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": 20.424,
"max_latency_ms": 202018,
"minimum_quality": 0.8968
} | incident_response | synthetic-incident_response-005551 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.934,
"estimated_latency_ms": 139355,
"estimated_pass_rate": 0.831,
"estimated_quality": 0.8879,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 2... | {
"candidate_count": 9,
"pass_rate": 0.831,
"quality": 0.8879,
"quality_target_met": false,
"utility": 71.065591
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":16.934,"estimated_latency_ms":139355,"estimated_pass_rate":0.831,"estimated_quality":0.8879,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":20.424,"max_latency_ms":202018,"policy":"balanced","reason_codes":["be... | {
"ambiguity": 0.6029,
"category": "operations",
"complexity": 0.917,
"consequence": 0.8489,
"evidence_need": 0.6454,
"family": "incident_response",
"input_tokens": 4400,
"request_id": "synthetic-incident_response-005551",
"reversibility": 0.4921,
"risk": 0.8976,
"summary": "Review an outage invol... | [
{
"credits_per_call": 13.362,
"id": "worker_a",
"p95_latency_ms": 85619,
"pass_rate": 0.9467,
"provider_group": "provider_z",
"quality": 0.9592,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.572,
"id": "worker_b",... |
{
"max_calls": 1,
"max_credits": 3.661,
"max_latency_ms": 35869,
"minimum_quality": 0.4822
} | incident_response | synthetic-incident_response-003591 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.873,
"estimated_latency_ms": 18393,
"estimated_pass_rate": 0.268,
"estimated_quality": 0.6221,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.661,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.268,
"quality": 0.6221,
"quality_target_met": true,
"utility": 25.945598
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.873,"estimated_latency_ms":18393,"estimated_pass_rate":0.268,"estimated_quality":0.6221,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.661,"max_latency_ms":35869,"policy":"lean","reason_codes":["complex_task","hi... | {
"ambiguity": 0.5586,
"category": "operations",
"complexity": 0.7299,
"consequence": 0.6758,
"evidence_need": 0.7848,
"family": "incident_response",
"input_tokens": 1880,
"request_id": "synthetic-incident_response-003591",
"reversibility": 0.4825,
"risk": 0.8667,
"summary": "Review an outage invo... | [
{
"credits_per_call": 3.836,
"id": "worker_a",
"p95_latency_ms": 66991,
"pass_rate": 0.7197,
"provider_group": "provider_z",
"quality": 0.8373,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.873,
"id": "worker_b",
"p95_l... |
{
"max_calls": 2,
"max_credits": 19.756,
"max_latency_ms": 216836,
"minimum_quality": 0.8531
} | incident_response | synthetic-incident_response-001447 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.572,
"estimated_latency_ms": 133111,
"estimated_pass_rate": 0.8703,
"estimated_quality": 0.914,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 1... | {
"candidate_count": 9,
"pass_rate": 0.8703,
"quality": 0.914,
"quality_target_met": true,
"utility": 74.268496
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":16.572,"estimated_latency_ms":133111,"estimated_pass_rate":0.8703,"estimated_quality":0.914,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":19.756,"max_latency_ms":216836,"policy":"balanced","reason_codes":["cr... | {
"ambiguity": 0.6842,
"category": "operations",
"complexity": 0.5659,
"consequence": 0.8699,
"evidence_need": 0.5087,
"family": "incident_response",
"input_tokens": 3920,
"request_id": "synthetic-incident_response-001447",
"reversibility": 0.4687,
"risk": 0.9492,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 3.785,
"id": "worker_a",
"p95_latency_ms": 60249,
"pass_rate": 0.809,
"provider_group": "provider_y",
"quality": 0.8532,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.885,
"id": "worker_b",
"p95_la... |
{
"max_calls": 3,
"max_credits": 22.966,
"max_latency_ms": 194619,
"minimum_quality": 0.8411
} | debugging | synthetic-debugging-010772 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.675,
"estimated_latency_ms": 146830,
"estimated_pass_rate": 0.7066,
"estimated_quality": 0.9033,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7066,
"quality": 0.9033,
"quality_target_met": true,
"utility": 70.226688
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.675,"estimated_latency_ms":146830,"estimated_pass_rate":0.7066,"estimated_quality":0.9033,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":22.966,"max_latency_ms":194619,"policy":"str... | {
"ambiguity": 0.5414,
"category": "coding",
"complexity": 0.6576,
"consequence": 0.4329,
"evidence_need": 0.5167,
"family": "debugging",
"input_tokens": 6280,
"request_id": "synthetic-debugging-010772",
"reversibility": 0.7248,
"risk": 0.624,
"summary": "Find the root cause of a concurrency-sensi... | [
{
"credits_per_call": 0.848,
"id": "worker_a",
"p95_latency_ms": 17694,
"pass_rate": 0.458,
"provider_group": "provider_z",
"quality": 0.7226,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 14.572,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 19.285,
"max_latency_ms": 189275,
"minimum_quality": 0.8917
} | research_synthesis | synthetic-research_synthesis-007197 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.097,
"estimated_latency_ms": 175210,
"estimated_pass_rate": 0.723,
"estimated_quality": 0.9055,
"finalizer": "worker_a",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.723,
"quality": 0.9055,
"quality_target_met": true,
"utility": 70.262507
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.097,"estimated_latency_ms":175210,"estimated_pass_rate":0.723,"estimated_quality":0.9055,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":19.285,"max_latency_ms":189275,"policy":"stri... | {
"ambiguity": 0.8165,
"category": "research",
"complexity": 0.6423,
"consequence": 0.3455,
"evidence_need": 0.6417,
"family": "research_synthesis",
"input_tokens": 7520,
"request_id": "synthetic-research_synthesis-007197",
"reversibility": 0.9515,
"risk": 0.4518,
"summary": "Produce a decision me... | [
{
"credits_per_call": 11.638,
"id": "worker_a",
"p95_latency_ms": 85375,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.31,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 24.409,
"max_latency_ms": 216172,
"minimum_quality": 0.8554
} | incident_response | synthetic-incident_response-003975 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.622,
"estimated_latency_ms": 162612,
"estimated_pass_rate": 0.7087,
"estimated_quality": 0.9076,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7087,
"quality": 0.9076,
"quality_target_met": true,
"utility": 78.634488
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.622,"estimated_latency_ms":162612,"estimated_pass_rate":0.7087,"estimated_quality":0.9076,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":24.409,"max_latency_ms":216172,"policy":"str... | {
"ambiguity": 0.6936,
"category": "operations",
"complexity": 0.5962,
"consequence": 0.7153,
"evidence_need": 0.8244,
"family": "incident_response",
"input_tokens": 1560,
"request_id": "synthetic-incident_response-003975",
"reversibility": 0.5202,
"risk": 0.8996,
"summary": "Prioritize actions du... | [
{
"credits_per_call": 1.107,
"id": "worker_a",
"p95_latency_ms": 30077,
"pass_rate": 0.4508,
"provider_group": "provider_z",
"quality": 0.7014,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.883,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 2.178,
"max_latency_ms": 45796,
"minimum_quality": 0.6863
} | data_analysis | synthetic-data_analysis-001966 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.157,
"estimated_latency_ms": 28167,
"estimated_pass_rate": 0.3003,
"estimated_quality": 0.6124,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.178,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3003,
"quality": 0.6124,
"quality_target_met": false,
"utility": 35.285609
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.157,"estimated_latency_ms":28167,"estimated_pass_rate":0.3003,"estimated_quality":0.6124,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.178,"max_latency_ms":45796,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.6614,
"category": "analysis",
"complexity": 0.4404,
"consequence": 0.2748,
"evidence_need": 0.634,
"family": "data_analysis",
"input_tokens": 5840,
"request_id": "synthetic-data_analysis-001966",
"reversibility": 0.8453,
"risk": 0.3607,
"summary": "Compare two experiments on rate ... | [
{
"credits_per_call": 1.157,
"id": "worker_a",
"p95_latency_ms": 28167,
"pass_rate": 0.4295,
"provider_group": "provider_x",
"quality": 0.6824,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 13.069,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 23.458,
"max_latency_ms": 146680,
"minimum_quality": 0.7925
} | feature_implementation | synthetic-feature_implementation-009347 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.695,
"estimated_latency_ms": 133892,
"estimated_pass_rate": 0.781,
"estimated_quality": 0.9035,
"finalizer": "worker_a",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.781,
"quality": 0.9035,
"quality_target_met": true,
"utility": 68.429813
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.695,"estimated_latency_ms":133892,"estimated_pass_rate":0.781,"estimated_quality":0.9035,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":23.458,"max_latency_ms":146680,"policy":"stri... | {
"ambiguity": 0.2384,
"category": "coding",
"complexity": 0.8361,
"consequence": 0.3056,
"evidence_need": 0.5237,
"family": "feature_implementation",
"input_tokens": 7880,
"request_id": "synthetic-feature_implementation-009347",
"reversibility": 0.779,
"risk": 0.3558,
"summary": "Patch a producti... | [
{
"credits_per_call": 12.692,
"id": "worker_a",
"p95_latency_ms": 50281,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.943,
"strengths": [
"coding",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 4.097,
"id... |
{
"max_calls": 1,
"max_credits": 2.184,
"max_latency_ms": 35426,
"minimum_quality": 0.4914
} | product_tradeoff | synthetic-product_tradeoff-005048 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.886,
"estimated_latency_ms": 20380,
"estimated_pass_rate": 0.3568,
"estimated_quality": 0.6938,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.184,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3568,
"quality": 0.6938,
"quality_target_met": true,
"utility": 45.79348
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.886,"estimated_latency_ms":20380,"estimated_pass_rate":0.3568,"estimated_quality":0.6938,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.184,"max_latency_ms":35426,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.6922,
"category": "decision",
"complexity": 0.4063,
"consequence": 0.2351,
"evidence_need": 0.3431,
"family": "product_tradeoff",
"input_tokens": 7960,
"request_id": "synthetic-product_tradeoff-005048",
"reversibility": 0.8514,
"risk": 0.3802,
"summary": "Choose an implementation ... | [
{
"credits_per_call": 0.886,
"id": "worker_a",
"p95_latency_ms": 20380,
"pass_rate": 0.486,
"provider_group": "provider_z",
"quality": 0.7611,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 9.925,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 3,
"max_credits": 19.856,
"max_latency_ms": 164426,
"minimum_quality": 0.8149
} | research_synthesis | synthetic-research_synthesis-013781 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.788,
"estimated_latency_ms": 139228,
"estimated_pass_rate": 0.7189,
"estimated_quality": 0.8938,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7189,
"quality": 0.8938,
"quality_target_met": true,
"utility": 74.519158
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.788,"estimated_latency_ms":139228,"estimated_pass_rate":0.7189,"estimated_quality":0.8938,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":19.856,"max_latency_ms":164426,"policy":"str... | {
"ambiguity": 0.8893,
"category": "research",
"complexity": 0.8738,
"consequence": 0.5629,
"evidence_need": 0.6691,
"family": "research_synthesis",
"input_tokens": 2520,
"request_id": "synthetic-research_synthesis-013781",
"reversibility": 0.7077,
"risk": 0.4493,
"summary": "Review competing appr... | [
{
"credits_per_call": 3.939,
"id": "worker_a",
"p95_latency_ms": 55598,
"pass_rate": 0.7222,
"provider_group": "provider_z",
"quality": 0.8623,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 11.064,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 19.135,
"max_latency_ms": 210600,
"minimum_quality": 0.8023
} | incident_response | synthetic-incident_response-019759 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.366,
"estimated_latency_ms": 154177,
"estimated_pass_rate": 0.755,
"estimated_quality": 0.9167,
"finalizer": "worker_a",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.755,
"quality": 0.9167,
"quality_target_met": true,
"utility": 72.932479
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.366,"estimated_latency_ms":154177,"estimated_pass_rate":0.755,"estimated_quality":0.9167,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":19.135,"max_latency_ms":210600,"policy":"stri... | {
"ambiguity": 0.4996,
"category": "operations",
"complexity": 0.5483,
"consequence": 0.5825,
"evidence_need": 0.6127,
"family": "incident_response",
"input_tokens": 4640,
"request_id": "synthetic-incident_response-019759",
"reversibility": 0.282,
"risk": 0.7161,
"summary": "Review an outage invol... | [
{
"credits_per_call": 11.297,
"id": "worker_a",
"p95_latency_ms": 67120,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.9872,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.966,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 19.488,
"max_latency_ms": 240361,
"minimum_quality": 0.8033
} | data_analysis | synthetic-data_analysis-014286 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.642,
"estimated_latency_ms": 176293,
"estimated_pass_rate": 0.8623,
"estimated_quality": 0.9311,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.8623,
"quality": 0.9311,
"quality_target_met": true,
"utility": 71.704254
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.642,"estimated_latency_ms":176293,"estimated_pass_rate":0.8623,"estimated_quality":0.9311,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":19.488,"max_latency_ms":240361,"policy":"str... | {
"ambiguity": 0.6469,
"category": "analysis",
"complexity": 0.578,
"consequence": 0.5847,
"evidence_need": 0.3606,
"family": "data_analysis",
"input_tokens": 2200,
"request_id": "synthetic-data_analysis-014286",
"reversibility": 0.8671,
"risk": 0.3877,
"summary": "Compare two experiments on strea... | [
{
"credits_per_call": 13.302,
"id": "worker_a",
"p95_latency_ms": 70657,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.093,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 8.911,
"max_latency_ms": 130924,
"minimum_quality": 0.7546
} | research_synthesis | synthetic-research_synthesis-003861 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 5.14,
"estimated_latency_ms": 87727,
"estimated_pass_rate": 0.4738,
"estimated_quality": 0.7124,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 8.9... | {
"candidate_count": 4,
"pass_rate": 0.4738,
"quality": 0.7124,
"quality_target_met": false,
"utility": 47.481359
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":5.14,"estimated_latency_ms":87727,"estimated_pass_rate":0.4738,"estimated_quality":0.7124,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":8.911,"max_latency_ms":130924,"policy":"balanced","reason_codes":["best_... | {
"ambiguity": 0.8435,
"category": "research",
"complexity": 0.82,
"consequence": 0.5501,
"evidence_need": 0.6652,
"family": "research_synthesis",
"input_tokens": 7160,
"request_id": "synthetic-research_synthesis-003861",
"reversibility": 0.789,
"risk": 0.4888,
"summary": "Review competing approac... | [
{
"credits_per_call": 13.136,
"id": "worker_a",
"p95_latency_ms": 82169,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.9813,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.994,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 2.121,
"max_latency_ms": 34272,
"minimum_quality": 0.5674
} | content_revision | synthetic-content_revision-005522 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.886,
"estimated_latency_ms": 19546,
"estimated_pass_rate": 0.4241,
"estimated_quality": 0.6808,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.121,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4241,
"quality": 0.6808,
"quality_target_met": true,
"utility": 46.473369
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.886,"estimated_latency_ms":19546,"estimated_pass_rate":0.4241,"estimated_quality":0.6808,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.121,"max_latency_ms":34272,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.1841,
"category": "writing",
"complexity": 0.4217,
"consequence": 0.1793,
"evidence_need": 0.0515,
"family": "content_revision",
"input_tokens": 7760,
"request_id": "synthetic-content_revision-005522",
"reversibility": 0.9462,
"risk": 0.0737,
"summary": "Edit documentation for web... | [
{
"credits_per_call": 10.229,
"id": "worker_a",
"p95_latency_ms": 76977,
"pass_rate": 0.9451,
"provider_group": "provider_y",
"quality": 0.9738,
"strengths": [
"implementation",
"reasoning",
"synthesis",
"writing"
]
},
{
"credits_per_call": 0.886,
... |
{
"max_calls": 2,
"max_credits": 1.286,
"max_latency_ms": 41106,
"minimum_quality": 0.5843
} | content_revision | synthetic-content_revision-004554 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.213,
"estimated_latency_ms": 32808,
"estimated_pass_rate": 0.4303,
"estimated_quality": 0.6952,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.286,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4303,
"quality": 0.6952,
"quality_target_met": true,
"utility": 42.805064
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":1.213,"estimated_latency_ms":32808,"estimated_pass_rate":0.4303,"estimated_quality":0.6952,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.286,"max_latency_ms":41106,"policy":"lean","reason_codes":["credit_constrain... | {
"ambiguity": 0.3514,
"category": "writing",
"complexity": 0.3961,
"consequence": 0.2546,
"evidence_need": 0.1438,
"family": "content_revision",
"input_tokens": 1440,
"request_id": "synthetic-content_revision-004554",
"reversibility": 0.9142,
"risk": 0.23,
"summary": "Tighten a product explanatio... | [
{
"credits_per_call": 10.261,
"id": "worker_a",
"p95_latency_ms": 84031,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis",
"writing"
]
},
{
"credits_per_call": 1.213,
"i... |
{
"max_calls": 1,
"max_credits": 3.949,
"max_latency_ms": 25406,
"minimum_quality": 0.5739
} | feature_implementation | synthetic-feature_implementation-003187 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.96,
"estimated_latency_ms": 22608,
"estimated_pass_rate": 0.3573,
"estimated_quality": 0.6673,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.949,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.3573,
"quality": 0.6673,
"quality_target_met": true,
"utility": 43.884395
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.96,"estimated_latency_ms":22608,"estimated_pass_rate":0.3573,"estimated_quality":0.6673,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.949,"max_latency_ms":25406,"policy":"lean","reason_codes":["complex_task","la... | {
"ambiguity": 0.2561,
"category": "coding",
"complexity": 0.7879,
"consequence": 0.3872,
"evidence_need": 0.4727,
"family": "feature_implementation",
"input_tokens": 1800,
"request_id": "synthetic-feature_implementation-003187",
"reversibility": 0.5081,
"risk": 0.369,
"summary": "Patch a producti... | [
{
"credits_per_call": 11.646,
"id": "worker_a",
"p95_latency_ms": 83723,
"pass_rate": 0.9559,
"provider_group": "provider_y",
"quality": 0.9236,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.96,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 13.607,
"max_latency_ms": 184652,
"minimum_quality": 0.7194
} | product_tradeoff | synthetic-product_tradeoff-002128 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 3.96,
"estimated_latency_ms": 81101,
"estimated_pass_rate": 0.6272,
"estimated_quality": 0.7975,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 13.... | {
"candidate_count": 4,
"pass_rate": 0.6272,
"quality": 0.7975,
"quality_target_met": true,
"utility": 59.720413
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":3.96,"estimated_latency_ms":81101,"estimated_pass_rate":0.6272,"estimated_quality":0.7975,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":13.607,"max_latency_ms":184652,"policy":"balanced","reason_codes":["inde... | {
"ambiguity": 0.6809,
"category": "decision",
"complexity": 0.4003,
"consequence": 0.3058,
"evidence_need": 0.6245,
"family": "product_tradeoff",
"input_tokens": 3720,
"request_id": "synthetic-product_tradeoff-002128",
"reversibility": 0.8447,
"risk": 0.4471,
"summary": "Recommend whether to laun... | [
{
"credits_per_call": 2.871,
"id": "worker_a",
"p95_latency_ms": 60030,
"pass_rate": 0.7885,
"provider_group": "provider_z",
"quality": 0.8101,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.089,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 22.575,
"max_latency_ms": 251598,
"minimum_quality": 0.8672
} | debugging | synthetic-debugging-018644 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.799,
"estimated_latency_ms": 181359,
"estimated_pass_rate": 0.7681,
"estimated_quality": 0.8785,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7681,
"quality": 0.8785,
"quality_target_met": true,
"utility": 69.652714
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.799,"estimated_latency_ms":181359,"estimated_pass_rate":0.7681,"estimated_quality":0.8785,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":22.575,"max_latency_ms":251598,"policy":"str... | {
"ambiguity": 0.4316,
"category": "coding",
"complexity": 0.7214,
"consequence": 0.4181,
"evidence_need": 0.5301,
"family": "debugging",
"input_tokens": 4160,
"request_id": "synthetic-debugging-018644",
"reversibility": 0.4031,
"risk": 0.615,
"summary": "Find the root cause of a concurrency-sensi... | [
{
"credits_per_call": 4.06,
"id": "worker_a",
"p95_latency_ms": 78683,
"pass_rate": 0.7384,
"provider_group": "provider_x",
"quality": 0.8336,
"strengths": [
"coding",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 14.82,
"id": "worker... |
{
"max_calls": 1,
"max_credits": 2.957,
"max_latency_ms": 39920,
"minimum_quality": 0.644
} | data_analysis | synthetic-data_analysis-004862 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.886,
"estimated_latency_ms": 30201,
"estimated_pass_rate": 0.4005,
"estimated_quality": 0.6547,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.957,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4005,
"quality": 0.6547,
"quality_target_met": true,
"utility": 44.301083
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.886,"estimated_latency_ms":30201,"estimated_pass_rate":0.4005,"estimated_quality":0.6547,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.957,"max_latency_ms":39920,"policy":"lean","reason_codes":["independent_evid... | {
"ambiguity": 0.4219,
"category": "analysis",
"complexity": 0.4311,
"consequence": 0.3682,
"evidence_need": 0.6501,
"family": "data_analysis",
"input_tokens": 2320,
"request_id": "synthetic-data_analysis-004862",
"reversibility": 0.8466,
"risk": 0.1892,
"summary": "Analyze a dataset about access ... | [
{
"credits_per_call": 0.886,
"id": "worker_a",
"p95_latency_ms": 30201,
"pass_rate": 0.4966,
"provider_group": "provider_x",
"quality": 0.6946,
"strengths": [
"coding",
"drafting",
"reasoning",
"speed"
]
},
{
"credits_per_call": 3.066,
"id": "worke... |
{
"max_calls": 3,
"max_credits": 17.473,
"max_latency_ms": 230119,
"minimum_quality": 0.9129
} | product_tradeoff | synthetic-product_tradeoff-020624 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.803,
"estimated_latency_ms": 166284,
"estimated_pass_rate": 0.737,
"estimated_quality": 0.8861,
"finalizer": "worker_c",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.737,
"quality": 0.8861,
"quality_target_met": false,
"utility": 65.357601
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.803,"estimated_latency_ms":166284,"estimated_pass_rate":0.737,"estimated_quality":0.8861,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":17.473,"max_latency_ms":230119,"policy":"stri... | {
"ambiguity": 0.6554,
"category": "decision",
"complexity": 0.7021,
"consequence": 0.4866,
"evidence_need": 0.5819,
"family": "product_tradeoff",
"input_tokens": 4880,
"request_id": "synthetic-product_tradeoff-020624",
"reversibility": 0.8148,
"risk": 0.1599,
"summary": "Evaluate build-versus-buy... | [
{
"credits_per_call": 3.494,
"id": "worker_a",
"p95_latency_ms": 71507,
"pass_rate": 0.7457,
"provider_group": "provider_x",
"quality": 0.883,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.816,
"id": "work... |
{
"max_calls": 3,
"max_credits": 21.764,
"max_latency_ms": 148310,
"minimum_quality": 0.8364
} | debugging | synthetic-debugging-016620 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.806,
"estimated_latency_ms": 138118,
"estimated_pass_rate": 0.6681,
"estimated_quality": 0.9049,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.6681,
"quality": 0.9049,
"quality_target_met": true,
"utility": 67.120156
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.806,"estimated_latency_ms":138118,"estimated_pass_rate":0.6681,"estimated_quality":0.9049,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":21.764,"max_latency_ms":148310,"policy":"str... | {
"ambiguity": 0.5659,
"category": "coding",
"complexity": 0.8245,
"consequence": 0.4114,
"evidence_need": 0.4852,
"family": "debugging",
"input_tokens": 4240,
"request_id": "synthetic-debugging-016620",
"reversibility": 0.6329,
"risk": 0.3461,
"summary": "Diagnose an intermittent failure in datab... | [
{
"credits_per_call": 15.136,
"id": "worker_a",
"p95_latency_ms": 59173,
"pass_rate": 0.9299,
"provider_group": "provider_x",
"quality": 0.9745,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.096,
"id": "worker_b",... |
{
"max_calls": 1,
"max_credits": 2.194,
"max_latency_ms": 46768,
"minimum_quality": 0.7294
} | research_synthesis | synthetic-research_synthesis-002125 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.808,
"estimated_latency_ms": 26745,
"estimated_pass_rate": 0.3538,
"estimated_quality": 0.5944,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.194,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3538,
"quality": 0.5944,
"quality_target_met": false,
"utility": 34.168866
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.808,"estimated_latency_ms":26745,"estimated_pass_rate":0.3538,"estimated_quality":0.5944,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.194,"max_latency_ms":46768,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.4976,
"category": "research",
"complexity": 0.5361,
"consequence": 0.2016,
"evidence_need": 0.7557,
"family": "research_synthesis",
"input_tokens": 4720,
"request_id": "synthetic-research_synthesis-002125",
"reversibility": 0.765,
"risk": 0.4044,
"summary": "Produce a decision mem... | [
{
"credits_per_call": 2.908,
"id": "worker_a",
"p95_latency_ms": 47134,
"pass_rate": 0.724,
"provider_group": "provider_x",
"quality": 0.9012,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.808,
"id": "worker_b",
"p95_la... |
{
"max_calls": 2,
"max_credits": 6.744,
"max_latency_ms": 134780,
"minimum_quality": 0.7445
} | incident_response | synthetic-incident_response-013551 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 5.06,
"estimated_latency_ms": 78262,
"estimated_pass_rate": 0.7107,
"estimated_quality": 0.8287,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 6.7... | {
"candidate_count": 4,
"pass_rate": 0.7107,
"quality": 0.8287,
"quality_target_met": true,
"utility": 62.935838
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":5.06,"estimated_latency_ms":78262,"estimated_pass_rate":0.7107,"estimated_quality":0.8287,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":6.744,"max_latency_ms":134780,"policy":"balanced","reason_codes":["high_... | {
"ambiguity": 0.6618,
"category": "operations",
"complexity": 0.6639,
"consequence": 0.6644,
"evidence_need": 0.5245,
"family": "incident_response",
"input_tokens": 5880,
"request_id": "synthetic-incident_response-013551",
"reversibility": 0.3808,
"risk": 0.7301,
"summary": "Prioritize actions du... | [
{
"credits_per_call": 14.121,
"id": "worker_a",
"p95_latency_ms": 67718,
"pass_rate": 0.8959,
"provider_group": "provider_x",
"quality": 0.9923,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 4.026,
"id": "worker_b",... |
{
"max_calls": 2,
"max_credits": 3.303,
"max_latency_ms": 32387,
"minimum_quality": 0.6019
} | product_tradeoff | synthetic-product_tradeoff-005008 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.154,
"estimated_latency_ms": 26607,
"estimated_pass_rate": 0.4662,
"estimated_quality": 0.6465,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.303,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4662,
"quality": 0.6465,
"quality_target_met": true,
"utility": 44.663045
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":1.154,"estimated_latency_ms":26607,"estimated_pass_rate":0.4662,"estimated_quality":0.6465,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.303,"max_latency_ms":32387,"policy":"lean","reason_codes":["complex_task","l... | {
"ambiguity": 0.4441,
"category": "decision",
"complexity": 0.7221,
"consequence": 0.2346,
"evidence_need": 0.6109,
"family": "product_tradeoff",
"input_tokens": 2200,
"request_id": "synthetic-product_tradeoff-005008",
"reversibility": 0.8266,
"risk": 0.2222,
"summary": "Choose an implementation ... | [
{
"credits_per_call": 2.866,
"id": "worker_a",
"p95_latency_ms": 57651,
"pass_rate": 0.7197,
"provider_group": "provider_x",
"quality": 0.7938,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 12.926,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 21.293,
"max_latency_ms": 124589,
"minimum_quality": 0.7116
} | product_tradeoff | synthetic-product_tradeoff-018616 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.808,
"estimated_latency_ms": 119956,
"estimated_pass_rate": 0.9053,
"estimated_quality": 0.9242,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.9053,
"quality": 0.9242,
"quality_target_met": true,
"utility": 67.9522
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":17.808,"estimated_latency_ms":119956,"estimated_pass_rate":0.9053,"estimated_quality":0.9242,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":21.293,"max_latency_ms":124589,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.4749,
"category": "decision",
"complexity": 0.5978,
"consequence": 0.5145,
"evidence_need": 0.5424,
"family": "product_tradeoff",
"input_tokens": 2360,
"request_id": "synthetic-product_tradeoff-018616",
"reversibility": 0.6987,
"risk": 0.3094,
"summary": "Choose an implementation ... | [
{
"credits_per_call": 1.209,
"id": "worker_a",
"p95_latency_ms": 32945,
"pass_rate": 0.4656,
"provider_group": "provider_y",
"quality": 0.7857,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 14.651,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 2,
"max_credits": 2.386,
"max_latency_ms": 54746,
"minimum_quality": 0.6835
} | product_tradeoff | synthetic-product_tradeoff-005032 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.199,
"estimated_latency_ms": 28923,
"estimated_pass_rate": 0.5008,
"estimated_quality": 0.7417,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.386,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.5008,
"quality": 0.7417,
"quality_target_met": true,
"utility": 51.608791
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":1.199,"estimated_latency_ms":28923,"estimated_pass_rate":0.5008,"estimated_quality":0.7417,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.386,"max_latency_ms":54746,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.3737,
"category": "decision",
"complexity": 0.3056,
"consequence": 0.527,
"evidence_need": 0.5504,
"family": "product_tradeoff",
"input_tokens": 3680,
"request_id": "synthetic-product_tradeoff-005032",
"reversibility": 0.6736,
"risk": 0.2747,
"summary": "Choose an implementation s... | [
{
"credits_per_call": 1.199,
"id": "worker_a",
"p95_latency_ms": 28923,
"pass_rate": 0.586,
"provider_group": "provider_z",
"quality": 0.7618,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 12.603,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 1.038,
"max_latency_ms": 38318,
"minimum_quality": 0.6764
} | debugging | synthetic-debugging-006732 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.949,
"estimated_latency_ms": 28394,
"estimated_pass_rate": 0.3112,
"estimated_quality": 0.5311,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.038,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3112,
"quality": 0.5311,
"quality_target_met": false,
"utility": 24.24885
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.949,"estimated_latency_ms":28394,"estimated_pass_rate":0.3112,"estimated_quality":0.5311,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.038,"max_latency_ms":38318,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.7738,
"category": "coding",
"complexity": 0.8026,
"consequence": 0.3253,
"evidence_need": 0.354,
"family": "debugging",
"input_tokens": 7400,
"request_id": "synthetic-debugging-006732",
"reversibility": 0.4525,
"risk": 0.5558,
"summary": "Explain why schema evolution fails only un... | [
{
"credits_per_call": 0.949,
"id": "worker_a",
"p95_latency_ms": 28394,
"pass_rate": 0.5057,
"provider_group": "provider_x",
"quality": 0.6882,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.729,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 17.491,
"max_latency_ms": 188633,
"minimum_quality": 0.9097
} | debugging | synthetic-debugging-005660 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.394,
"estimated_latency_ms": 182660,
"estimated_pass_rate": 0.7118,
"estimated_quality": 0.891,
"finalizer": "worker_b",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7118,
"quality": 0.891,
"quality_target_met": false,
"utility": 70.495681
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.394,"estimated_latency_ms":182660,"estimated_pass_rate":0.7118,"estimated_quality":0.891,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":17.491,"max_latency_ms":188633,"policy":"stri... | {
"ambiguity": 0.7198,
"category": "coding",
"complexity": 0.8835,
"consequence": 0.3158,
"evidence_need": 0.7372,
"family": "debugging",
"input_tokens": 4840,
"request_id": "synthetic-debugging-005660",
"reversibility": 0.6937,
"risk": 0.4676,
"summary": "Diagnose an intermittent failure in schem... | [
{
"credits_per_call": 1.052,
"id": "worker_a",
"p95_latency_ms": 18938,
"pass_rate": 0.5134,
"provider_group": "provider_y",
"quality": 0.7747,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 11.472,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 19.715,
"max_latency_ms": 197008,
"minimum_quality": 0.8731
} | incident_response | synthetic-incident_response-020495 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.795,
"estimated_latency_ms": 165963,
"estimated_pass_rate": 0.7675,
"estimated_quality": 0.8987,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7675,
"quality": 0.8987,
"quality_target_met": true,
"utility": 74.936664
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":17.795,"estimated_latency_ms":165963,"estimated_pass_rate":0.7675,"estimated_quality":0.8987,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":19.715,"max_latency_ms":197008,"policy":"str... | {
"ambiguity": 0.7877,
"category": "operations",
"complexity": 0.7253,
"consequence": 0.5937,
"evidence_need": 0.5848,
"family": "incident_response",
"input_tokens": 7440,
"request_id": "synthetic-incident_response-020495",
"reversibility": 0.2668,
"risk": 0.6725,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 4.199,
"id": "worker_a",
"p95_latency_ms": 70223,
"pass_rate": 0.7599,
"provider_group": "provider_y",
"quality": 0.8594,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.844,
"id": "wor... |
{
"max_calls": 3,
"max_credits": 22.058,
"max_latency_ms": 222498,
"minimum_quality": 0.9156
} | debugging | synthetic-debugging-018324 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 20.719,
"estimated_latency_ms": 163194,
"estimated_pass_rate": 0.779,
"estimated_quality": 0.9201,
"finalizer": "worker_c",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.779,
"quality": 0.9201,
"quality_target_met": true,
"utility": 70.29967
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":20.719,"estimated_latency_ms":163194,"estimated_pass_rate":0.779,"estimated_quality":0.9201,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":22.058,"max_latency_ms":222498,"policy":"stri... | {
"ambiguity": 0.596,
"category": "coding",
"complexity": 0.5797,
"consequence": 0.5269,
"evidence_need": 0.4645,
"family": "debugging",
"input_tokens": 7240,
"request_id": "synthetic-debugging-018324",
"reversibility": 0.4561,
"risk": 0.4811,
"summary": "Diagnose an intermittent failure in usage ... | [
{
"credits_per_call": 1.088,
"id": "worker_a",
"p95_latency_ms": 20348,
"pass_rate": 0.6084,
"provider_group": "provider_x",
"quality": 0.7651,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 4.217,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 22.28,
"max_latency_ms": 192162,
"minimum_quality": 0.8237
} | incident_response | synthetic-incident_response-014647 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.329,
"estimated_latency_ms": 123352,
"estimated_pass_rate": 0.8508,
"estimated_quality": 0.8977,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8508,
"quality": 0.8977,
"quality_target_met": true,
"utility": 68.430372
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":19.329,"estimated_latency_ms":123352,"estimated_pass_rate":0.8508,"estimated_quality":0.8977,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":22.28,"max_latency_ms":192162,"policy":"balanced","reason_codes":["co... | {
"ambiguity": 0.5522,
"category": "operations",
"complexity": 0.8827,
"consequence": 0.6129,
"evidence_need": 0.6797,
"family": "incident_response",
"input_tokens": 2160,
"request_id": "synthetic-incident_response-014647",
"reversibility": 0.2521,
"risk": 0.5824,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 3.932,
"id": "worker_a",
"p95_latency_ms": 60995,
"pass_rate": 0.8152,
"provider_group": "provider_y",
"quality": 0.8544,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 15.397,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 22.144,
"max_latency_ms": 153898,
"minimum_quality": 0.9298
} | incident_response | synthetic-incident_response-016063 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.886,
"estimated_latency_ms": 139652,
"estimated_pass_rate": 0.6995,
"estimated_quality": 0.8841,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.6995,
"quality": 0.8841,
"quality_target_met": false,
"utility": 74.52795
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.886,"estimated_latency_ms":139652,"estimated_pass_rate":0.6995,"estimated_quality":0.8841,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":22.144,"max_latency_ms":153898,"policy":"str... | {
"ambiguity": 0.6055,
"category": "operations",
"complexity": 0.7899,
"consequence": 0.7778,
"evidence_need": 0.853,
"family": "incident_response",
"input_tokens": 6160,
"request_id": "synthetic-incident_response-016063",
"reversibility": 0.2797,
"risk": 0.7208,
"summary": "Prioritize actions dur... | [
{
"credits_per_call": 12.972,
"id": "worker_a",
"p95_latency_ms": 51554,
"pass_rate": 0.9402,
"provider_group": "provider_y",
"quality": 0.9518,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 2.799,
"id": "worker_b",... |
{
"max_calls": 1,
"max_credits": 3.765,
"max_latency_ms": 38309,
"minimum_quality": 0.5217
} | feature_implementation | synthetic-feature_implementation-002155 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.854,
"estimated_latency_ms": 30437,
"estimated_pass_rate": 0.3353,
"estimated_quality": 0.6189,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.765,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3353,
"quality": 0.6189,
"quality_target_met": true,
"utility": 40.920609
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.854,"estimated_latency_ms":30437,"estimated_pass_rate":0.3353,"estimated_quality":0.6189,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.765,"max_latency_ms":38309,"policy":"lean","reason_codes":["complex_task"],"... | {
"ambiguity": 0.3653,
"category": "coding",
"complexity": 0.7275,
"consequence": 0.4981,
"evidence_need": 0.5731,
"family": "feature_implementation",
"input_tokens": 7520,
"request_id": "synthetic-feature_implementation-002155",
"reversibility": 0.759,
"risk": 0.5368,
"summary": "Implement prompt... | [
{
"credits_per_call": 4.137,
"id": "worker_a",
"p95_latency_ms": 63612,
"pass_rate": 0.7874,
"provider_group": "provider_x",
"quality": 0.8894,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 11.318,
"id": "worker_b",
"p95_... |
{
"max_calls": 2,
"max_credits": 11.423,
"max_latency_ms": 129784,
"minimum_quality": 0.7762
} | feature_implementation | synthetic-feature_implementation-018699 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 5.296,
"estimated_latency_ms": 77239,
"estimated_pass_rate": 0.6108,
"estimated_quality": 0.8002,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 11... | {
"candidate_count": 4,
"pass_rate": 0.6108,
"quality": 0.8002,
"quality_target_met": true,
"utility": 58.401852
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":5.296,"estimated_latency_ms":77239,"estimated_pass_rate":0.6108,"estimated_quality":0.8002,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":11.423,"max_latency_ms":129784,"policy":"balanced","reason_codes":["ind... | {
"ambiguity": 0.5029,
"category": "coding",
"complexity": 0.5805,
"consequence": 0.5444,
"evidence_need": 0.3095,
"family": "feature_implementation",
"input_tokens": 7120,
"request_id": "synthetic-feature_implementation-018699",
"reversibility": 0.7702,
"risk": 0.4807,
"summary": "Design an API f... | [
{
"credits_per_call": 1.133,
"id": "worker_a",
"p95_latency_ms": 31380,
"pass_rate": 0.5611,
"provider_group": "provider_y",
"quality": 0.7977,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 4.163,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 9.912,
"max_latency_ms": 156772,
"minimum_quality": 0.7598
} | feature_implementation | synthetic-feature_implementation-010547 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.546,
"estimated_latency_ms": 102401,
"estimated_pass_rate": 0.719,
"estimated_quality": 0.8163,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 9.... | {
"candidate_count": 4,
"pass_rate": 0.719,
"quality": 0.8163,
"quality_target_met": true,
"utility": 58.783453
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.546,"estimated_latency_ms":102401,"estimated_pass_rate":0.719,"estimated_quality":0.8163,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":9.912,"max_latency_ms":156772,"policy":"balanced","reason_codes":["inde... | {
"ambiguity": 0.2239,
"category": "coding",
"complexity": 0.4897,
"consequence": 0.5894,
"evidence_need": 0.5668,
"family": "feature_implementation",
"input_tokens": 7200,
"request_id": "synthetic-feature_implementation-010547",
"reversibility": 0.7639,
"risk": 0.3509,
"summary": "Design an API f... | [
{
"credits_per_call": 10.842,
"id": "worker_a",
"p95_latency_ms": 88457,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"coding",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.072,
"id... |
{
"max_calls": 3,
"max_credits": 25.708,
"max_latency_ms": 194763,
"minimum_quality": 0.8823
} | feature_implementation | synthetic-feature_implementation-016963 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.929,
"estimated_latency_ms": 161833,
"estimated_pass_rate": 0.7739,
"estimated_quality": 0.9297,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7739,
"quality": 0.9297,
"quality_target_met": true,
"utility": 71.848227
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.929,"estimated_latency_ms":161833,"estimated_pass_rate":0.7739,"estimated_quality":0.9297,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":25.708,"max_latency_ms":194763,"policy":"str... | {
"ambiguity": 0.4023,
"category": "coding",
"complexity": 0.721,
"consequence": 0.5134,
"evidence_need": 0.6169,
"family": "feature_implementation",
"input_tokens": 6720,
"request_id": "synthetic-feature_implementation-016963",
"reversibility": 0.6351,
"risk": 0.3924,
"summary": "Patch a producti... | [
{
"credits_per_call": 3.207,
"id": "worker_a",
"p95_latency_ms": 51494,
"pass_rate": 0.805,
"provider_group": "provider_z",
"quality": 0.8986,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 14.565,
"id": "worker_b",
"p95_l... |
{
"max_calls": 1,
"max_credits": 3.115,
"max_latency_ms": 44252,
"minimum_quality": 0.5675
} | debugging | synthetic-debugging-008260 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.782,
"estimated_latency_ms": 23507,
"estimated_pass_rate": 0.3,
"estimated_quality": 0.6031,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.115,
"max_latency_ms... | {
"candidate_count": 1,
"pass_rate": 0.3,
"quality": 0.6031,
"quality_target_met": true,
"utility": 40.144462
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.782,"estimated_latency_ms":23507,"estimated_pass_rate":0.3,"estimated_quality":0.6031,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.115,"max_latency_ms":44252,"policy":"lean","reason_codes":["complex_task"],"rev... | {
"ambiguity": 0.611,
"category": "coding",
"complexity": 0.7257,
"consequence": 0.3953,
"evidence_need": 0.4991,
"family": "debugging",
"input_tokens": 7440,
"request_id": "synthetic-debugging-008260",
"reversibility": 0.5116,
"risk": 0.4692,
"summary": "Explain why rate limiting fails only under... | [
{
"credits_per_call": 0.782,
"id": "worker_a",
"p95_latency_ms": 23507,
"pass_rate": 0.4665,
"provider_group": "provider_x",
"quality": 0.7291,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 14.777,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 2,
"max_credits": 17.321,
"max_latency_ms": 165280,
"minimum_quality": 0.7693
} | incident_response | synthetic-incident_response-018903 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.128,
"estimated_latency_ms": 104244,
"estimated_pass_rate": 0.7296,
"estimated_quality": 0.9173,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 7,
"pass_rate": 0.7296,
"quality": 0.9173,
"quality_target_met": true,
"utility": 70.941596
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":16.128,"estimated_latency_ms":104244,"estimated_pass_rate":0.7296,"estimated_quality":0.9173,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":17.321,"max_latency_ms":165280,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.7381,
"category": "operations",
"complexity": 0.7316,
"consequence": 0.8571,
"evidence_need": 0.8731,
"family": "incident_response",
"input_tokens": 6800,
"request_id": "synthetic-incident_response-018903",
"reversibility": 0.2779,
"risk": 0.8398,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 0.788,
"id": "worker_a",
"p95_latency_ms": 33097,
"pass_rate": 0.511,
"provider_group": "provider_x",
"quality": 0.7993,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 15.34,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 2,
"max_credits": 10.117,
"max_latency_ms": 194313,
"minimum_quality": 0.8084
} | incident_response | synthetic-incident_response-011799 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.295,
"estimated_latency_ms": 92931,
"estimated_pass_rate": 0.5999,
"estimated_quality": 0.7999,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 10... | {
"candidate_count": 4,
"pass_rate": 0.5999,
"quality": 0.7999,
"quality_target_met": false,
"utility": 61.632876
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.295,"estimated_latency_ms":92931,"estimated_pass_rate":0.5999,"estimated_quality":0.7999,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":10.117,"max_latency_ms":194313,"policy":"balanced","reason_codes":["bes... | {
"ambiguity": 0.6283,
"category": "operations",
"complexity": 0.9322,
"consequence": 0.7036,
"evidence_need": 0.6836,
"family": "incident_response",
"input_tokens": 4520,
"request_id": "synthetic-incident_response-011799",
"reversibility": 0.508,
"risk": 0.7212,
"summary": "Prioritize actions dur... | [
{
"credits_per_call": 0.817,
"id": "worker_a",
"p95_latency_ms": 31512,
"pass_rate": 0.4964,
"provider_group": "provider_y",
"quality": 0.7655,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.478,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 24.173,
"max_latency_ms": 143493,
"minimum_quality": 0.8863
} | debugging | synthetic-debugging-007740 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.013,
"estimated_latency_ms": 138574,
"estimated_pass_rate": 0.7492,
"estimated_quality": 0.913,
"finalizer": "worker_a",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7492,
"quality": 0.913,
"quality_target_met": true,
"utility": 71.956857
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.013,"estimated_latency_ms":138574,"estimated_pass_rate":0.7492,"estimated_quality":0.913,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":24.173,"max_latency_ms":143493,"policy":"stri... | {
"ambiguity": 0.6744,
"category": "coding",
"complexity": 0.8533,
"consequence": 0.2673,
"evidence_need": 0.516,
"family": "debugging",
"input_tokens": 1120,
"request_id": "synthetic-debugging-007740",
"reversibility": 0.4391,
"risk": 0.4526,
"summary": "Diagnose an intermittent failure in privat... | [
{
"credits_per_call": 15.107,
"id": "worker_a",
"p95_latency_ms": 51984,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"coding",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3,
"id": "... |
{
"max_calls": 2,
"max_credits": 2.112,
"max_latency_ms": 25134,
"minimum_quality": 0.4828
} | debugging | synthetic-debugging-001348 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.031,
"estimated_latency_ms": 18569,
"estimated_pass_rate": 0.4176,
"estimated_quality": 0.6171,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.112,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4176,
"quality": 0.6171,
"quality_target_met": true,
"utility": 41.12326
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.031,"estimated_latency_ms":18569,"estimated_pass_rate":0.4176,"estimated_quality":0.6171,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.112,"max_latency_ms":25134,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.6464,
"category": "coding",
"complexity": 0.4769,
"consequence": 0.6345,
"evidence_need": 0.6001,
"family": "debugging",
"input_tokens": 7720,
"request_id": "synthetic-debugging-001348",
"reversibility": 0.5274,
"risk": 0.3121,
"summary": "Explain why OAuth callbacks fails only un... | [
{
"credits_per_call": 2.991,
"id": "worker_a",
"p95_latency_ms": 72787,
"pass_rate": 0.8873,
"provider_group": "provider_z",
"quality": 0.8803,
"strengths": [
"coding",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 14.8,
"id": "worker... |
{
"max_calls": 2,
"max_credits": 4.931,
"max_latency_ms": 143442,
"minimum_quality": 0.7342
} | debugging | synthetic-debugging-018404 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.255,
"estimated_latency_ms": 68851,
"estimated_pass_rate": 0.6701,
"estimated_quality": 0.7796,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 4.... | {
"candidate_count": 4,
"pass_rate": 0.6701,
"quality": 0.7796,
"quality_target_met": true,
"utility": 52.264343
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.255,"estimated_latency_ms":68851,"estimated_pass_rate":0.6701,"estimated_quality":0.7796,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":4.931,"max_latency_ms":143442,"policy":"balanced","reason_codes":["comp... | {
"ambiguity": 0.4212,
"category": "coding",
"complexity": 0.7407,
"consequence": 0.2839,
"evidence_need": 0.4137,
"family": "debugging",
"input_tokens": 480,
"request_id": "synthetic-debugging-018404",
"reversibility": 0.7341,
"risk": 0.485,
"summary": "Find the root cause of a concurrency-sensit... | [
{
"credits_per_call": 3.412,
"id": "worker_a",
"p95_latency_ms": 48003,
"pass_rate": 0.7433,
"provider_group": "provider_x",
"quality": 0.8453,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 13.936,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 7.008,
"max_latency_ms": 97736,
"minimum_quality": 0.7793
} | incident_response | synthetic-incident_response-000767 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.511,
"estimated_latency_ms": 85998,
"estimated_pass_rate": 0.6048,
"estimated_quality": 0.7981,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 7.... | {
"candidate_count": 4,
"pass_rate": 0.6048,
"quality": 0.7981,
"quality_target_met": true,
"utility": 60.251475
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.511,"estimated_latency_ms":85998,"estimated_pass_rate":0.6048,"estimated_quality":0.7981,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":7.008,"max_latency_ms":97736,"policy":"balanced","reason_codes":["high_... | {
"ambiguity": 0.4655,
"category": "operations",
"complexity": 0.5875,
"consequence": 0.9325,
"evidence_need": 0.7909,
"family": "incident_response",
"input_tokens": 6360,
"request_id": "synthetic-incident_response-000767",
"reversibility": 0.2749,
"risk": 0.6732,
"summary": "Review an outage invo... | [
{
"credits_per_call": 11.982,
"id": "worker_a",
"p95_latency_ms": 87195,
"pass_rate": 0.9315,
"provider_group": "provider_z",
"quality": 0.9404,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.918,
"id": "worker_b",... |
{
"max_calls": 3,
"max_credits": 24.818,
"max_latency_ms": 272538,
"minimum_quality": 0.8329
} | incident_response | synthetic-incident_response-011367 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.502,
"estimated_latency_ms": 197657,
"estimated_pass_rate": 0.7653,
"estimated_quality": 0.9005,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7653,
"quality": 0.9005,
"quality_target_met": true,
"utility": 74.77303
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.502,"estimated_latency_ms":197657,"estimated_pass_rate":0.7653,"estimated_quality":0.9005,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":24.818,"max_latency_ms":272538,"policy":"str... | {
"ambiguity": 0.3591,
"category": "operations",
"complexity": 0.7439,
"consequence": 0.7497,
"evidence_need": 0.694,
"family": "incident_response",
"input_tokens": 7600,
"request_id": "synthetic-incident_response-011367",
"reversibility": 0.2242,
"risk": 0.6236,
"summary": "Prioritize actions dur... | [
{
"credits_per_call": 14.36,
"id": "worker_a",
"p95_latency_ms": 84523,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.9528,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.799,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 24.534,
"max_latency_ms": 208579,
"minimum_quality": 0.9535
} | incident_response | synthetic-incident_response-011839 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.616,
"estimated_latency_ms": 162666,
"estimated_pass_rate": 0.7391,
"estimated_quality": 0.9233,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7391,
"quality": 0.9233,
"quality_target_met": false,
"utility": 80.500933
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.616,"estimated_latency_ms":162666,"estimated_pass_rate":0.7391,"estimated_quality":0.9233,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":24.534,"max_latency_ms":208579,"policy":"str... | {
"ambiguity": 0.7555,
"category": "operations",
"complexity": 0.6118,
"consequence": 0.7265,
"evidence_need": 0.9182,
"family": "incident_response",
"input_tokens": 3040,
"request_id": "synthetic-incident_response-011839",
"reversibility": 0.434,
"risk": 0.9024,
"summary": "Review an outage invol... | [
{
"credits_per_call": 14.781,
"id": "worker_a",
"p95_latency_ms": 66488,
"pass_rate": 0.9072,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"drafting",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.637,
... |
{
"max_calls": 3,
"max_credits": 15.345,
"max_latency_ms": 146545,
"minimum_quality": 0.8911
} | product_tradeoff | synthetic-product_tradeoff-002464 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 13.548,
"estimated_latency_ms": 74815,
"estimated_pass_rate": 0.8873,
"estimated_quality": 0.8992,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 1... | {
"candidate_count": 7,
"pass_rate": 0.8873,
"quality": 0.8992,
"quality_target_met": true,
"utility": 61.987348
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":13.548,"estimated_latency_ms":74815,"estimated_pass_rate":0.8873,"estimated_quality":0.8992,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":15.345,"max_latency_ms":146545,"policy":"balanced","reason_codes":["cr... | {
"ambiguity": 0.4576,
"category": "decision",
"complexity": 0.6104,
"consequence": 0.2061,
"evidence_need": 0.4654,
"family": "product_tradeoff",
"input_tokens": 6880,
"request_id": "synthetic-product_tradeoff-002464",
"reversibility": 0.5754,
"risk": 0.2384,
"summary": "Recommend whether to laun... | [
{
"credits_per_call": 3.408,
"id": "worker_a",
"p95_latency_ms": 48259,
"pass_rate": 0.8231,
"provider_group": "provider_y",
"quality": 0.9202,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.2,
"id": "worke... |
{
"max_calls": 2,
"max_credits": 17.596,
"max_latency_ms": 172600,
"minimum_quality": 0.8243
} | debugging | synthetic-debugging-008828 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.957,
"estimated_latency_ms": 152445,
"estimated_pass_rate": 0.8267,
"estimated_quality": 0.9118,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8267,
"quality": 0.9118,
"quality_target_met": true,
"utility": 64.784849
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":16.957,"estimated_latency_ms":152445,"estimated_pass_rate":0.8267,"estimated_quality":0.9118,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":17.596,"max_latency_ms":172600,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.461,
"category": "coding",
"complexity": 0.827,
"consequence": 0.329,
"evidence_need": 0.4846,
"family": "debugging",
"input_tokens": 5280,
"request_id": "synthetic-debugging-008828",
"reversibility": 0.4813,
"risk": 0.4813,
"summary": "Find the root cause of a concurrency-sensiti... | [
{
"credits_per_call": 0.999,
"id": "worker_a",
"p95_latency_ms": 31485,
"pass_rate": 0.4616,
"provider_group": "provider_x",
"quality": 0.7746,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.986,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 5.957,
"max_latency_ms": 169202,
"minimum_quality": 0.6874
} | debugging | synthetic-debugging-003932 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.001,
"estimated_latency_ms": 93420,
"estimated_pass_rate": 0.6229,
"estimated_quality": 0.843,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 5.9... | {
"candidate_count": 4,
"pass_rate": 0.6229,
"quality": 0.843,
"quality_target_met": true,
"utility": 62.605005
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.001,"estimated_latency_ms":93420,"estimated_pass_rate":0.6229,"estimated_quality":0.843,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":5.957,"max_latency_ms":169202,"policy":"balanced","reason_codes":["compl... | {
"ambiguity": 0.7712,
"category": "coding",
"complexity": 0.5039,
"consequence": 0.6646,
"evidence_need": 0.6566,
"family": "debugging",
"input_tokens": 3480,
"request_id": "synthetic-debugging-003932",
"reversibility": 0.7255,
"risk": 0.6968,
"summary": "Explain why data retention fails only und... | [
{
"credits_per_call": 2.914,
"id": "worker_a",
"p95_latency_ms": 64987,
"pass_rate": 0.8432,
"provider_group": "provider_z",
"quality": 0.9114,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 11.568,
"id": "worker_b",
"p95_... |
{
"max_calls": 2,
"max_credits": 7.373,
"max_latency_ms": 181538,
"minimum_quality": 0.7873
} | incident_response | synthetic-incident_response-005543 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.569,
"estimated_latency_ms": 95281,
"estimated_pass_rate": 0.6571,
"estimated_quality": 0.8044,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 7.... | {
"candidate_count": 4,
"pass_rate": 0.6571,
"quality": 0.8044,
"quality_target_met": true,
"utility": 65.733544
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.569,"estimated_latency_ms":95281,"estimated_pass_rate":0.6571,"estimated_quality":0.8044,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":7.373,"max_latency_ms":181538,"policy":"balanced","reason_codes":["comp... | {
"ambiguity": 0.6435,
"category": "operations",
"complexity": 0.9404,
"consequence": 0.9311,
"evidence_need": 0.8947,
"family": "incident_response",
"input_tokens": 4120,
"request_id": "synthetic-incident_response-005543",
"reversibility": 0.3223,
"risk": 0.8406,
"summary": "Review an outage invo... | [
{
"credits_per_call": 11.558,
"id": "worker_a",
"p95_latency_ms": 54748,
"pass_rate": 0.9619,
"provider_group": "provider_x",
"quality": 0.9607,
"strengths": [
"drafting",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.112,
... |
{
"max_calls": 3,
"max_credits": 12.719,
"max_latency_ms": 192926,
"minimum_quality": 0.8031
} | feature_implementation | synthetic-feature_implementation-003963 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.769,
"estimated_latency_ms": 90363,
"estimated_pass_rate": 0.7632,
"estimated_quality": 0.8388,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 12... | {
"candidate_count": 4,
"pass_rate": 0.7632,
"quality": 0.8388,
"quality_target_met": true,
"utility": 63.318966
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.769,"estimated_latency_ms":90363,"estimated_pass_rate":0.7632,"estimated_quality":0.8388,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":12.719,"max_latency_ms":192926,"policy":"balanced","reason_codes":["ind... | {
"ambiguity": 0.3609,
"category": "coding",
"complexity": 0.6937,
"consequence": 0.5304,
"evidence_need": 0.6016,
"family": "feature_implementation",
"input_tokens": 7000,
"request_id": "synthetic-feature_implementation-003963",
"reversibility": 0.5845,
"risk": 0.5607,
"summary": "Design an API f... | [
{
"credits_per_call": 3.954,
"id": "worker_a",
"p95_latency_ms": 68406,
"pass_rate": 0.8495,
"provider_group": "provider_y",
"quality": 0.9011,
"strengths": [
"coding",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 15.051,
"id": "work... |
{
"max_calls": 2,
"max_credits": 10.076,
"max_latency_ms": 221372,
"minimum_quality": 0.7654
} | incident_response | synthetic-incident_response-017967 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.161,
"estimated_latency_ms": 95253,
"estimated_pass_rate": 0.6026,
"estimated_quality": 0.7915,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 10... | {
"candidate_count": 4,
"pass_rate": 0.6026,
"quality": 0.7915,
"quality_target_met": true,
"utility": 60.977027
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.161,"estimated_latency_ms":95253,"estimated_pass_rate":0.6026,"estimated_quality":0.7915,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":10.076,"max_latency_ms":221372,"policy":"balanced","reason_codes":["com... | {
"ambiguity": 0.3577,
"category": "operations",
"complexity": 0.8111,
"consequence": 0.6055,
"evidence_need": 0.5008,
"family": "incident_response",
"input_tokens": 4280,
"request_id": "synthetic-incident_response-017967",
"reversibility": 0.1586,
"risk": 0.7759,
"summary": "Review an outage invo... | [
{
"credits_per_call": 2.943,
"id": "worker_a",
"p95_latency_ms": 73606,
"pass_rate": 0.7257,
"provider_group": "provider_z",
"quality": 0.8658,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.218,
"id": "worker_b",
"p95_l... |
{
"max_calls": 1,
"max_credits": 3.098,
"max_latency_ms": 50492,
"minimum_quality": 0.6504
} | content_revision | synthetic-content_revision-000722 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.198,
"estimated_latency_ms": 27688,
"estimated_pass_rate": 0.3354,
"estimated_quality": 0.689,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.098,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.3354,
"quality": 0.689,
"quality_target_met": true,
"utility": 45.257654
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.198,"estimated_latency_ms":27688,"estimated_pass_rate":0.3354,"estimated_quality":0.689,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.098,"max_latency_ms":50492,"policy":"lean","reason_codes":["single_call_suffi... | {
"ambiguity": 0.3689,
"category": "writing",
"complexity": 0.2095,
"consequence": 0.2338,
"evidence_need": 0.05,
"family": "content_revision",
"input_tokens": 7320,
"request_id": "synthetic-content_revision-000722",
"reversibility": 0.8353,
"risk": 0.2334,
"summary": "Tighten a product explanatio... | [
{
"credits_per_call": 1.198,
"id": "worker_a",
"p95_latency_ms": 27688,
"pass_rate": 0.406,
"provider_group": "provider_z",
"quality": 0.6885,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 10.838,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 17.991,
"max_latency_ms": 225913,
"minimum_quality": 0.8205
} | research_synthesis | synthetic-research_synthesis-009773 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.674,
"estimated_latency_ms": 175442,
"estimated_pass_rate": 0.6857,
"estimated_quality": 0.9044,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.6857,
"quality": 0.9044,
"quality_target_met": true,
"utility": 74.436063
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":14.674,"estimated_latency_ms":175442,"estimated_pass_rate":0.6857,"estimated_quality":0.9044,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":17.991,"max_latency_ms":225913,"policy":"str... | {
"ambiguity": 0.8818,
"category": "research",
"complexity": 0.7573,
"consequence": 0.5656,
"evidence_need": 0.7896,
"family": "research_synthesis",
"input_tokens": 1080,
"request_id": "synthetic-research_synthesis-009773",
"reversibility": 0.8899,
"risk": 0.4975,
"summary": "Produce a decision me... | [
{
"credits_per_call": 0.852,
"id": "worker_a",
"p95_latency_ms": 27642,
"pass_rate": 0.4133,
"provider_group": "provider_x",
"quality": 0.6405,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.632,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 26.139,
"max_latency_ms": 216604,
"minimum_quality": 0.848
} | feature_implementation | synthetic-feature_implementation-011579 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.104,
"estimated_latency_ms": 159766,
"estimated_pass_rate": 0.6961,
"estimated_quality": 0.9038,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.6961,
"quality": 0.9038,
"quality_target_met": true,
"utility": 70.964683
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.104,"estimated_latency_ms":159766,"estimated_pass_rate":0.6961,"estimated_quality":0.9038,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":26.139,"max_latency_ms":216604,"policy":"str... | {
"ambiguity": 0.5324,
"category": "coding",
"complexity": 0.7613,
"consequence": 0.325,
"evidence_need": 0.5398,
"family": "feature_implementation",
"input_tokens": 1520,
"request_id": "synthetic-feature_implementation-011579",
"reversibility": 0.4666,
"risk": 0.5825,
"summary": "Implement usage ... | [
{
"credits_per_call": 2.981,
"id": "worker_a",
"p95_latency_ms": 81806,
"pass_rate": 0.7831,
"provider_group": "provider_z",
"quality": 0.8042,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.929,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 23.83,
"max_latency_ms": 275738,
"minimum_quality": 0.8757
} | research_synthesis | synthetic-research_synthesis-017293 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.266,
"estimated_latency_ms": 196043,
"estimated_pass_rate": 0.7064,
"estimated_quality": 0.9142,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7064,
"quality": 0.9142,
"quality_target_met": true,
"utility": 72.010909
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.266,"estimated_latency_ms":196043,"estimated_pass_rate":0.7064,"estimated_quality":0.9142,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":23.83,"max_latency_ms":275738,"policy":"stri... | {
"ambiguity": 0.8967,
"category": "research",
"complexity": 0.619,
"consequence": 0.4989,
"evidence_need": 0.8513,
"family": "research_synthesis",
"input_tokens": 5520,
"request_id": "synthetic-research_synthesis-017293",
"reversibility": 0.7912,
"risk": 0.2731,
"summary": "Produce a decision mem... | [
{
"credits_per_call": 14.487,
"id": "worker_a",
"p95_latency_ms": 89396,
"pass_rate": 0.9817,
"provider_group": "provider_y",
"quality": 0.9751,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.815,
"id": "worker_b",... |
{
"max_calls": 1,
"max_credits": 2.155,
"max_latency_ms": 43648,
"minimum_quality": 0.7672
} | research_synthesis | synthetic-research_synthesis-000437 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.006,
"estimated_latency_ms": 24890,
"estimated_pass_rate": 0.3046,
"estimated_quality": 0.565,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.155,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.3046,
"quality": 0.565,
"quality_target_met": false,
"utility": 27.709554
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.006,"estimated_latency_ms":24890,"estimated_pass_rate":0.3046,"estimated_quality":0.565,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.155,"max_latency_ms":43648,"policy":"lean","reason_codes":["best_feasible_bel... | {
"ambiguity": 0.5362,
"category": "research",
"complexity": 0.4677,
"consequence": 0.5741,
"evidence_need": 0.768,
"family": "research_synthesis",
"input_tokens": 8000,
"request_id": "synthetic-research_synthesis-000437",
"reversibility": 0.7864,
"risk": 0.4041,
"summary": "Compare evidence for s... | [
{
"credits_per_call": 4.153,
"id": "worker_a",
"p95_latency_ms": 58226,
"pass_rate": 0.8228,
"provider_group": "provider_x",
"quality": 0.8317,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 11.379,
"id": "worker_b",
"p95_... |
{
"max_calls": 1,
"max_credits": 1.306,
"max_latency_ms": 24982,
"minimum_quality": 0.6927
} | research_synthesis | synthetic-research_synthesis-000021 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.038,
"estimated_latency_ms": 18628,
"estimated_pass_rate": 0.3401,
"estimated_quality": 0.5205,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.306,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3401,
"quality": 0.5205,
"quality_target_met": false,
"utility": 23.941891
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.038,"estimated_latency_ms":18628,"estimated_pass_rate":0.3401,"estimated_quality":0.5205,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.306,"max_latency_ms":24982,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.8879,
"category": "research",
"complexity": 0.4589,
"consequence": 0.5806,
"evidence_need": 0.7303,
"family": "research_synthesis",
"input_tokens": 2360,
"request_id": "synthetic-research_synthesis-000021",
"reversibility": 0.9781,
"risk": 0.4704,
"summary": "Compare evidence for ... | [
{
"credits_per_call": 15.026,
"id": "worker_a",
"p95_latency_ms": 81178,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.038,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 2.126,
"max_latency_ms": 29177,
"minimum_quality": 0.5038
} | research_synthesis | synthetic-research_synthesis-006229 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.815,
"estimated_latency_ms": 23352,
"estimated_pass_rate": 0.4061,
"estimated_quality": 0.6563,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.126,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4061,
"quality": 0.6563,
"quality_target_met": true,
"utility": 43.745853
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.815,"estimated_latency_ms":23352,"estimated_pass_rate":0.4061,"estimated_quality":0.6563,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.126,"max_latency_ms":29177,"policy":"lean","reason_codes":["independent_evid... | {
"ambiguity": 0.5462,
"category": "research",
"complexity": 0.4725,
"consequence": 0.3349,
"evidence_need": 0.8257,
"family": "research_synthesis",
"input_tokens": 5080,
"request_id": "synthetic-research_synthesis-006229",
"reversibility": 0.8589,
"risk": 0.318,
"summary": "Produce a decision mem... | [
{
"credits_per_call": 3.058,
"id": "worker_a",
"p95_latency_ms": 71293,
"pass_rate": 0.7737,
"provider_group": "provider_z",
"quality": 0.8628,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 11.204,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 6.049,
"max_latency_ms": 105548,
"minimum_quality": 0.831
} | research_synthesis | synthetic-research_synthesis-010325 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 3.695,
"estimated_latency_ms": 77623,
"estimated_pass_rate": 0.5781,
"estimated_quality": 0.8614,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 6.... | {
"candidate_count": 4,
"pass_rate": 0.5781,
"quality": 0.8614,
"quality_target_met": true,
"utility": 60.04952
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":3.695,"estimated_latency_ms":77623,"estimated_pass_rate":0.5781,"estimated_quality":0.8614,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":6.049,"max_latency_ms":105548,"policy":"balanced","reason_codes":["comp... | {
"ambiguity": 0.7604,
"category": "research",
"complexity": 0.4763,
"consequence": 0.4164,
"evidence_need": 0.9921,
"family": "research_synthesis",
"input_tokens": 3720,
"request_id": "synthetic-research_synthesis-010325",
"reversibility": 0.8366,
"risk": 0.4884,
"summary": "Review competing appr... | [
{
"credits_per_call": 2.744,
"id": "worker_a",
"p95_latency_ms": 45715,
"pass_rate": 0.8768,
"provider_group": "provider_y",
"quality": 0.8844,
"strengths": [
"reasoning",
"review",
"synthesis",
"writing"
]
},
{
"credits_per_call": 14.592,
"id": "w... |
{
"max_calls": 3,
"max_credits": 16.432,
"max_latency_ms": 201207,
"minimum_quality": 0.9068
} | debugging | synthetic-debugging-014828 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.233,
"estimated_latency_ms": 146352,
"estimated_pass_rate": 0.6991,
"estimated_quality": 0.9059,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.6991,
"quality": 0.9059,
"quality_target_met": false,
"utility": 72.961702
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.233,"estimated_latency_ms":146352,"estimated_pass_rate":0.6991,"estimated_quality":0.9059,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":16.432,"max_latency_ms":201207,"policy":"str... | {
"ambiguity": 0.7527,
"category": "coding",
"complexity": 0.8272,
"consequence": 0.6939,
"evidence_need": 0.5873,
"family": "debugging",
"input_tokens": 1000,
"request_id": "synthetic-debugging-014828",
"reversibility": 0.6118,
"risk": 0.454,
"summary": "Explain why OAuth callbacks fails only und... | [
{
"credits_per_call": 1.017,
"id": "worker_a",
"p95_latency_ms": 26124,
"pass_rate": 0.4509,
"provider_group": "provider_y",
"quality": 0.6973,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 10.993,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 23.71,
"max_latency_ms": 191982,
"minimum_quality": 0.7938
} | incident_response | synthetic-incident_response-008247 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.053,
"estimated_latency_ms": 163121,
"estimated_pass_rate": 0.7636,
"estimated_quality": 0.9167,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7636,
"quality": 0.9167,
"quality_target_met": true,
"utility": 84.274296
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.053,"estimated_latency_ms":163121,"estimated_pass_rate":0.7636,"estimated_quality":0.9167,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":23.71,"max_latency_ms":191982,"policy":"stri... | {
"ambiguity": 0.439,
"category": "operations",
"complexity": 0.9488,
"consequence": 0.9725,
"evidence_need": 0.9043,
"family": "incident_response",
"input_tokens": 3760,
"request_id": "synthetic-incident_response-008247",
"reversibility": 0.2235,
"risk": 0.8028,
"summary": "Review an outage invol... | [
{
"credits_per_call": 13.723,
"id": "worker_a",
"p95_latency_ms": 71268,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.9814,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.507,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 19.429,
"max_latency_ms": 218860,
"minimum_quality": 0.9317
} | debugging | synthetic-debugging-007228 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.926,
"estimated_latency_ms": 153368,
"estimated_pass_rate": 0.7407,
"estimated_quality": 0.8768,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7407,
"quality": 0.8768,
"quality_target_met": false,
"utility": 69.697313
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.926,"estimated_latency_ms":153368,"estimated_pass_rate":0.7407,"estimated_quality":0.8768,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":19.429,"max_latency_ms":218860,"policy":"str... | {
"ambiguity": 0.7138,
"category": "coding",
"complexity": 0.722,
"consequence": 0.4461,
"evidence_need": 0.5793,
"family": "debugging",
"input_tokens": 5840,
"request_id": "synthetic-debugging-007228",
"reversibility": 0.5414,
"risk": 0.6163,
"summary": "Find the root cause of a concurrency-sensi... | [
{
"credits_per_call": 1.141,
"id": "worker_a",
"p95_latency_ms": 26258,
"pass_rate": 0.5129,
"provider_group": "provider_y",
"quality": 0.7336,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 4.153,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 19.798,
"max_latency_ms": 197045,
"minimum_quality": 0.8218
} | data_analysis | synthetic-data_analysis-013942 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.994,
"estimated_latency_ms": 184614,
"estimated_pass_rate": 0.8822,
"estimated_quality": 0.9506,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.8822,
"quality": 0.9506,
"quality_target_met": true,
"utility": 71.778779
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.994,"estimated_latency_ms":184614,"estimated_pass_rate":0.8822,"estimated_quality":0.9506,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":19.798,"max_latency_ms":197045,"policy":"str... | {
"ambiguity": 0.5824,
"category": "analysis",
"complexity": 0.74,
"consequence": 0.2995,
"evidence_need": 0.6153,
"family": "data_analysis",
"input_tokens": 6040,
"request_id": "synthetic-data_analysis-013942",
"reversibility": 0.6518,
"risk": 0.3125,
"summary": "Interpret a noisy metric shift in... | [
{
"credits_per_call": 12.883,
"id": "worker_a",
"p95_latency_ms": 82630,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.219,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 23.418,
"max_latency_ms": 182666,
"minimum_quality": 0.8795
} | incident_response | synthetic-incident_response-020527 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.914,
"estimated_latency_ms": 156568,
"estimated_pass_rate": 0.7995,
"estimated_quality": 0.9023,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7995,
"quality": 0.9023,
"quality_target_met": true,
"utility": 76.397609
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.914,"estimated_latency_ms":156568,"estimated_pass_rate":0.7995,"estimated_quality":0.9023,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":23.418,"max_latency_ms":182666,"policy":"str... | {
"ambiguity": 0.4929,
"category": "operations",
"complexity": 0.6182,
"consequence": 0.6803,
"evidence_need": 0.8461,
"family": "incident_response",
"input_tokens": 320,
"request_id": "synthetic-incident_response-020527",
"reversibility": 0.5496,
"risk": 0.7028,
"summary": "Plan immediate contain... | [
{
"credits_per_call": 4.197,
"id": "worker_a",
"p95_latency_ms": 52549,
"pass_rate": 0.8782,
"provider_group": "provider_x",
"quality": 0.8608,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 11.692,
"id": "worker_b",
"p95_... |
{
"max_calls": 1,
"max_credits": 1.161,
"max_latency_ms": 32447,
"minimum_quality": 0.7702
} | incident_response | synthetic-incident_response-001759 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.934,
"estimated_latency_ms": 27417,
"estimated_pass_rate": 0.3026,
"estimated_quality": 0.6231,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.161,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3026,
"quality": 0.6231,
"quality_target_met": false,
"utility": 7.004386
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":27417,"estimated_pass_rate":0.3026,"estimated_quality":0.6231,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.161,"max_latency_ms":32447,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.6116,
"category": "operations",
"complexity": 0.5013,
"consequence": 0.6353,
"evidence_need": 0.9072,
"family": "incident_response",
"input_tokens": 1960,
"request_id": "synthetic-incident_response-001759",
"reversibility": 0.1997,
"risk": 0.9079,
"summary": "Prioritize actions du... | [
{
"credits_per_call": 0.934,
"id": "worker_a",
"p95_latency_ms": 27417,
"pass_rate": 0.4792,
"provider_group": "provider_y",
"quality": 0.7402,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 4.067,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 21.844,
"max_latency_ms": 162853,
"minimum_quality": 0.8115
} | product_tradeoff | synthetic-product_tradeoff-005824 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.696,
"estimated_latency_ms": 152181,
"estimated_pass_rate": 0.7096,
"estimated_quality": 0.9094,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7096,
"quality": 0.9094,
"quality_target_met": true,
"utility": 69.246326
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.696,"estimated_latency_ms":152181,"estimated_pass_rate":0.7096,"estimated_quality":0.9094,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":21.844,"max_latency_ms":162853,"policy":"str... | {
"ambiguity": 0.7492,
"category": "decision",
"complexity": 0.6446,
"consequence": 0.5897,
"evidence_need": 0.5129,
"family": "product_tradeoff",
"input_tokens": 2840,
"request_id": "synthetic-product_tradeoff-005824",
"reversibility": 0.6301,
"risk": 0.3415,
"summary": "Recommend whether to laun... | [
{
"credits_per_call": 12.194,
"id": "worker_a",
"p95_latency_ms": 49655,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"drafting",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.009,
"... |
{
"max_calls": 2,
"max_credits": 19.869,
"max_latency_ms": 205730,
"minimum_quality": 0.7312
} | incident_response | synthetic-incident_response-004263 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.227,
"estimated_latency_ms": 109430,
"estimated_pass_rate": 0.7975,
"estimated_quality": 0.9138,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.7975,
"quality": 0.9138,
"quality_target_met": true,
"utility": 73.408472
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":16.227,"estimated_latency_ms":109430,"estimated_pass_rate":0.7975,"estimated_quality":0.9138,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":19.869,"max_latency_ms":205730,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.7796,
"category": "operations",
"complexity": 0.8362,
"consequence": 0.8434,
"evidence_need": 0.8684,
"family": "incident_response",
"input_tokens": 2920,
"request_id": "synthetic-incident_response-004263",
"reversibility": 0.1965,
"risk": 0.8424,
"summary": "Review an outage invo... | [
{
"credits_per_call": 2.986,
"id": "worker_a",
"p95_latency_ms": 53804,
"pass_rate": 0.7279,
"provider_group": "provider_y",
"quality": 0.8483,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.974,
"id": "wor... |
{
"max_calls": 3,
"max_credits": 22.622,
"max_latency_ms": 212966,
"minimum_quality": 0.8672
} | incident_response | synthetic-incident_response-014343 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.45,
"estimated_latency_ms": 147089,
"estimated_pass_rate": 0.7275,
"estimated_quality": 0.8952,
"finalizer": "worker_c",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7275,
"quality": 0.8952,
"quality_target_met": true,
"utility": 81.444461
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.45,"estimated_latency_ms":147089,"estimated_pass_rate":0.7275,"estimated_quality":0.8952,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":22.622,"max_latency_ms":212966,"policy":"stri... | {
"ambiguity": 0.5985,
"category": "operations",
"complexity": 0.8663,
"consequence": 0.9177,
"evidence_need": 0.712,
"family": "incident_response",
"input_tokens": 5000,
"request_id": "synthetic-incident_response-014343",
"reversibility": 0.5199,
"risk": 0.8821,
"summary": "Plan immediate contain... | [
{
"credits_per_call": 3.12,
"id": "worker_a",
"p95_latency_ms": 53049,
"pass_rate": 0.7337,
"provider_group": "provider_x",
"quality": 0.8903,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.172,
"id": "worker_b",
"p95_la... |
{
"max_calls": 2,
"max_credits": 7.977,
"max_latency_ms": 146159,
"minimum_quality": 0.755
} | feature_implementation | synthetic-feature_implementation-003907 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.044,
"estimated_latency_ms": 63216,
"estimated_pass_rate": 0.526,
"estimated_quality": 0.8026,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 7.9... | {
"candidate_count": 4,
"pass_rate": 0.526,
"quality": 0.8026,
"quality_target_met": true,
"utility": 55.5681
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.044,"estimated_latency_ms":63216,"estimated_pass_rate":0.526,"estimated_quality":0.8026,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":7.977,"max_latency_ms":146159,"policy":"balanced","reason_codes":["indep... | {
"ambiguity": 0.5046,
"category": "coding",
"complexity": 0.4555,
"consequence": 0.2558,
"evidence_need": 0.2828,
"family": "feature_implementation",
"input_tokens": 6120,
"request_id": "synthetic-feature_implementation-003907",
"reversibility": 0.7793,
"risk": 0.3386,
"summary": "Design an API f... | [
{
"credits_per_call": 12.099,
"id": "worker_a",
"p95_latency_ms": 74711,
"pass_rate": 0.9696,
"provider_group": "provider_x",
"quality": 0.9391,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.901,
"id": "worker_b",... |
{
"max_calls": 3,
"max_credits": 10.606,
"max_latency_ms": 219538,
"minimum_quality": 0.7695
} | debugging | synthetic-debugging-013804 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 5.004,
"estimated_latency_ms": 94779,
"estimated_pass_rate": 0.5829,
"estimated_quality": 0.805,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 10.... | {
"candidate_count": 4,
"pass_rate": 0.5829,
"quality": 0.805,
"quality_target_met": true,
"utility": 57.887879
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":5.004,"estimated_latency_ms":94779,"estimated_pass_rate":0.5829,"estimated_quality":0.805,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":10.606,"max_latency_ms":219538,"policy":"balanced","reason_codes":["inde... | {
"ambiguity": 0.4348,
"category": "coding",
"complexity": 0.5748,
"consequence": 0.3422,
"evidence_need": 0.7465,
"family": "debugging",
"input_tokens": 4920,
"request_id": "synthetic-debugging-013804",
"reversibility": 0.4574,
"risk": 0.3619,
"summary": "Diagnose an intermittent failure in rate ... | [
{
"credits_per_call": 4.117,
"id": "worker_a",
"p95_latency_ms": 64493,
"pass_rate": 0.8363,
"provider_group": "provider_y",
"quality": 0.8078,
"strengths": [
"coding",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.887,
"id": "worke... |
{
"max_calls": 1,
"max_credits": 3.368,
"max_latency_ms": 22138,
"minimum_quality": 0.7158
} | debugging | synthetic-debugging-004484 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.958,
"estimated_latency_ms": 18224,
"estimated_pass_rate": 0.3224,
"estimated_quality": 0.6242,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.368,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3224,
"quality": 0.6242,
"quality_target_met": false,
"utility": 36.572908
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.958,"estimated_latency_ms":18224,"estimated_pass_rate":0.3224,"estimated_quality":0.6242,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.368,"max_latency_ms":22138,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.7783,
"category": "coding",
"complexity": 0.4789,
"consequence": 0.5803,
"evidence_need": 0.7123,
"family": "debugging",
"input_tokens": 4080,
"request_id": "synthetic-debugging-004484",
"reversibility": 0.6191,
"risk": 0.4859,
"summary": "Diagnose an intermittent failure in datab... | [
{
"credits_per_call": 0.958,
"id": "worker_a",
"p95_latency_ms": 18224,
"pass_rate": 0.4749,
"provider_group": "provider_x",
"quality": 0.7181,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 10.271,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 1,
"max_credits": 1.355,
"max_latency_ms": 31483,
"minimum_quality": 0.5711
} | feature_implementation | synthetic-feature_implementation-008035 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.101,
"estimated_latency_ms": 21867,
"estimated_pass_rate": 0.4093,
"estimated_quality": 0.6111,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.355,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4093,
"quality": 0.6111,
"quality_target_met": true,
"utility": 38.488733
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":1.101,"estimated_latency_ms":21867,"estimated_pass_rate":0.4093,"estimated_quality":0.6111,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.355,"max_latency_ms":31483,"policy":"lean","reason_codes":["complex_task"],"... | {
"ambiguity": 0.2498,
"category": "coding",
"complexity": 0.8397,
"consequence": 0.3193,
"evidence_need": 0.408,
"family": "feature_implementation",
"input_tokens": 2360,
"request_id": "synthetic-feature_implementation-008035",
"reversibility": 0.6569,
"risk": 0.5448,
"summary": "Design an API fo... | [
{
"credits_per_call": 1.101,
"id": "worker_a",
"p95_latency_ms": 21867,
"pass_rate": 0.5675,
"provider_group": "provider_y",
"quality": 0.7389,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 10.168,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 18.697,
"max_latency_ms": 221396,
"minimum_quality": 0.9488
} | research_synthesis | synthetic-research_synthesis-014485 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.443,
"estimated_latency_ms": 152790,
"estimated_pass_rate": 0.7174,
"estimated_quality": 0.9076,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7174,
"quality": 0.9076,
"quality_target_met": false,
"utility": 71.248683
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.443,"estimated_latency_ms":152790,"estimated_pass_rate":0.7174,"estimated_quality":0.9076,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":18.697,"max_latency_ms":221396,"policy":"str... | {
"ambiguity": 0.7901,
"category": "research",
"complexity": 0.5911,
"consequence": 0.443,
"evidence_need": 0.8946,
"family": "research_synthesis",
"input_tokens": 960,
"request_id": "synthetic-research_synthesis-014485",
"reversibility": 0.9172,
"risk": 0.5355,
"summary": "Compare evidence for ba... | [
{
"credits_per_call": 1.159,
"id": "worker_a",
"p95_latency_ms": 19315,
"pass_rate": 0.4773,
"provider_group": "provider_x",
"quality": 0.6492,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 12.214,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 2,
"max_credits": 19.468,
"max_latency_ms": 170876,
"minimum_quality": 0.8124
} | incident_response | synthetic-incident_response-010191 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.877,
"estimated_latency_ms": 149075,
"estimated_pass_rate": 0.8166,
"estimated_quality": 0.9201,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8166,
"quality": 0.9201,
"quality_target_met": true,
"utility": 73.022294
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":14.877,"estimated_latency_ms":149075,"estimated_pass_rate":0.8166,"estimated_quality":0.9201,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":19.468,"max_latency_ms":170876,"policy":"balanced","reason_codes":["h... | {
"ambiguity": 0.5339,
"category": "operations",
"complexity": 0.6689,
"consequence": 0.8366,
"evidence_need": 0.8283,
"family": "incident_response",
"input_tokens": 2920,
"request_id": "synthetic-incident_response-010191",
"reversibility": 0.3615,
"risk": 0.8603,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 4.131,
"id": "worker_a",
"p95_latency_ms": 60647,
"pass_rate": 0.7307,
"provider_group": "provider_x",
"quality": 0.8384,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.785,
"id": "wor... |
{
"max_calls": 2,
"max_credits": 17.189,
"max_latency_ms": 128679,
"minimum_quality": 0.7931
} | debugging | synthetic-debugging-000052 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.371,
"estimated_latency_ms": 111284,
"estimated_pass_rate": 0.8826,
"estimated_quality": 0.9324,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8826,
"quality": 0.9324,
"quality_target_met": true,
"utility": 70.713995
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":14.371,"estimated_latency_ms":111284,"estimated_pass_rate":0.8826,"estimated_quality":0.9324,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":17.189,"max_latency_ms":128679,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.446,
"category": "coding",
"complexity": 0.6202,
"consequence": 0.6399,
"evidence_need": 0.3996,
"family": "debugging",
"input_tokens": 760,
"request_id": "synthetic-debugging-000052",
"reversibility": 0.7324,
"risk": 0.6869,
"summary": "Find the root cause of a concurrency-sensit... | [
{
"credits_per_call": 3.787,
"id": "worker_a",
"p95_latency_ms": 48782,
"pass_rate": 0.7946,
"provider_group": "provider_y",
"quality": 0.9086,
"strengths": [
"coding",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.131,
"id": "worke... |
{
"max_calls": 1,
"max_credits": 3.106,
"max_latency_ms": 51986,
"minimum_quality": 0.6227
} | debugging | synthetic-debugging-006428 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.998,
"estimated_latency_ms": 32767,
"estimated_pass_rate": 0.3292,
"estimated_quality": 0.6,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.106,
"max_latency_ms... | {
"candidate_count": 1,
"pass_rate": 0.3292,
"quality": 0.6,
"quality_target_met": false,
"utility": 38.732635
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.998,"estimated_latency_ms":32767,"estimated_pass_rate":0.3292,"estimated_quality":0.6,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.106,"max_latency_ms":51986,"policy":"lean","reason_codes":["best_feasible_below... | {
"ambiguity": 0.784,
"category": "coding",
"complexity": 0.6356,
"consequence": 0.5999,
"evidence_need": 0.4822,
"family": "debugging",
"input_tokens": 5960,
"request_id": "synthetic-debugging-006428",
"reversibility": 0.4795,
"risk": 0.3698,
"summary": "Diagnose an intermittent failure in data r... | [
{
"credits_per_call": 0.998,
"id": "worker_a",
"p95_latency_ms": 32767,
"pass_rate": 0.4905,
"provider_group": "provider_y",
"quality": 0.7142,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.25,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 2,
"max_credits": 22.221,
"max_latency_ms": 257975,
"minimum_quality": 0.806
} | incident_response | synthetic-incident_response-017815 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.101,
"estimated_latency_ms": 140201,
"estimated_pass_rate": 0.8717,
"estimated_quality": 0.9395,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8717,
"quality": 0.9395,
"quality_target_met": true,
"utility": 77.770226
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":18.101,"estimated_latency_ms":140201,"estimated_pass_rate":0.8717,"estimated_quality":0.9395,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":22.221,"max_latency_ms":257975,"policy":"balanced","reason_codes":["h... | {
"ambiguity": 0.5208,
"category": "operations",
"complexity": 0.6173,
"consequence": 0.9835,
"evidence_need": 0.7376,
"family": "incident_response",
"input_tokens": 4480,
"request_id": "synthetic-incident_response-017815",
"reversibility": 0.435,
"risk": 0.8762,
"summary": "Plan immediate contain... | [
{
"credits_per_call": 15.172,
"id": "worker_a",
"p95_latency_ms": 78645,
"pass_rate": 0.934,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 2.929,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 20.574,
"max_latency_ms": 172051,
"minimum_quality": 0.9521
} | incident_response | synthetic-incident_response-020143 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.801,
"estimated_latency_ms": 167283,
"estimated_pass_rate": 0.6709,
"estimated_quality": 0.8728,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.6709,
"quality": 0.8728,
"quality_target_met": false,
"utility": 64.827884
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.801,"estimated_latency_ms":167283,"estimated_pass_rate":0.6709,"estimated_quality":0.8728,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":20.574,"max_latency_ms":172051,"policy":"str... | {
"ambiguity": 0.5636,
"category": "operations",
"complexity": 0.8174,
"consequence": 0.5749,
"evidence_need": 0.5153,
"family": "incident_response",
"input_tokens": 3960,
"request_id": "synthetic-incident_response-020143",
"reversibility": 0.2118,
"risk": 0.5876,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 3.886,
"id": "worker_a",
"p95_latency_ms": 77740,
"pass_rate": 0.7739,
"provider_group": "provider_y",
"quality": 0.7971,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 12.942,
"id": "worker_b",
"p95_... |
{
"max_calls": 1,
"max_credits": 1.85,
"max_latency_ms": 32157,
"minimum_quality": 0.5877
} | research_synthesis | synthetic-research_synthesis-005005 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.813,
"estimated_latency_ms": 27636,
"estimated_pass_rate": 0.2857,
"estimated_quality": 0.5819,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.85,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.2857,
"quality": 0.5819,
"quality_target_met": false,
"utility": 35.461745
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.813,"estimated_latency_ms":27636,"estimated_pass_rate":0.2857,"estimated_quality":0.5819,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.85,"max_latency_ms":32157,"policy":"lean","reason_codes":["best_feasible_bel... | {
"ambiguity": 0.7847,
"category": "research",
"complexity": 0.7861,
"consequence": 0.2963,
"evidence_need": 0.6628,
"family": "research_synthesis",
"input_tokens": 6680,
"request_id": "synthetic-research_synthesis-005005",
"reversibility": 0.9937,
"risk": 0.2021,
"summary": "Produce a decision me... | [
{
"credits_per_call": 14.556,
"id": "worker_a",
"p95_latency_ms": 80782,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.622,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 16.53,
"max_latency_ms": 210755,
"minimum_quality": 0.7467
} | incident_response | synthetic-incident_response-017095 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.628,
"estimated_latency_ms": 84706,
"estimated_pass_rate": 0.6816,
"estimated_quality": 0.8844,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 1... | {
"candidate_count": 7,
"pass_rate": 0.6816,
"quality": 0.8844,
"quality_target_met": true,
"utility": 66.70215
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":14.628,"estimated_latency_ms":84706,"estimated_pass_rate":0.6816,"estimated_quality":0.8844,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":16.53,"max_latency_ms":210755,"policy":"balanced","reason_codes":["com... | {
"ambiguity": 0.7332,
"category": "operations",
"complexity": 0.8905,
"consequence": 0.6128,
"evidence_need": 0.8568,
"family": "incident_response",
"input_tokens": 5360,
"request_id": "synthetic-incident_response-017095",
"reversibility": 0.3032,
"risk": 0.8279,
"summary": "Prioritize actions du... | [
{
"credits_per_call": 1.212,
"id": "worker_a",
"p95_latency_ms": 26427,
"pass_rate": 0.4589,
"provider_group": "provider_x",
"quality": 0.756,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.764,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 3,
"max_credits": 21.98,
"max_latency_ms": 244049,
"minimum_quality": 0.7988
} | debugging | synthetic-debugging-020372 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.387,
"estimated_latency_ms": 179894,
"estimated_pass_rate": 0.7483,
"estimated_quality": 0.9034,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7483,
"quality": 0.9034,
"quality_target_met": true,
"utility": 72.599735
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.387,"estimated_latency_ms":179894,"estimated_pass_rate":0.7483,"estimated_quality":0.9034,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":21.98,"max_latency_ms":244049,"policy":"stri... | {
"ambiguity": 0.5347,
"category": "coding",
"complexity": 0.8901,
"consequence": 0.5351,
"evidence_need": 0.4571,
"family": "debugging",
"input_tokens": 6360,
"request_id": "synthetic-debugging-020372",
"reversibility": 0.6363,
"risk": 0.4299,
"summary": "Find the root cause of a concurrency-sens... | [
{
"credits_per_call": 12.355,
"id": "worker_a",
"p95_latency_ms": 84940,
"pass_rate": 0.9806,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 2.931,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 19.694,
"max_latency_ms": 153319,
"minimum_quality": 0.9473
} | debugging | synthetic-debugging-017116 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.803,
"estimated_latency_ms": 142470,
"estimated_pass_rate": 0.734,
"estimated_quality": 0.9063,
"finalizer": "worker_a",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.734,
"quality": 0.9063,
"quality_target_met": false,
"utility": 67.544178
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.803,"estimated_latency_ms":142470,"estimated_pass_rate":0.734,"estimated_quality":0.9063,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":19.694,"max_latency_ms":153319,"policy":"stri... | {
"ambiguity": 0.7875,
"category": "coding",
"complexity": 0.7985,
"consequence": 0.2554,
"evidence_need": 0.4353,
"family": "debugging",
"input_tokens": 7080,
"request_id": "synthetic-debugging-017116",
"reversibility": 0.5441,
"risk": 0.3326,
"summary": "Explain why artifact storage fails only u... | [
{
"credits_per_call": 12.667,
"id": "worker_a",
"p95_latency_ms": 51762,
"pass_rate": 0.9296,
"provider_group": "provider_z",
"quality": 0.9856,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 4.018,
"id": "worker_b",... |
{
"max_calls": 1,
"max_credits": 3.86,
"max_latency_ms": 42223,
"minimum_quality": 0.5257
} | feature_implementation | synthetic-feature_implementation-004483 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.115,
"estimated_latency_ms": 27688,
"estimated_pass_rate": 0.4174,
"estimated_quality": 0.5937,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.86,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.4174,
"quality": 0.5937,
"quality_target_met": true,
"utility": 41.436676
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":1.115,"estimated_latency_ms":27688,"estimated_pass_rate":0.4174,"estimated_quality":0.5937,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.86,"max_latency_ms":42223,"policy":"lean","reason_codes":["single_call_suffi... | {
"ambiguity": 0.4815,
"category": "coding",
"complexity": 0.6644,
"consequence": 0.4479,
"evidence_need": 0.537,
"family": "feature_implementation",
"input_tokens": 1760,
"request_id": "synthetic-feature_implementation-004483",
"reversibility": 0.6738,
"risk": 0.5584,
"summary": "Design an API fo... | [
{
"credits_per_call": 3.187,
"id": "worker_a",
"p95_latency_ms": 67903,
"pass_rate": 0.771,
"provider_group": "provider_y",
"quality": 0.8129,
"strengths": [
"coding",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 12.909,
"id": "worke... |
{
"max_calls": 3,
"max_credits": 19.165,
"max_latency_ms": 174561,
"minimum_quality": 0.8046
} | feature_implementation | synthetic-feature_implementation-017627 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.504,
"estimated_latency_ms": 162431,
"estimated_pass_rate": 0.742,
"estimated_quality": 0.8726,
"finalizer": "worker_b",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.742,
"quality": 0.8726,
"quality_target_met": true,
"utility": 66.640497
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.504,"estimated_latency_ms":162431,"estimated_pass_rate":0.742,"estimated_quality":0.8726,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":19.165,"max_latency_ms":174561,"policy":"stri... | {
"ambiguity": 0.5459,
"category": "coding",
"complexity": 0.8335,
"consequence": 0.6348,
"evidence_need": 0.5147,
"family": "feature_implementation",
"input_tokens": 1080,
"request_id": "synthetic-feature_implementation-017627",
"reversibility": 0.4559,
"risk": 0.2628,
"summary": "Design an API f... | [
{
"credits_per_call": 1.217,
"id": "worker_a",
"p95_latency_ms": 30775,
"pass_rate": 0.5718,
"provider_group": "provider_y",
"quality": 0.7435,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 13.406,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 19.818,
"max_latency_ms": 136342,
"minimum_quality": 0.7442
} | incident_response | synthetic-incident_response-011943 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.18,
"estimated_latency_ms": 119982,
"estimated_pass_rate": 0.8997,
"estimated_quality": 0.9299,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 1... | {
"candidate_count": 9,
"pass_rate": 0.8997,
"quality": 0.9299,
"quality_target_met": true,
"utility": 75.15097
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":18.18,"estimated_latency_ms":119982,"estimated_pass_rate":0.8997,"estimated_quality":0.9299,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":19.818,"max_latency_ms":136342,"policy":"balanced","reason_codes":["cr... | {
"ambiguity": 0.6887,
"category": "operations",
"complexity": 0.5723,
"consequence": 0.916,
"evidence_need": 0.6444,
"family": "incident_response",
"input_tokens": 4280,
"request_id": "synthetic-incident_response-011943",
"reversibility": 0.4562,
"risk": 0.9407,
"summary": "Review an outage invol... | [
{
"credits_per_call": 14.311,
"id": "worker_a",
"p95_latency_ms": 62801,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.9871,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.988,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 21.467,
"max_latency_ms": 161933,
"minimum_quality": 0.9357
} | debugging | synthetic-debugging-012812 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.614,
"estimated_latency_ms": 152263,
"estimated_pass_rate": 0.7223,
"estimated_quality": 0.9172,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7223,
"quality": 0.9172,
"quality_target_met": false,
"utility": 71.465338
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.614,"estimated_latency_ms":152263,"estimated_pass_rate":0.7223,"estimated_quality":0.9172,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":21.467,"max_latency_ms":161933,"policy":"str... | {
"ambiguity": 0.6309,
"category": "coding",
"complexity": 0.7509,
"consequence": 0.6885,
"evidence_need": 0.4146,
"family": "debugging",
"input_tokens": 3160,
"request_id": "synthetic-debugging-012812",
"reversibility": 0.6114,
"risk": 0.4946,
"summary": "Diagnose an intermittent failure in priva... | [
{
"credits_per_call": 4.11,
"id": "worker_a",
"p95_latency_ms": 65981,
"pass_rate": 0.75,
"provider_group": "provider_x",
"quality": 0.8525,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.835,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 3.127,
"max_latency_ms": 44771,
"minimum_quality": 0.6694
} | incident_response | synthetic-incident_response-006431 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.979,
"estimated_latency_ms": 33033,
"estimated_pass_rate": 0.3915,
"estimated_quality": 0.6458,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.127,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3915,
"quality": 0.6458,
"quality_target_met": false,
"utility": 42.541146
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.979,"estimated_latency_ms":33033,"estimated_pass_rate":0.3915,"estimated_quality":0.6458,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.127,"max_latency_ms":44771,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.6013,
"category": "operations",
"complexity": 0.8071,
"consequence": 0.6905,
"evidence_need": 0.7108,
"family": "incident_response",
"input_tokens": 5320,
"request_id": "synthetic-incident_response-006431",
"reversibility": 0.3028,
"risk": 0.6918,
"summary": "Review an outage invo... | [
{
"credits_per_call": 10.077,
"id": "worker_a",
"p95_latency_ms": 60170,
"pass_rate": 0.9354,
"provider_group": "provider_y",
"quality": 0.9619,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.979,
"id": "worker_b",... |
{
"max_calls": 2,
"max_credits": 10.531,
"max_latency_ms": 282459,
"minimum_quality": 0.7266
} | feature_implementation | synthetic-feature_implementation-002971 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 5.017,
"estimated_latency_ms": 108672,
"estimated_pass_rate": 0.6887,
"estimated_quality": 0.7424,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 1... | {
"candidate_count": 4,
"pass_rate": 0.6887,
"quality": 0.7424,
"quality_target_met": true,
"utility": 53.973274
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":5.017,"estimated_latency_ms":108672,"estimated_pass_rate":0.6887,"estimated_quality":0.7424,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":10.531,"max_latency_ms":282459,"policy":"balanced","reason_codes":["in... | {
"ambiguity": 0.4561,
"category": "coding",
"complexity": 0.7153,
"consequence": 0.4209,
"evidence_need": 0.2935,
"family": "feature_implementation",
"input_tokens": 3760,
"request_id": "synthetic-feature_implementation-002971",
"reversibility": 0.5023,
"risk": 0.4683,
"summary": "Design an API f... | [
{
"credits_per_call": 4.09,
"id": "worker_a",
"p95_latency_ms": 80101,
"pass_rate": 0.7731,
"provider_group": "provider_x",
"quality": 0.8077,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 10.932,
"id": "worker_b",
"p95_l... |
{
"max_calls": 2,
"max_credits": 5.338,
"max_latency_ms": 128625,
"minimum_quality": 0.7608
} | research_synthesis | synthetic-research_synthesis-010165 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.069,
"estimated_latency_ms": 101868,
"estimated_pass_rate": 0.5832,
"estimated_quality": 0.7393,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 5... | {
"candidate_count": 4,
"pass_rate": 0.5832,
"quality": 0.7393,
"quality_target_met": false,
"utility": 49.663595
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.069,"estimated_latency_ms":101868,"estimated_pass_rate":0.5832,"estimated_quality":0.7393,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":5.338,"max_latency_ms":128625,"policy":"balanced","reason_codes":["bes... | {
"ambiguity": 0.7606,
"category": "research",
"complexity": 0.5475,
"consequence": 0.3417,
"evidence_need": 0.6159,
"family": "research_synthesis",
"input_tokens": 3840,
"request_id": "synthetic-research_synthesis-010165",
"reversibility": 0.7131,
"risk": 0.506,
"summary": "Produce a decision mem... | [
{
"credits_per_call": 0.95,
"id": "worker_a",
"p95_latency_ms": 30748,
"pass_rate": 0.5163,
"provider_group": "provider_x",
"quality": 0.6511,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 15.411,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 7.368,
"max_latency_ms": 237715,
"minimum_quality": 0.7201
} | feature_implementation | synthetic-feature_implementation-016947 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.906,
"estimated_latency_ms": 99760,
"estimated_pass_rate": 0.6916,
"estimated_quality": 0.84,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 7.36... | {
"candidate_count": 4,
"pass_rate": 0.6916,
"quality": 0.84,
"quality_target_met": true,
"utility": 59.870532
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.906,"estimated_latency_ms":99760,"estimated_pass_rate":0.6916,"estimated_quality":0.84,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":7.368,"max_latency_ms":237715,"policy":"balanced","reason_codes":["comple... | {
"ambiguity": 0.2965,
"category": "coding",
"complexity": 0.84,
"consequence": 0.6206,
"evidence_need": 0.6002,
"family": "feature_implementation",
"input_tokens": 7800,
"request_id": "synthetic-feature_implementation-016947",
"reversibility": 0.7297,
"risk": 0.3984,
"summary": "Implement credit ... | [
{
"credits_per_call": 3.834,
"id": "worker_a",
"p95_latency_ms": 72278,
"pass_rate": 0.7563,
"provider_group": "provider_y",
"quality": 0.9084,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 15.404,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 6.231,
"max_latency_ms": 182254,
"minimum_quality": 0.8639
} | feature_implementation | synthetic-feature_implementation-011203 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.753,
"estimated_latency_ms": 90452,
"estimated_pass_rate": 0.6499,
"estimated_quality": 0.8336,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 6.... | {
"candidate_count": 4,
"pass_rate": 0.6499,
"quality": 0.8336,
"quality_target_met": false,
"utility": 57.001445
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.753,"estimated_latency_ms":90452,"estimated_pass_rate":0.6499,"estimated_quality":0.8336,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":6.231,"max_latency_ms":182254,"policy":"balanced","reason_codes":["best... | {
"ambiguity": 0.2238,
"category": "coding",
"complexity": 0.6369,
"consequence": 0.3193,
"evidence_need": 0.3906,
"family": "feature_implementation",
"input_tokens": 6440,
"request_id": "synthetic-feature_implementation-011203",
"reversibility": 0.7421,
"risk": 0.2575,
"summary": "Patch a product... | [
{
"credits_per_call": 10.089,
"id": "worker_a",
"p95_latency_ms": 78419,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.9377,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.093,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 3.154,
"max_latency_ms": 35889,
"minimum_quality": 0.7062
} | content_revision | synthetic-content_revision-004930 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.934,
"estimated_latency_ms": 31364,
"estimated_pass_rate": 0.325,
"estimated_quality": 0.624,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.154,
"max_latency_m... | {
"candidate_count": 1,
"pass_rate": 0.325,
"quality": 0.624,
"quality_target_met": false,
"utility": 36.705051
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":31364,"estimated_pass_rate":0.325,"estimated_quality":0.624,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.154,"max_latency_ms":35889,"policy":"lean","reason_codes":["best_feasible_belo... | {
"ambiguity": 0.2981,
"category": "writing",
"complexity": 0.4858,
"consequence": 0.2343,
"evidence_need": 0.0726,
"family": "content_revision",
"input_tokens": 4880,
"request_id": "synthetic-content_revision-004930",
"reversibility": 0.8877,
"risk": 0.1788,
"summary": "Tighten a product explanat... | [
{
"credits_per_call": 11.518,
"id": "worker_a",
"p95_latency_ms": 66017,
"pass_rate": 0.9465,
"provider_group": "provider_x",
"quality": 0.9118,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.934,
"id": "worker_b",... |
{
"max_calls": 2,
"max_credits": 19.855,
"max_latency_ms": 161748,
"minimum_quality": 0.8211
} | incident_response | synthetic-incident_response-015095 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.978,
"estimated_latency_ms": 132342,
"estimated_pass_rate": 0.8506,
"estimated_quality": 0.9523,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8506,
"quality": 0.9523,
"quality_target_met": true,
"utility": 72.997248
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":17.978,"estimated_latency_ms":132342,"estimated_pass_rate":0.8506,"estimated_quality":0.9523,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":19.855,"max_latency_ms":161748,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.5007,
"category": "operations",
"complexity": 0.5016,
"consequence": 0.5578,
"evidence_need": 0.9457,
"family": "incident_response",
"input_tokens": 5600,
"request_id": "synthetic-incident_response-015095",
"reversibility": 0.5167,
"risk": 0.9052,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 3.982,
"id": "worker_a",
"p95_latency_ms": 49431,
"pass_rate": 0.8648,
"provider_group": "provider_y",
"quality": 0.8191,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 13.996,
"id": "worker_b",
"p95_... |
{
"max_calls": 2,
"max_credits": 19.704,
"max_latency_ms": 170776,
"minimum_quality": 0.7621
} | data_analysis | synthetic-data_analysis-011350 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.63,
"estimated_latency_ms": 127390,
"estimated_pass_rate": 0.9005,
"estimated_quality": 0.9367,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 1... | {
"candidate_count": 9,
"pass_rate": 0.9005,
"quality": 0.9367,
"quality_target_met": true,
"utility": 69.088258
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":15.63,"estimated_latency_ms":127390,"estimated_pass_rate":0.9005,"estimated_quality":0.9367,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":19.704,"max_latency_ms":170776,"policy":"balanced","reason_codes":["co... | {
"ambiguity": 0.5751,
"category": "analysis",
"complexity": 0.7376,
"consequence": 0.2233,
"evidence_need": 0.5871,
"family": "data_analysis",
"input_tokens": 4000,
"request_id": "synthetic-data_analysis-011350",
"reversibility": 0.7416,
"risk": 0.3258,
"summary": "Interpret a noisy metric shift ... | [
{
"credits_per_call": 4.16,
"id": "worker_a",
"p95_latency_ms": 55091,
"pass_rate": 0.8222,
"provider_group": "provider_z",
"quality": 0.9674,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.98,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 24.539,
"max_latency_ms": 170831,
"minimum_quality": 0.8792
} | debugging | synthetic-debugging-001956 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.704,
"estimated_latency_ms": 128217,
"estimated_pass_rate": 0.7604,
"estimated_quality": 0.9045,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7604,
"quality": 0.9045,
"quality_target_met": true,
"utility": 73.512219
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.704,"estimated_latency_ms":128217,"estimated_pass_rate":0.7604,"estimated_quality":0.9045,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":24.539,"max_latency_ms":170831,"policy":"str... | {
"ambiguity": 0.7285,
"category": "coding",
"complexity": 0.7202,
"consequence": 0.3401,
"evidence_need": 0.6286,
"family": "debugging",
"input_tokens": 2480,
"request_id": "synthetic-debugging-001956",
"reversibility": 0.5574,
"risk": 0.5556,
"summary": "Diagnose an intermittent failure in obser... | [
{
"credits_per_call": 13.882,
"id": "worker_a",
"p95_latency_ms": 59955,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.9699,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.857,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 24.162,
"max_latency_ms": 196750,
"minimum_quality": 0.7836
} | research_synthesis | synthetic-research_synthesis-013077 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.232,
"estimated_latency_ms": 143648,
"estimated_pass_rate": 0.7009,
"estimated_quality": 0.8963,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7009,
"quality": 0.8963,
"quality_target_met": true,
"utility": 69.392813
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.232,"estimated_latency_ms":143648,"estimated_pass_rate":0.7009,"estimated_quality":0.8963,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":24.162,"max_latency_ms":196750,"policy":"str... | {
"ambiguity": 0.601,
"category": "research",
"complexity": 0.7788,
"consequence": 0.2171,
"evidence_need": 0.6267,
"family": "research_synthesis",
"input_tokens": 3600,
"request_id": "synthetic-research_synthesis-013077",
"reversibility": 0.7167,
"risk": 0.4145,
"summary": "Compare evidence for p... | [
{
"credits_per_call": 0.864,
"id": "worker_a",
"p95_latency_ms": 24818,
"pass_rate": 0.4149,
"provider_group": "provider_x",
"quality": 0.6256,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.018,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 26.568,
"max_latency_ms": 241378,
"minimum_quality": 0.9542
} | debugging | synthetic-debugging-019140 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.024,
"estimated_latency_ms": 186241,
"estimated_pass_rate": 0.7452,
"estimated_quality": 0.9077,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7452,
"quality": 0.9077,
"quality_target_met": false,
"utility": 68.763787
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.024,"estimated_latency_ms":186241,"estimated_pass_rate":0.7452,"estimated_quality":0.9077,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":26.568,"max_latency_ms":241378,"policy":"str... | {
"ambiguity": 0.5644,
"category": "coding",
"complexity": 0.6937,
"consequence": 0.3659,
"evidence_need": 0.6788,
"family": "debugging",
"input_tokens": 2680,
"request_id": "synthetic-debugging-019140",
"reversibility": 0.7004,
"risk": 0.3764,
"summary": "Diagnose an intermittent failure in webho... | [
{
"credits_per_call": 0.941,
"id": "worker_a",
"p95_latency_ms": 32869,
"pass_rate": 0.5412,
"provider_group": "provider_z",
"quality": 0.7424,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 2.745,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 2.324,
"max_latency_ms": 41860,
"minimum_quality": 0.7484
} | incident_response | synthetic-incident_response-001967 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.077,
"estimated_latency_ms": 31167,
"estimated_pass_rate": 0.3197,
"estimated_quality": 0.577,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.324,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.3197,
"quality": 0.577,
"quality_target_met": false,
"utility": 3.666293
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":1.077,"estimated_latency_ms":31167,"estimated_pass_rate":0.3197,"estimated_quality":0.577,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.324,"max_latency_ms":41860,"policy":"lean","reason_codes":["best_feasible_bel... | {
"ambiguity": 0.5953,
"category": "operations",
"complexity": 0.7198,
"consequence": 0.9821,
"evidence_need": 0.7012,
"family": "incident_response",
"input_tokens": 5440,
"request_id": "synthetic-incident_response-001967",
"reversibility": 0.258,
"risk": 0.7633,
"summary": "Plan immediate contain... | [
{
"credits_per_call": 3.164,
"id": "worker_a",
"p95_latency_ms": 73088,
"pass_rate": 0.8225,
"provider_group": "provider_z",
"quality": 0.8732,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.077,
"id": "wor... |
{
"max_calls": 1,
"max_credits": 2.201,
"max_latency_ms": 36376,
"minimum_quality": 0.5294
} | content_revision | synthetic-content_revision-003322 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.816,
"estimated_latency_ms": 27842,
"estimated_pass_rate": 0.4134,
"estimated_quality": 0.663,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.201,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.4134,
"quality": 0.663,
"quality_target_met": true,
"utility": 44.57474
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.816,"estimated_latency_ms":27842,"estimated_pass_rate":0.4134,"estimated_quality":0.663,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.201,"max_latency_ms":36376,"policy":"lean","reason_codes":["single_call_suffi... | {
"ambiguity": 0.4078,
"category": "writing",
"complexity": 0.4723,
"consequence": 0.0843,
"evidence_need": 0.1039,
"family": "content_revision",
"input_tokens": 4080,
"request_id": "synthetic-content_revision-003322",
"reversibility": 0.8233,
"risk": 0.2485,
"summary": "Tighten a product explanat... | [
{
"credits_per_call": 0.816,
"id": "worker_a",
"p95_latency_ms": 27842,
"pass_rate": 0.5179,
"provider_group": "provider_x",
"quality": 0.7137,
"strengths": [
"coding",
"drafting",
"speed",
"writing"
]
},
{
"credits_per_call": 3.724,
"id": "worker_... |
{
"max_calls": 1,
"max_credits": 2.951,
"max_latency_ms": 43255,
"minimum_quality": 0.5062
} | feature_implementation | synthetic-feature_implementation-003083 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.961,
"estimated_latency_ms": 21831,
"estimated_pass_rate": 0.3829,
"estimated_quality": 0.7075,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.951,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3829,
"quality": 0.7075,
"quality_target_met": true,
"utility": 48.120963
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.961,"estimated_latency_ms":21831,"estimated_pass_rate":0.3829,"estimated_quality":0.7075,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.951,"max_latency_ms":43255,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.51,
"category": "coding",
"complexity": 0.4839,
"consequence": 0.523,
"evidence_need": 0.6119,
"family": "feature_implementation",
"input_tokens": 1280,
"request_id": "synthetic-feature_implementation-003083",
"reversibility": 0.4646,
"risk": 0.3527,
"summary": "Patch a production... | [
{
"credits_per_call": 3.053,
"id": "worker_a",
"p95_latency_ms": 47827,
"pass_rate": 0.7263,
"provider_group": "provider_z",
"quality": 0.879,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.961,
"id": "worker_b",
"p95_la... |
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