ms":172110,"estimated_pass_rate":0.776,"estimated_quality":0.9082,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":16.275,"max_latency_ms":209620,"policy":"stri... | {
"ambiguity": 0.5494,
"category": "coding",
"complexity": 0.618,
"consequence": 0.5967,
"evidence_need": 0.6123,
"family": "feature_implementation",
"input_tokens": 2640,
"request_id": "synthetic-feature_implementation-010299",
"reversibility": 0.5795,
"risk": 0.5185,
"summary": "Design an API fo... | [
{
"credits_per_call": 4.086,
"id": "worker_a",
"p95_latency_ms": 64383,
"pass_rate": 0.8287,
"provider_group": "provider_y",
"quality": 0.9054,
"strengths": [
"coding",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.012,
"id": "worke... |
{
"max_calls": 3,
"max_credits": 3.336,
"max_latency_ms": 35245,
"minimum_quality": 0.6711
} | product_tradeoff | synthetic-product_tradeoff-003504 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.082,
"estimated_latency_ms": 22875,
"estimated_pass_rate": 0.3612,
"estimated_quality": 0.6704,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.336,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3612,
"quality": 0.6704,
"quality_target_met": false,
"utility": 44.651989
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.082,"estimated_latency_ms":22875,"estimated_pass_rate":0.3612,"estimated_quality":0.6704,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.336,"max_latency_ms":35245,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.7984,
"category": "decision",
"complexity": 0.3171,
"consequence": 0.2422,
"evidence_need": 0.3684,
"family": "product_tradeoff",
"input_tokens": 1160,
"request_id": "synthetic-product_tradeoff-003504",
"reversibility": 0.5974,
"risk": 0.1922,
"summary": "Evaluate build-versus-buy... | [
{
"credits_per_call": 1.082,
"id": "worker_a",
"p95_latency_ms": 22875,
"pass_rate": 0.4731,
"provider_group": "provider_y",
"quality": 0.7152,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.817,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 8.307,
"max_latency_ms": 149608,
"minimum_quality": 0.8462
} | incident_response | synthetic-incident_response-012383 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.814,
"estimated_latency_ms": 84771,
"estimated_pass_rate": 0.5854,
"estimated_quality": 0.7652,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 8.... | {
"candidate_count": 4,
"pass_rate": 0.5854,
"quality": 0.7652,
"quality_target_met": false,
"utility": 56.758971
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.814,"estimated_latency_ms":84771,"estimated_pass_rate":0.5854,"estimated_quality":0.7652,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":8.307,"max_latency_ms":149608,"policy":"balanced","reason_codes":["best... | {
"ambiguity": 0.6357,
"category": "operations",
"complexity": 0.6341,
"consequence": 0.8769,
"evidence_need": 0.5386,
"family": "incident_response",
"input_tokens": 3520,
"request_id": "synthetic-incident_response-012383",
"reversibility": 0.1815,
"risk": 0.8828,
"summary": "Prioritize actions du... | [
{
"credits_per_call": 3.911,
"id": "worker_a",
"p95_latency_ms": 56634,
"pass_rate": 0.732,
"provider_group": "provider_x",
"quality": 0.8536,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 15.364,
"id": "wor... |
{
"max_calls": 1,
"max_credits": 3.23,
"max_latency_ms": 38775,
"minimum_quality": 0.515
} | data_analysis | synthetic-data_analysis-000878 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.195,
"estimated_latency_ms": 19980,
"estimated_pass_rate": 0.4007,
"estimated_quality": 0.6438,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.23,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.4007,
"quality": 0.6438,
"quality_target_met": true,
"utility": 44.223155
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.195,"estimated_latency_ms":19980,"estimated_pass_rate":0.4007,"estimated_quality":0.6438,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.23,"max_latency_ms":38775,"policy":"lean","reason_codes":["single_call_suffi... | {
"ambiguity": 0.442,
"category": "analysis",
"complexity": 0.5903,
"consequence": 0.3979,
"evidence_need": 0.3741,
"family": "data_analysis",
"input_tokens": 3400,
"request_id": "synthetic-data_analysis-000878",
"reversibility": 0.7665,
"risk": 0.238,
"summary": "Compare two experiments on stream... | [
{
"credits_per_call": 11.614,
"id": "worker_a",
"p95_latency_ms": 76694,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.195,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 2.332,
"max_latency_ms": 32303,
"minimum_quality": 0.581
} | data_analysis | synthetic-data_analysis-002998 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.796,
"estimated_latency_ms": 19603,
"estimated_pass_rate": 0.3956,
"estimated_quality": 0.601,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.332,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.3956,
"quality": 0.601,
"quality_target_met": true,
"utility": 41.24062
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.796,"estimated_latency_ms":19603,"estimated_pass_rate":0.3956,"estimated_quality":0.601,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.332,"max_latency_ms":32303,"policy":"lean","reason_codes":["single_call_suffi... | {
"ambiguity": 0.4567,
"category": "analysis",
"complexity": 0.6243,
"consequence": 0.358,
"evidence_need": 0.6247,
"family": "data_analysis",
"input_tokens": 7560,
"request_id": "synthetic-data_analysis-002998",
"reversibility": 0.9288,
"risk": 0.3218,
"summary": "Analyze a dataset about credit r... | [
{
"credits_per_call": 3.764,
"id": "worker_a",
"p95_latency_ms": 63418,
"pass_rate": 0.8447,
"provider_group": "provider_z",
"quality": 0.97,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.796,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 16.967,
"max_latency_ms": 218056,
"minimum_quality": 0.937
} | incident_response | synthetic-incident_response-002823 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.498,
"estimated_latency_ms": 183045,
"estimated_pass_rate": 0.7476,
"estimated_quality": 0.8983,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7476,
"quality": 0.8983,
"quality_target_met": false,
"utility": 78.148132
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":14.498,"estimated_latency_ms":183045,"estimated_pass_rate":0.7476,"estimated_quality":0.8983,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":16.967,"max_latency_ms":218056,"policy":"str... | {
"ambiguity": 0.6804,
"category": "operations",
"complexity": 0.7696,
"consequence": 0.7172,
"evidence_need": 0.8627,
"family": "incident_response",
"input_tokens": 7320,
"request_id": "synthetic-incident_response-002823",
"reversibility": 0.2338,
"risk": 0.8471,
"summary": "Review an outage invo... | [
{
"credits_per_call": 0.927,
"id": "worker_a",
"p95_latency_ms": 19523,
"pass_rate": 0.5033,
"provider_group": "provider_x",
"quality": 0.7148,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 10.082,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 2,
"max_credits": 2.434,
"max_latency_ms": 59798,
"minimum_quality": 0.7403
} | data_analysis | synthetic-data_analysis-007998 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.905,
"estimated_latency_ms": 31873,
"estimated_pass_rate": 0.2824,
"estimated_quality": 0.5888,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.434,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.2824,
"quality": 0.5888,
"quality_target_met": false,
"utility": 31.636538
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.905,"estimated_latency_ms":31873,"estimated_pass_rate":0.2824,"estimated_quality":0.5888,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.434,"max_latency_ms":59798,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.5968,
"category": "analysis",
"complexity": 0.4622,
"consequence": 0.4673,
"evidence_need": 0.5849,
"family": "data_analysis",
"input_tokens": 5440,
"request_id": "synthetic-data_analysis-007998",
"reversibility": 0.6624,
"risk": 0.4508,
"summary": "Compare two experiments on tena... | [
{
"credits_per_call": 9.994,
"id": "worker_a",
"p95_latency_ms": 52756,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 2.984,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 0.988,
"max_latency_ms": 39788,
"minimum_quality": 0.6214
} | incident_response | synthetic-incident_response-000943 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.784,
"estimated_latency_ms": 20015,
"estimated_pass_rate": 0.3327,
"estimated_quality": 0.5301,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 0.988,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3327,
"quality": 0.5301,
"quality_target_met": false,
"utility": 21.365359
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.784,"estimated_latency_ms":20015,"estimated_pass_rate":0.3327,"estimated_quality":0.5301,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":0.988,"max_latency_ms":39788,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.5525,
"category": "operations",
"complexity": 0.9351,
"consequence": 0.5543,
"evidence_need": 0.9363,
"family": "incident_response",
"input_tokens": 7320,
"request_id": "synthetic-incident_response-000943",
"reversibility": 0.2962,
"risk": 0.7484,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 0.784,
"id": "worker_a",
"p95_latency_ms": 20015,
"pass_rate": 0.5411,
"provider_group": "provider_y",
"quality": 0.7102,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.088,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 2.888,
"max_latency_ms": 27985,
"minimum_quality": 0.5602
} | data_analysis | synthetic-data_analysis-004974 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.01,
"estimated_latency_ms": 21521,
"estimated_pass_rate": 0.2596,
"estimated_quality": 0.5724,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.888,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.2596,
"quality": 0.5724,
"quality_target_met": true,
"utility": 35.550953
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":21521,"estimated_pass_rate":0.2596,"estimated_quality":0.5724,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.888,"max_latency_ms":27985,"policy":"lean","reason_codes":["single_call_suffi... | {
"ambiguity": 0.4663,
"category": "analysis",
"complexity": 0.6683,
"consequence": 0.3902,
"evidence_need": 0.5718,
"family": "data_analysis",
"input_tokens": 6680,
"request_id": "synthetic-data_analysis-004974",
"reversibility": 0.7462,
"risk": 0.2101,
"summary": "Analyze a dataset about rate li... | [
{
"credits_per_call": 1.01,
"id": "worker_a",
"p95_latency_ms": 21521,
"pass_rate": 0.3877,
"provider_group": "provider_z",
"quality": 0.6597,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.129,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 3,
"max_credits": 18.654,
"max_latency_ms": 196200,
"minimum_quality": 0.9162
} | research_synthesis | synthetic-research_synthesis-002845 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.083,
"estimated_latency_ms": 171764,
"estimated_pass_rate": 0.7244,
"estimated_quality": 0.9277,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7244,
"quality": 0.9277,
"quality_target_met": true,
"utility": 72.578262
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.083,"estimated_latency_ms":171764,"estimated_pass_rate":0.7244,"estimated_quality":0.9277,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":18.654,"max_latency_ms":196200,"policy":"str... | {
"ambiguity": 0.7834,
"category": "research",
"complexity": 0.5161,
"consequence": 0.3464,
"evidence_need": 0.9648,
"family": "research_synthesis",
"input_tokens": 4920,
"request_id": "synthetic-research_synthesis-002845",
"reversibility": 0.8286,
"risk": 0.5043,
"summary": "Compare evidence for ... | [
{
"credits_per_call": 3.472,
"id": "worker_a",
"p95_latency_ms": 79672,
"pass_rate": 0.8339,
"provider_group": "provider_x",
"quality": 0.8716,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.888,
"id": "worker_b",
"p95_l... |
{
"max_calls": 1,
"max_credits": 2.635,
"max_latency_ms": 54496,
"minimum_quality": 0.7365
} | incident_response | synthetic-incident_response-003279 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.118,
"estimated_latency_ms": 32309,
"estimated_pass_rate": 0.3393,
"estimated_quality": 0.566,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.635,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.3393,
"quality": 0.566,
"quality_target_met": false,
"utility": 22.59697
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.118,"estimated_latency_ms":32309,"estimated_pass_rate":0.3393,"estimated_quality":0.566,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.635,"max_latency_ms":54496,"policy":"lean","reason_codes":["best_feasible_bel... | {
"ambiguity": 0.4473,
"category": "operations",
"complexity": 0.7406,
"consequence": 0.7811,
"evidence_need": 0.693,
"family": "incident_response",
"input_tokens": 920,
"request_id": "synthetic-incident_response-003279",
"reversibility": 0.2534,
"risk": 0.6055,
"summary": "Review an outage involv... | [
{
"credits_per_call": 10.98,
"id": "worker_a",
"p95_latency_ms": 56599,
"pass_rate": 0.9293,
"provider_group": "provider_z",
"quality": 0.9899,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.245,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 19.808,
"max_latency_ms": 221596,
"minimum_quality": 0.9022
} | debugging | synthetic-debugging-012404 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.416,
"estimated_latency_ms": 168920,
"estimated_pass_rate": 0.7403,
"estimated_quality": 0.8905,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7403,
"quality": 0.8905,
"quality_target_met": false,
"utility": 71.47687
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.416,"estimated_latency_ms":168920,"estimated_pass_rate":0.7403,"estimated_quality":0.8905,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":19.808,"max_latency_ms":221596,"policy":"str... | {
"ambiguity": 0.4655,
"category": "coding",
"complexity": 0.7439,
"consequence": 0.645,
"evidence_need": 0.662,
"family": "debugging",
"input_tokens": 1800,
"request_id": "synthetic-debugging-012404",
"reversibility": 0.573,
"risk": 0.5905,
"summary": "Diagnose an intermittent failure in rate lim... | [
{
"credits_per_call": 0.919,
"id": "worker_a",
"p95_latency_ms": 32552,
"pass_rate": 0.5109,
"provider_group": "provider_x",
"quality": 0.7632,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 2.959,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 7.694,
"max_latency_ms": 237936,
"minimum_quality": 0.7269
} | debugging | synthetic-debugging-002988 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 5.117,
"estimated_latency_ms": 94289,
"estimated_pass_rate": 0.75,
"estimated_quality": 0.8343,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 7.69... | {
"candidate_count": 4,
"pass_rate": 0.75,
"quality": 0.8343,
"quality_target_met": true,
"utility": 60.10315
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":5.117,"estimated_latency_ms":94289,"estimated_pass_rate":0.75,"estimated_quality":0.8343,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":7.694,"max_latency_ms":237936,"policy":"balanced","reason_codes":["comple... | {
"ambiguity": 0.7418,
"category": "coding",
"complexity": 0.6993,
"consequence": 0.5178,
"evidence_need": 0.5947,
"family": "debugging",
"input_tokens": 5680,
"request_id": "synthetic-debugging-002988",
"reversibility": 0.7144,
"risk": 0.3081,
"summary": "Diagnose an intermittent failure in artif... | [
{
"credits_per_call": 0.904,
"id": "worker_a",
"p95_latency_ms": 30198,
"pass_rate": 0.6038,
"provider_group": "provider_y",
"quality": 0.7375,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 4.213,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 1.191,
"max_latency_ms": 34079,
"minimum_quality": 0.6701
} | data_analysis | synthetic-data_analysis-002606 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.939,
"estimated_latency_ms": 20457,
"estimated_pass_rate": 0.4048,
"estimated_quality": 0.5484,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.191,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4048,
"quality": 0.5484,
"quality_target_met": false,
"utility": 29.979641
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.939,"estimated_latency_ms":20457,"estimated_pass_rate":0.4048,"estimated_quality":0.5484,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.191,"max_latency_ms":34079,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.3377,
"category": "analysis",
"complexity": 0.7854,
"consequence": 0.2574,
"evidence_need": 0.453,
"family": "data_analysis",
"input_tokens": 5880,
"request_id": "synthetic-data_analysis-002606",
"reversibility": 0.8479,
"risk": 0.2309,
"summary": "Compare two experiments on tenan... | [
{
"credits_per_call": 3.794,
"id": "worker_a",
"p95_latency_ms": 52042,
"pass_rate": 0.8163,
"provider_group": "provider_z",
"quality": 0.9748,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.939,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 19.547,
"max_latency_ms": 263039,
"minimum_quality": 0.8151
} | data_analysis | synthetic-data_analysis-010614 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.844,
"estimated_latency_ms": 194280,
"estimated_pass_rate": 0.8907,
"estimated_quality": 0.9427,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.8907,
"quality": 0.9427,
"quality_target_met": true,
"utility": 72.346235
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.844,"estimated_latency_ms":194280,"estimated_pass_rate":0.8907,"estimated_quality":0.9427,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":19.547,"max_latency_ms":263039,"policy":"str... | {
"ambiguity": 0.6586,
"category": "analysis",
"complexity": 0.5756,
"consequence": 0.2134,
"evidence_need": 0.3632,
"family": "data_analysis",
"input_tokens": 1760,
"request_id": "synthetic-data_analysis-010614",
"reversibility": 0.7316,
"risk": 0.4344,
"summary": "Compare two experiments on obse... | [
{
"credits_per_call": 2.95,
"id": "worker_a",
"p95_latency_ms": 77367,
"pass_rate": 0.9431,
"provider_group": "provider_z",
"quality": 0.94,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.793,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 3.375,
"max_latency_ms": 39465,
"minimum_quality": 0.65
} | research_synthesis | synthetic-research_synthesis-005269 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.139,
"estimated_latency_ms": 23497,
"estimated_pass_rate": 0.3269,
"estimated_quality": 0.5897,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.375,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3269,
"quality": 0.5897,
"quality_target_met": false,
"utility": 36.505882
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":1.139,"estimated_latency_ms":23497,"estimated_pass_rate":0.3269,"estimated_quality":0.5897,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.375,"max_latency_ms":39465,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.8003,
"category": "research",
"complexity": 0.5567,
"consequence": 0.3603,
"evidence_need": 0.7557,
"family": "research_synthesis",
"input_tokens": 2320,
"request_id": "synthetic-research_synthesis-005269",
"reversibility": 0.8319,
"risk": 0.3545,
"summary": "Produce a decision me... | [
{
"credits_per_call": 4.266,
"id": "worker_a",
"p95_latency_ms": 48880,
"pass_rate": 0.8166,
"provider_group": "provider_y",
"quality": 0.8973,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 14.045,
"id": "worker_b",
"p95_... |
{
"max_calls": 1,
"max_credits": 2.717,
"max_latency_ms": 23972,
"minimum_quality": 0.7168
} | data_analysis | synthetic-data_analysis-003070 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.014,
"estimated_latency_ms": 22467,
"estimated_pass_rate": 0.3023,
"estimated_quality": 0.6604,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.717,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3023,
"quality": 0.6604,
"quality_target_met": false,
"utility": 38.698977
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.014,"estimated_latency_ms":22467,"estimated_pass_rate":0.3023,"estimated_quality":0.6604,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.717,"max_latency_ms":23972,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.2934,
"category": "analysis",
"complexity": 0.5438,
"consequence": 0.4798,
"evidence_need": 0.3586,
"family": "data_analysis",
"input_tokens": 6200,
"request_id": "synthetic-data_analysis-003070",
"reversibility": 0.6576,
"risk": 0.3655,
"summary": "Interpret a noisy metric shift ... | [
{
"credits_per_call": 1.014,
"id": "worker_a",
"p95_latency_ms": 22467,
"pass_rate": 0.4158,
"provider_group": "provider_y",
"quality": 0.7248,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.025,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 3.762,
"max_latency_ms": 33416,
"minimum_quality": 0.585
} | direct_facts | synthetic-direct_facts-002529 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.966,
"estimated_latency_ms": 20784,
"estimated_pass_rate": 0.4445,
"estimated_quality": 0.6965,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.762,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4445,
"quality": 0.6965,
"quality_target_met": true,
"utility": 48.810153
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.966,"estimated_latency_ms":20784,"estimated_pass_rate":0.4445,"estimated_quality":0.6965,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.762,"max_latency_ms":33416,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.0342,
"category": "general",
"complexity": 0.2705,
"consequence": 0.1103,
"evidence_need": 0.1613,
"family": "direct_facts",
"input_tokens": 800,
"request_id": "synthetic-direct_facts-002529",
"reversibility": 0.7956,
"risk": 0.1242,
"summary": "Convert 12 units and state the resu... | [
{
"credits_per_call": 0.966,
"id": "worker_a",
"p95_latency_ms": 20784,
"pass_rate": 0.4878,
"provider_group": "provider_z",
"quality": 0.6766,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 14.153,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 18.789,
"max_latency_ms": 178651,
"minimum_quality": 0.8719
} | debugging | synthetic-debugging-020484 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.059,
"estimated_latency_ms": 134244,
"estimated_pass_rate": 0.7631,
"estimated_quality": 0.8834,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7631,
"quality": 0.8834,
"quality_target_met": true,
"utility": 74.287403
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.059,"estimated_latency_ms":134244,"estimated_pass_rate":0.7631,"estimated_quality":0.8834,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":18.789,"max_latency_ms":178651,"policy":"str... | {
"ambiguity": 0.5625,
"category": "coding",
"complexity": 0.8521,
"consequence": 0.4008,
"evidence_need": 0.6727,
"family": "debugging",
"input_tokens": 6320,
"request_id": "synthetic-debugging-020484",
"reversibility": 0.4789,
"risk": 0.6916,
"summary": "Find the root cause of a concurrency-sens... | [
{
"credits_per_call": 1.048,
"id": "worker_a",
"p95_latency_ms": 24850,
"pass_rate": 0.5782,
"provider_group": "provider_z",
"quality": 0.7574,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.362,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 22.342,
"max_latency_ms": 183547,
"minimum_quality": 0.7899
} | research_synthesis | synthetic-research_synthesis-011309 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.324,
"estimated_latency_ms": 166678,
"estimated_pass_rate": 0.7017,
"estimated_quality": 0.9172,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7017,
"quality": 0.9172,
"quality_target_met": true,
"utility": 73.048393
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.324,"estimated_latency_ms":166678,"estimated_pass_rate":0.7017,"estimated_quality":0.9172,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":22.342,"max_latency_ms":183547,"policy":"str... | {
"ambiguity": 0.6352,
"category": "research",
"complexity": 0.6404,
"consequence": 0.5725,
"evidence_need": 0.8549,
"family": "research_synthesis",
"input_tokens": 6840,
"request_id": "synthetic-research_synthesis-011309",
"reversibility": 0.9735,
"risk": 0.5191,
"summary": "Compare evidence for ... | [
{
"credits_per_call": 0.853,
"id": "worker_a",
"p95_latency_ms": 30291,
"pass_rate": 0.4375,
"provider_group": "provider_z",
"quality": 0.7121,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 11.471,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 21.31,
"max_latency_ms": 206169,
"minimum_quality": 0.8119
} | debugging | synthetic-debugging-010020 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.27,
"estimated_latency_ms": 151720,
"estimated_pass_rate": 0.7507,
"estimated_quality": 0.9031,
"finalizer": "worker_b",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7507,
"quality": 0.9031,
"quality_target_met": true,
"utility": 68.563321
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.27,"estimated_latency_ms":151720,"estimated_pass_rate":0.7507,"estimated_quality":0.9031,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":21.31,"max_latency_ms":206169,"policy":"stric... | {
"ambiguity": 0.5304,
"category": "coding",
"complexity": 0.6023,
"consequence": 0.3218,
"evidence_need": 0.5648,
"family": "debugging",
"input_tokens": 6200,
"request_id": "synthetic-debugging-010020",
"reversibility": 0.7405,
"risk": 0.5161,
"summary": "Diagnose an intermittent failure in provi... | [
{
"credits_per_call": 1.121,
"id": "worker_a",
"p95_latency_ms": 18735,
"pass_rate": 0.6037,
"provider_group": "provider_x",
"quality": 0.7463,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 15.285,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 2,
"max_credits": 17.45,
"max_latency_ms": 153516,
"minimum_quality": 0.6856
} | incident_response | synthetic-incident_response-017183 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.041,
"estimated_latency_ms": 133214,
"estimated_pass_rate": 0.8774,
"estimated_quality": 0.9312,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8774,
"quality": 0.9312,
"quality_target_met": true,
"utility": 74.992815
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":16.041,"estimated_latency_ms":133214,"estimated_pass_rate":0.8774,"estimated_quality":0.9312,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":17.45,"max_latency_ms":153516,"policy":"balanced","reason_codes":["co... | {
"ambiguity": 0.7587,
"category": "operations",
"complexity": 0.5138,
"consequence": 0.8293,
"evidence_need": 0.8742,
"family": "incident_response",
"input_tokens": 3600,
"request_id": "synthetic-incident_response-017183",
"reversibility": 0.2685,
"risk": 0.9499,
"summary": "Review an outage invo... | [
{
"credits_per_call": 12.894,
"id": "worker_a",
"p95_latency_ms": 89011,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.9439,
"strengths": [
"drafting",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.907,
... |
{
"max_calls": 3,
"max_credits": 21.11,
"max_latency_ms": 185023,
"minimum_quality": 0.8565
} | data_analysis | synthetic-data_analysis-012430 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.557,
"estimated_latency_ms": 122790,
"estimated_pass_rate": 0.9315,
"estimated_quality": 0.9726,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 15,
"pass_rate": 0.9315,
"quality": 0.9726,
"quality_target_met": true,
"utility": 72.818278
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":17.557,"estimated_latency_ms":122790,"estimated_pass_rate":0.9315,"estimated_quality":0.9726,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":21.11,"max_latency_ms":185023,"policy":"balanced","reason_codes":["cr... | {
"ambiguity": 0.3726,
"category": "analysis",
"complexity": 0.4952,
"consequence": 0.467,
"evidence_need": 0.7126,
"family": "data_analysis",
"input_tokens": 7160,
"request_id": "synthetic-data_analysis-012430",
"reversibility": 0.8734,
"risk": 0.2871,
"summary": "Analyze a dataset about OAuth ca... | [
{
"credits_per_call": 0.915,
"id": "worker_a",
"p95_latency_ms": 28793,
"pass_rate": 0.4651,
"provider_group": "provider_y",
"quality": 0.6895,
"strengths": [
"coding",
"drafting",
"reasoning",
"speed"
]
},
{
"credits_per_call": 3.768,
"id": "worke... |
{
"max_calls": 3,
"max_credits": 24.238,
"max_latency_ms": 250168,
"minimum_quality": 0.8483
} | research_synthesis | synthetic-research_synthesis-020229 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.919,
"estimated_latency_ms": 176911,
"estimated_pass_rate": 0.7129,
"estimated_quality": 0.9147,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7129,
"quality": 0.9147,
"quality_target_met": true,
"utility": 70.910645
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.919,"estimated_latency_ms":176911,"estimated_pass_rate":0.7129,"estimated_quality":0.9147,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":24.238,"max_latency_ms":250168,"policy":"str... | {
"ambiguity": 0.8313,
"category": "research",
"complexity": 0.521,
"consequence": 0.3449,
"evidence_need": 0.8189,
"family": "research_synthesis",
"input_tokens": 6160,
"request_id": "synthetic-research_synthesis-020229",
"reversibility": 0.7862,
"risk": 0.4148,
"summary": "Review competing appro... | [
{
"credits_per_call": 4.039,
"id": "worker_a",
"p95_latency_ms": 69256,
"pass_rate": 0.7305,
"provider_group": "provider_x",
"quality": 0.8633,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 14.705,
"id": "worker_b",
"p95_... |
{
"max_calls": 2,
"max_credits": 1.783,
"max_latency_ms": 27054,
"minimum_quality": 0.7466
} | debugging | synthetic-debugging-003500 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.88,
"estimated_latency_ms": 25299,
"estimated_pass_rate": 0.3841,
"estimated_quality": 0.6382,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.783,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.3841,
"quality": 0.6382,
"quality_target_met": false,
"utility": 36.186965
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.88,"estimated_latency_ms":25299,"estimated_pass_rate":0.3841,"estimated_quality":0.6382,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.783,"max_latency_ms":27054,"policy":"lean","reason_codes":["best_feasible_bel... | {
"ambiguity": 0.6858,
"category": "coding",
"complexity": 0.7408,
"consequence": 0.3028,
"evidence_need": 0.496,
"family": "debugging",
"input_tokens": 6640,
"request_id": "synthetic-debugging-003500",
"reversibility": 0.6609,
"risk": 0.5804,
"summary": "Diagnose an intermittent failure in data r... | [
{
"credits_per_call": 0.88,
"id": "worker_a",
"p95_latency_ms": 25299,
"pass_rate": 0.567,
"provider_group": "provider_y",
"quality": 0.78,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 13.322,
"id": "worker_b",
"p95_latency... |
{
"max_calls": 3,
"max_credits": 18.728,
"max_latency_ms": 167298,
"minimum_quality": 0.8541
} | incident_response | synthetic-incident_response-007759 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.289,
"estimated_latency_ms": 143062,
"estimated_pass_rate": 0.7235,
"estimated_quality": 0.9349,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7235,
"quality": 0.9349,
"quality_target_met": true,
"utility": 75.133503
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.289,"estimated_latency_ms":143062,"estimated_pass_rate":0.7235,"estimated_quality":0.9349,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":18.728,"max_latency_ms":167298,"policy":"str... | {
"ambiguity": 0.4487,
"category": "operations",
"complexity": 0.6657,
"consequence": 0.676,
"evidence_need": 0.8847,
"family": "incident_response",
"input_tokens": 6840,
"request_id": "synthetic-incident_response-007759",
"reversibility": 0.3473,
"risk": 0.6577,
"summary": "Review an outage invol... | [
{
"credits_per_call": 3.676,
"id": "worker_a",
"p95_latency_ms": 55801,
"pass_rate": 0.8001,
"provider_group": "provider_z",
"quality": 0.923,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 12.798,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 25.148,
"max_latency_ms": 243916,
"minimum_quality": 0.7965
} | incident_response | synthetic-incident_response-001015 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.191,
"estimated_latency_ms": 168966,
"estimated_pass_rate": 0.7702,
"estimated_quality": 0.9187,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7702,
"quality": 0.9187,
"quality_target_met": true,
"utility": 82.953057
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.191,"estimated_latency_ms":168966,"estimated_pass_rate":0.7702,"estimated_quality":0.9187,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":25.148,"max_latency_ms":243916,"policy":"str... | {
"ambiguity": 0.5589,
"category": "operations",
"complexity": 0.9473,
"consequence": 0.6205,
"evidence_need": 0.8782,
"family": "incident_response",
"input_tokens": 3120,
"request_id": "synthetic-incident_response-001015",
"reversibility": 0.2645,
"risk": 0.8014,
"summary": "Prioritize actions du... | [
{
"credits_per_call": 3.23,
"id": "worker_a",
"p95_latency_ms": 78208,
"pass_rate": 0.8249,
"provider_group": "provider_x",
"quality": 0.9064,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 13.97,
"id": "work... |
{
"max_calls": 2,
"max_credits": 17.906,
"max_latency_ms": 168601,
"minimum_quality": 0.892
} | feature_implementation | synthetic-feature_implementation-009547 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.923,
"estimated_latency_ms": 135026,
"estimated_pass_rate": 0.8635,
"estimated_quality": 0.9204,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8635,
"quality": 0.9204,
"quality_target_met": true,
"utility": 66.709833
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":14.923,"estimated_latency_ms":135026,"estimated_pass_rate":0.8635,"estimated_quality":0.9204,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":17.906,"max_latency_ms":168601,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.5298,
"category": "coding",
"complexity": 0.7725,
"consequence": 0.2802,
"evidence_need": 0.493,
"family": "feature_implementation",
"input_tokens": 4000,
"request_id": "synthetic-feature_implementation-009547",
"reversibility": 0.6084,
"risk": 0.2783,
"summary": "Implement credit... | [
{
"credits_per_call": 1.131,
"id": "worker_a",
"p95_latency_ms": 17628,
"pass_rate": 0.5105,
"provider_group": "provider_y",
"quality": 0.7315,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 11.364,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 21.507,
"max_latency_ms": 203353,
"minimum_quality": 0.8019
} | incident_response | synthetic-incident_response-011479 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.779,
"estimated_latency_ms": 152107,
"estimated_pass_rate": 0.7164,
"estimated_quality": 0.9013,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7164,
"quality": 0.9013,
"quality_target_met": true,
"utility": 74.929813
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.779,"estimated_latency_ms":152107,"estimated_pass_rate":0.7164,"estimated_quality":0.9013,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":21.507,"max_latency_ms":203353,"policy":"str... | {
"ambiguity": 0.5873,
"category": "operations",
"complexity": 0.667,
"consequence": 0.7143,
"evidence_need": 0.7343,
"family": "incident_response",
"input_tokens": 6800,
"request_id": "synthetic-incident_response-011479",
"reversibility": 0.5045,
"risk": 0.6781,
"summary": "Prioritize actions dur... | [
{
"credits_per_call": 11.802,
"id": "worker_a",
"p95_latency_ms": 78492,
"pass_rate": 0.9148,
"provider_group": "provider_z",
"quality": 0.9815,
"strengths": [
"drafting",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.785,
... |
{
"max_calls": 1,
"max_credits": 3.035,
"max_latency_ms": 59272,
"minimum_quality": 0.6466
} | product_tradeoff | synthetic-product_tradeoff-002240 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.85,
"estimated_latency_ms": 32173,
"estimated_pass_rate": 0.3651,
"estimated_quality": 0.6396,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.035,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.3651,
"quality": 0.6396,
"quality_target_met": false,
"utility": 43.355427
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":32173,"estimated_pass_rate":0.3651,"estimated_quality":0.6396,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.035,"max_latency_ms":59272,"policy":"lean","reason_codes":["best_feasible_bel... | {
"ambiguity": 0.4205,
"category": "decision",
"complexity": 0.4603,
"consequence": 0.5726,
"evidence_need": 0.3682,
"family": "product_tradeoff",
"input_tokens": 4120,
"request_id": "synthetic-product_tradeoff-002240",
"reversibility": 0.5868,
"risk": 0.1878,
"summary": "Choose an implementation ... | [
{
"credits_per_call": 0.85,
"id": "worker_a",
"p95_latency_ms": 32173,
"pass_rate": 0.4643,
"provider_group": "provider_z",
"quality": 0.6846,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.798,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 2,
"max_credits": 3.254,
"max_latency_ms": 42025,
"minimum_quality": 0.6257
} | incident_response | synthetic-incident_response-000567 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.056,
"estimated_latency_ms": 21950,
"estimated_pass_rate": 0.2777,
"estimated_quality": 0.5517,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.254,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.2777,
"quality": 0.5517,
"quality_target_met": false,
"utility": 20.415205
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":1.056,"estimated_latency_ms":21950,"estimated_pass_rate":0.2777,"estimated_quality":0.5517,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.254,"max_latency_ms":42025,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.4912,
"category": "operations",
"complexity": 0.8657,
"consequence": 0.5781,
"evidence_need": 0.7406,
"family": "incident_response",
"input_tokens": 4280,
"request_id": "synthetic-incident_response-000567",
"reversibility": 0.3414,
"risk": 0.8706,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 3.158,
"id": "worker_a",
"p95_latency_ms": 52611,
"pass_rate": 0.8541,
"provider_group": "provider_y",
"quality": 0.8413,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 14.757,
"id": "worker_b",
"p95_... |
{
"max_calls": 2,
"max_credits": 19.371,
"max_latency_ms": 146328,
"minimum_quality": 0.8843
} | feature_implementation | synthetic-feature_implementation-004219 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.89,
"estimated_latency_ms": 136427,
"estimated_pass_rate": 0.8858,
"estimated_quality": 0.9087,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 1... | {
"candidate_count": 9,
"pass_rate": 0.8858,
"quality": 0.9087,
"quality_target_met": true,
"utility": 67.1895
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":17.89,"estimated_latency_ms":136427,"estimated_pass_rate":0.8858,"estimated_quality":0.9087,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":19.371,"max_latency_ms":146328,"policy":"balanced","reason_codes":["co... | {
"ambiguity": 0.492,
"category": "coding",
"complexity": 0.7662,
"consequence": 0.5707,
"evidence_need": 0.3549,
"family": "feature_implementation",
"input_tokens": 6320,
"request_id": "synthetic-feature_implementation-004219",
"reversibility": 0.6545,
"risk": 0.5733,
"summary": "Patch a producti... | [
{
"credits_per_call": 14.058,
"id": "worker_a",
"p95_latency_ms": 67192,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"coding",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.139,
"id... |
{
"max_calls": 2,
"max_credits": 7.998,
"max_latency_ms": 185445,
"minimum_quality": 0.797
} | data_analysis | synthetic-data_analysis-006070 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.816,
"estimated_latency_ms": 88970,
"estimated_pass_rate": 0.8351,
"estimated_quality": 0.8252,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 7.... | {
"candidate_count": 4,
"pass_rate": 0.8351,
"quality": 0.8252,
"quality_target_met": true,
"utility": 59.381307
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.816,"estimated_latency_ms":88970,"estimated_pass_rate":0.8351,"estimated_quality":0.8252,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":7.998,"max_latency_ms":185445,"policy":"balanced","reason_codes":["comp... | {
"ambiguity": 0.2833,
"category": "analysis",
"complexity": 0.7686,
"consequence": 0.3688,
"evidence_need": 0.6331,
"family": "data_analysis",
"input_tokens": 240,
"request_id": "synthetic-data_analysis-006070",
"reversibility": 0.7,
"risk": 0.1783,
"summary": "Analyze a dataset about streaming i... | [
{
"credits_per_call": 11.382,
"id": "worker_a",
"p95_latency_ms": 92436,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.949,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 1.577,
"max_latency_ms": 24415,
"minimum_quality": 0.5228
} | research_synthesis | synthetic-research_synthesis-004637 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.928,
"estimated_latency_ms": 17941,
"estimated_pass_rate": 0.2465,
"estimated_quality": 0.6097,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.577,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.2465,
"quality": 0.6097,
"quality_target_met": true,
"utility": 36.044928
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.928,"estimated_latency_ms":17941,"estimated_pass_rate":0.2465,"estimated_quality":0.6097,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.577,"max_latency_ms":24415,"policy":"lean","reason_codes":["independent_evid... | {
"ambiguity": 0.6412,
"category": "research",
"complexity": 0.7193,
"consequence": 0.326,
"evidence_need": 0.9867,
"family": "research_synthesis",
"input_tokens": 2640,
"request_id": "synthetic-research_synthesis-004637",
"reversibility": 0.9641,
"risk": 0.2176,
"summary": "Compare evidence for m... | [
{
"credits_per_call": 3.169,
"id": "worker_a",
"p95_latency_ms": 45696,
"pass_rate": 0.739,
"provider_group": "provider_y",
"quality": 0.84,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.928,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 19.953,
"max_latency_ms": 228058,
"minimum_quality": 0.7274
} | feature_implementation | synthetic-feature_implementation-008395 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.237,
"estimated_latency_ms": 142848,
"estimated_pass_rate": 0.8803,
"estimated_quality": 0.9456,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8803,
"quality": 0.9456,
"quality_target_met": true,
"utility": 72.366779
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":15.237,"estimated_latency_ms":142848,"estimated_pass_rate":0.8803,"estimated_quality":0.9456,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":19.953,"max_latency_ms":228058,"policy":"balanced","reason_codes":["i... | {
"ambiguity": 0.34,
"category": "coding",
"complexity": 0.5891,
"consequence": 0.5487,
"evidence_need": 0.5784,
"family": "feature_implementation",
"input_tokens": 3560,
"request_id": "synthetic-feature_implementation-008395",
"reversibility": 0.6142,
"risk": 0.5917,
"summary": "Implement streami... | [
{
"credits_per_call": 12.264,
"id": "worker_a",
"p95_latency_ms": 67574,
"pass_rate": 0.9437,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 2.973,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 21.536,
"max_latency_ms": 185283,
"minimum_quality": 0.7411
} | incident_response | synthetic-incident_response-016295 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.101,
"estimated_latency_ms": 114560,
"estimated_pass_rate": 0.8657,
"estimated_quality": 0.9226,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8657,
"quality": 0.9226,
"quality_target_met": true,
"utility": 73.98898
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":16.101,"estimated_latency_ms":114560,"estimated_pass_rate":0.8657,"estimated_quality":0.9226,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":21.536,"max_latency_ms":185283,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.4075,
"category": "operations",
"complexity": 0.7699,
"consequence": 0.6746,
"evidence_need": 0.903,
"family": "incident_response",
"input_tokens": 7480,
"request_id": "synthetic-incident_response-016295",
"reversibility": 0.2843,
"risk": 0.8257,
"summary": "Review an outage invol... | [
{
"credits_per_call": 3.606,
"id": "worker_a",
"p95_latency_ms": 56332,
"pass_rate": 0.8465,
"provider_group": "provider_y",
"quality": 0.8569,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 12.495,
"id": "worker_b",
"p95_... |
{
"max_calls": 1,
"max_credits": 1.833,
"max_latency_ms": 24018,
"minimum_quality": 0.7371
} | incident_response | synthetic-incident_response-000871 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.948,
"estimated_latency_ms": 21305,
"estimated_pass_rate": 0.4013,
"estimated_quality": 0.6154,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.833,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4013,
"quality": 0.6154,
"quality_target_met": false,
"utility": 14.313767
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":21305,"estimated_pass_rate":0.4013,"estimated_quality":0.6154,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.833,"max_latency_ms":24018,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.3563,
"category": "operations",
"complexity": 0.9358,
"consequence": 0.8968,
"evidence_need": 0.7998,
"family": "incident_response",
"input_tokens": 5200,
"request_id": "synthetic-incident_response-000871",
"reversibility": 0.2676,
"risk": 0.5623,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 0.948,
"id": "worker_a",
"p95_latency_ms": 21305,
"pass_rate": 0.5799,
"provider_group": "provider_z",
"quality": 0.769,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 4.191,
"id": "worker_b",
"p95_laten... |
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