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": 3,
"max_credits": 15.477,
"max_latency_ms": 80957,
"minimum_quality": 0.7509
} | incident_response | synthetic-incident_response-009335 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.59,
"estimated_latency_ms": 72281,
"estimated_pass_rate": 0.6548,
"estimated_quality": 0.8063,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 15.... | {
"candidate_count": 5,
"pass_rate": 0.6548,
"quality": 0.8063,
"quality_target_met": true,
"utility": 63.276591
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.59,"estimated_latency_ms":72281,"estimated_pass_rate":0.6548,"estimated_quality":0.8063,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":15.477,"max_latency_ms":80957,"policy":"balanced","reason_codes":["compl... | {
"ambiguity": 0.4202,
"category": "operations",
"complexity": 0.7665,
"consequence": 0.592,
"evidence_need": 0.8092,
"family": "incident_response",
"input_tokens": 4560,
"request_id": "synthetic-incident_response-009335",
"reversibility": 0.4752,
"risk": 0.8961,
"summary": "Review an outage invol... | [
{
"credits_per_call": 3.672,
"id": "worker_a",
"p95_latency_ms": 50879,
"pass_rate": 0.8239,
"provider_group": "provider_x",
"quality": 0.8325,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 15.323,
"id": "worker_b",
"p95_... |
{
"max_calls": 1,
"max_credits": 2.775,
"max_latency_ms": 54050,
"minimum_quality": 0.6978
} | product_tradeoff | synthetic-product_tradeoff-008376 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.864,
"estimated_latency_ms": 29442,
"estimated_pass_rate": 0.4955,
"estimated_quality": 0.7456,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.775,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4955,
"quality": 0.7456,
"quality_target_met": true,
"utility": 52.99301
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.864,"estimated_latency_ms":29442,"estimated_pass_rate":0.4955,"estimated_quality":0.7456,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.775,"max_latency_ms":54050,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.6729,
"category": "decision",
"complexity": 0.3785,
"consequence": 0.4546,
"evidence_need": 0.3935,
"family": "product_tradeoff",
"input_tokens": 5800,
"request_id": "synthetic-product_tradeoff-008376",
"reversibility": 0.5966,
"risk": 0.3168,
"summary": "Evaluate build-versus-buy... | [
{
"credits_per_call": 3.919,
"id": "worker_a",
"p95_latency_ms": 81752,
"pass_rate": 0.7587,
"provider_group": "provider_z",
"quality": 0.8448,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 13.851,
"id": "worker_b",
"p95_... |
{
"max_calls": 2,
"max_credits": 1.36,
"max_latency_ms": 36775,
"minimum_quality": 0.7
} | content_revision | synthetic-content_revision-006426 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.846,
"estimated_latency_ms": 26470,
"estimated_pass_rate": 0.36,
"estimated_quality": 0.6142,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.36,
"max_latency_ms... | {
"candidate_count": 1,
"pass_rate": 0.36,
"quality": 0.6142,
"quality_target_met": false,
"utility": 35.163367
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.846,"estimated_latency_ms":26470,"estimated_pass_rate":0.36,"estimated_quality":0.6142,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.36,"max_latency_ms":36775,"policy":"lean","reason_codes":["best_feasible_below... | {
"ambiguity": 0.3939,
"category": "writing",
"complexity": 0.2785,
"consequence": 0.2862,
"evidence_need": 0.2298,
"family": "content_revision",
"input_tokens": 760,
"request_id": "synthetic-content_revision-006426",
"reversibility": 0.9404,
"risk": 0.0807,
"summary": "Edit documentation for OAut... | [
{
"credits_per_call": 0.846,
"id": "worker_a",
"p95_latency_ms": 26470,
"pass_rate": 0.4279,
"provider_group": "provider_x",
"quality": 0.6168,
"strengths": [
"coding",
"drafting",
"speed",
"writing"
]
},
{
"credits_per_call": 4.099,
"id": "worker_... |
{
"max_calls": 3,
"max_credits": 14.259,
"max_latency_ms": 216429,
"minimum_quality": 0.7195
} | debugging | synthetic-debugging-018500 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.006,
"estimated_latency_ms": 161058,
"estimated_pass_rate": 0.8784,
"estimated_quality": 0.897,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 1... | {
"candidate_count": 9,
"pass_rate": 0.8784,
"quality": 0.897,
"quality_target_met": true,
"utility": 67.529825
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":14.006,"estimated_latency_ms":161058,"estimated_pass_rate":0.8784,"estimated_quality":0.897,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":14.259,"max_latency_ms":216429,"policy":"balanced","reason_codes":["co... | {
"ambiguity": 0.4125,
"category": "coding",
"complexity": 0.8878,
"consequence": 0.5852,
"evidence_need": 0.611,
"family": "debugging",
"input_tokens": 6480,
"request_id": "synthetic-debugging-018500",
"reversibility": 0.4231,
"risk": 0.6045,
"summary": "Explain why schema evolution fails only un... | [
{
"credits_per_call": 0.809,
"id": "worker_a",
"p95_latency_ms": 29999,
"pass_rate": 0.527,
"provider_group": "provider_z",
"quality": 0.7086,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.599,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 2,
"max_credits": 8.407,
"max_latency_ms": 113988,
"minimum_quality": 0.8116
} | research_synthesis | synthetic-research_synthesis-003061 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.243,
"estimated_latency_ms": 97804,
"estimated_pass_rate": 0.6763,
"estimated_quality": 0.8188,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 8.... | {
"candidate_count": 4,
"pass_rate": 0.6763,
"quality": 0.8188,
"quality_target_met": true,
"utility": 52.629674
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.243,"estimated_latency_ms":97804,"estimated_pass_rate":0.6763,"estimated_quality":0.8188,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":8.407,"max_latency_ms":113988,"policy":"balanced","reason_codes":["inde... | {
"ambiguity": 0.6736,
"category": "research",
"complexity": 0.4723,
"consequence": 0.2711,
"evidence_need": 0.7127,
"family": "research_synthesis",
"input_tokens": 480,
"request_id": "synthetic-research_synthesis-003061",
"reversibility": 0.9533,
"risk": 0.3175,
"summary": "Produce a decision mem... | [
{
"credits_per_call": 0.812,
"id": "worker_a",
"p95_latency_ms": 24990,
"pass_rate": 0.5273,
"provider_group": "provider_z",
"quality": 0.6219,
"strengths": [
"coding",
"drafting",
"speed",
"synthesis"
]
},
{
"credits_per_call": 3.431,
"id": "worke... |
{
"max_calls": 3,
"max_credits": 25.323,
"max_latency_ms": 223001,
"minimum_quality": 0.8147
} | research_synthesis | synthetic-research_synthesis-011477 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.8,
"estimated_latency_ms": 165566,
"estimated_pass_rate": 0.7207,
"estimated_quality": 0.9248,
"finalizer": "worker_a",
"independent_verification":... | {
"candidate_count": 15,
"pass_rate": 0.7207,
"quality": 0.9248,
"quality_target_met": true,
"utility": 75.960247
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.8,"estimated_latency_ms":165566,"estimated_pass_rate":0.7207,"estimated_quality":0.9248,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":25.323,"max_latency_ms":223001,"policy":"stric... | {
"ambiguity": 0.7818,
"category": "research",
"complexity": 0.8822,
"consequence": 0.2747,
"evidence_need": 0.891,
"family": "research_synthesis",
"input_tokens": 1360,
"request_id": "synthetic-research_synthesis-011477",
"reversibility": 0.9019,
"risk": 0.4271,
"summary": "Review competing appro... | [
{
"credits_per_call": 14.65,
"id": "worker_a",
"p95_latency_ms": 83566,
"pass_rate": 0.9587,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.022,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 17.625,
"max_latency_ms": 183995,
"minimum_quality": 0.8236
} | incident_response | synthetic-incident_response-003863 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.752,
"estimated_latency_ms": 148034,
"estimated_pass_rate": 0.7432,
"estimated_quality": 0.8892,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7432,
"quality": 0.8892,
"quality_target_met": true,
"utility": 73.428942
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.752,"estimated_latency_ms":148034,"estimated_pass_rate":0.7432,"estimated_quality":0.8892,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":17.625,"max_latency_ms":183995,"policy":"str... | {
"ambiguity": 0.48,
"category": "operations",
"complexity": 0.7136,
"consequence": 0.7405,
"evidence_need": 0.6807,
"family": "incident_response",
"input_tokens": 4640,
"request_id": "synthetic-incident_response-003863",
"reversibility": 0.4736,
"risk": 0.7166,
"summary": "Plan immediate containm... | [
{
"credits_per_call": 3.806,
"id": "worker_a",
"p95_latency_ms": 60381,
"pass_rate": 0.8617,
"provider_group": "provider_x",
"quality": 0.8326,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 11.938,
"id": "worker_b",
"p95_... |
{
"max_calls": 2,
"max_credits": 6.185,
"max_latency_ms": 164290,
"minimum_quality": 0.8355
} | research_synthesis | synthetic-research_synthesis-003877 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.439,
"estimated_latency_ms": 103807,
"estimated_pass_rate": 0.7163,
"estimated_quality": 0.7922,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 6... | {
"candidate_count": 4,
"pass_rate": 0.7163,
"quality": 0.7922,
"quality_target_met": false,
"utility": 52.519273
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.439,"estimated_latency_ms":103807,"estimated_pass_rate":0.7163,"estimated_quality":0.7922,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":6.185,"max_latency_ms":164290,"policy":"balanced","reason_codes":["bes... | {
"ambiguity": 0.8093,
"category": "research",
"complexity": 0.5715,
"consequence": 0.5266,
"evidence_need": 0.6882,
"family": "research_synthesis",
"input_tokens": 3040,
"request_id": "synthetic-research_synthesis-003877",
"reversibility": 0.8493,
"risk": 0.2819,
"summary": "Review competing appr... | [
{
"credits_per_call": 15.286,
"id": "worker_a",
"p95_latency_ms": 64695,
"pass_rate": 0.9696,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.029,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 22.939,
"max_latency_ms": 188721,
"minimum_quality": 0.827
} | research_synthesis | synthetic-research_synthesis-020437 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.861,
"estimated_latency_ms": 178470,
"estimated_pass_rate": 0.707,
"estimated_quality": 0.9166,
"finalizer": "worker_b",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.707,
"quality": 0.9166,
"quality_target_met": true,
"utility": 76.037241
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.861,"estimated_latency_ms":178470,"estimated_pass_rate":0.707,"estimated_quality":0.9166,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":22.939,"max_latency_ms":188721,"policy":"stri... | {
"ambiguity": 0.7925,
"category": "research",
"complexity": 0.8988,
"consequence": 0.4898,
"evidence_need": 0.8073,
"family": "research_synthesis",
"input_tokens": 3360,
"request_id": "synthetic-research_synthesis-020437",
"reversibility": 0.8212,
"risk": 0.5094,
"summary": "Compare evidence for ... | [
{
"credits_per_call": 3.185,
"id": "worker_a",
"p95_latency_ms": 68998,
"pass_rate": 0.8674,
"provider_group": "provider_y",
"quality": 0.8912,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 13.547,
"id": "worker_b",
"p95_... |
{
"max_calls": 2,
"max_credits": 2.2,
"max_latency_ms": 23670,
"minimum_quality": 0.4902
} | debugging | synthetic-debugging-003588 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.975,
"estimated_latency_ms": 20548,
"estimated_pass_rate": 0.2863,
"estimated_quality": 0.6337,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.2,
"max_latency_m... | {
"candidate_count": 1,
"pass_rate": 0.2863,
"quality": 0.6337,
"quality_target_met": true,
"utility": 38.865563
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.975,"estimated_latency_ms":20548,"estimated_pass_rate":0.2863,"estimated_quality":0.6337,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.2,"max_latency_ms":23670,"policy":"lean","reason_codes":["complex_task","ind... | {
"ambiguity": 0.7825,
"category": "coding",
"complexity": 0.8575,
"consequence": 0.6289,
"evidence_need": 0.7436,
"family": "debugging",
"input_tokens": 2440,
"request_id": "synthetic-debugging-003588",
"reversibility": 0.5634,
"risk": 0.5857,
"summary": "Find the root cause of a concurrency-sens... | [
{
"credits_per_call": 0.975,
"id": "worker_a",
"p95_latency_ms": 20548,
"pass_rate": 0.4901,
"provider_group": "provider_z",
"quality": 0.8035,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 14.515,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 1,
"max_credits": 3.5,
"max_latency_ms": 42504,
"minimum_quality": 0.6074
} | debugging | synthetic-debugging-004020 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.985,
"estimated_latency_ms": 27927,
"estimated_pass_rate": 0.4263,
"estimated_quality": 0.6334,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.5,
"max_latency_m... | {
"candidate_count": 1,
"pass_rate": 0.4263,
"quality": 0.6334,
"quality_target_met": true,
"utility": 44.149002
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.985,"estimated_latency_ms":27927,"estimated_pass_rate":0.4263,"estimated_quality":0.6334,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.5,"max_latency_ms":42504,"policy":"lean","reason_codes":["independent_eviden... | {
"ambiguity": 0.5073,
"category": "coding",
"complexity": 0.7147,
"consequence": 0.323,
"evidence_need": 0.6519,
"family": "debugging",
"input_tokens": 640,
"request_id": "synthetic-debugging-004020",
"reversibility": 0.5718,
"risk": 0.5305,
"summary": "Find the root cause of a concurrency-sensit... | [
{
"credits_per_call": 3.806,
"id": "worker_a",
"p95_latency_ms": 72736,
"pass_rate": 0.8682,
"provider_group": "provider_y",
"quality": 0.9041,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.985,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 20.263,
"max_latency_ms": 178642,
"minimum_quality": 0.8701
} | research_synthesis | synthetic-research_synthesis-010317 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.181,
"estimated_latency_ms": 168415,
"estimated_pass_rate": 0.7242,
"estimated_quality": 0.9188,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7242,
"quality": 0.9188,
"quality_target_met": true,
"utility": 71.49198
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.181,"estimated_latency_ms":168415,"estimated_pass_rate":0.7242,"estimated_quality":0.9188,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":20.263,"max_latency_ms":178642,"policy":"str... | {
"ambiguity": 0.8149,
"category": "research",
"complexity": 0.6843,
"consequence": 0.5954,
"evidence_need": 0.944,
"family": "research_synthesis",
"input_tokens": 7160,
"request_id": "synthetic-research_synthesis-010317",
"reversibility": 0.9714,
"risk": 0.2562,
"summary": "Compare evidence for w... | [
{
"credits_per_call": 1.191,
"id": "worker_a",
"p95_latency_ms": 31318,
"pass_rate": 0.4846,
"provider_group": "provider_z",
"quality": 0.6316,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.093,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 16.29,
"max_latency_ms": 210346,
"minimum_quality": 0.956
} | research_synthesis | synthetic-research_synthesis-006941 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.449,
"estimated_latency_ms": 154927,
"estimated_pass_rate": 0.6989,
"estimated_quality": 0.9083,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.6989,
"quality": 0.9083,
"quality_target_met": false,
"utility": 69.088664
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":14.449,"estimated_latency_ms":154927,"estimated_pass_rate":0.6989,"estimated_quality":0.9083,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":16.29,"max_latency_ms":210346,"policy":"stri... | {
"ambiguity": 0.6997,
"category": "research",
"complexity": 0.8927,
"consequence": 0.3076,
"evidence_need": 0.7051,
"family": "research_synthesis",
"input_tokens": 5080,
"request_id": "synthetic-research_synthesis-006941",
"reversibility": 0.9383,
"risk": 0.3301,
"summary": "Compare evidence for ... | [
{
"credits_per_call": 9.895,
"id": "worker_a",
"p95_latency_ms": 90680,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.001,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 1.86,
"max_latency_ms": 56279,
"minimum_quality": 0.7514
} | content_revision | synthetic-content_revision-004506 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.188,
"estimated_latency_ms": 32176,
"estimated_pass_rate": 0.3442,
"estimated_quality": 0.7078,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.86,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.3442,
"quality": 0.7078,
"quality_target_met": false,
"utility": 42.925279
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.188,"estimated_latency_ms":32176,"estimated_pass_rate":0.3442,"estimated_quality":0.7078,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.86,"max_latency_ms":56279,"policy":"lean","reason_codes":["best_feasible_bel... | {
"ambiguity": 0.1763,
"category": "writing",
"complexity": 0.3801,
"consequence": 0.2051,
"evidence_need": 0.1434,
"family": "content_revision",
"input_tokens": 5800,
"request_id": "synthetic-content_revision-004506",
"reversibility": 0.8656,
"risk": 0.1728,
"summary": "Tighten a product explanat... | [
{
"credits_per_call": 10.394,
"id": "worker_a",
"p95_latency_ms": 70906,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.185,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 8.035,
"max_latency_ms": 242713,
"minimum_quality": 0.8145
} | incident_response | synthetic-incident_response-006151 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.347,
"estimated_latency_ms": 67670,
"estimated_pass_rate": 0.6643,
"estimated_quality": 0.8353,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 8.... | {
"candidate_count": 4,
"pass_rate": 0.6643,
"quality": 0.8353,
"quality_target_met": true,
"utility": 68.040018
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.347,"estimated_latency_ms":67670,"estimated_pass_rate":0.6643,"estimated_quality":0.8353,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":8.035,"max_latency_ms":242713,"policy":"balanced","reason_codes":["high... | {
"ambiguity": 0.456,
"category": "operations",
"complexity": 0.5588,
"consequence": 0.8494,
"evidence_need": 0.9026,
"family": "incident_response",
"input_tokens": 2440,
"request_id": "synthetic-incident_response-006151",
"reversibility": 0.3325,
"risk": 0.771,
"summary": "Plan immediate containm... | [
{
"credits_per_call": 1.114,
"id": "worker_a",
"p95_latency_ms": 23179,
"pass_rate": 0.5757,
"provider_group": "provider_z",
"quality": 0.7389,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.233,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 2.309,
"max_latency_ms": 39368,
"minimum_quality": 0.6453
} | research_synthesis | synthetic-research_synthesis-000901 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.199,
"estimated_latency_ms": 21014,
"estimated_pass_rate": 0.3945,
"estimated_quality": 0.6248,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.309,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3945,
"quality": 0.6248,
"quality_target_met": false,
"utility": 40.913166
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":21014,"estimated_pass_rate":0.3945,"estimated_quality":0.6248,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.309,"max_latency_ms":39368,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.4665,
"category": "research",
"complexity": 0.7925,
"consequence": 0.5181,
"evidence_need": 0.8309,
"family": "research_synthesis",
"input_tokens": 440,
"request_id": "synthetic-research_synthesis-000901",
"reversibility": 0.9458,
"risk": 0.2636,
"summary": "Produce a decision mem... | [
{
"credits_per_call": 11.097,
"id": "worker_a",
"p95_latency_ms": 92628,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 2.972,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 23.407,
"max_latency_ms": 148614,
"minimum_quality": 0.88
} | incident_response | synthetic-incident_response-019175 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.44,
"estimated_latency_ms": 122973,
"estimated_pass_rate": 0.8009,
"estimated_quality": 0.916,
"finalizer": "worker_c",
"independent_verification":... | {
"candidate_count": 15,
"pass_rate": 0.8009,
"quality": 0.916,
"quality_target_met": true,
"utility": 78.950343
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.44,"estimated_latency_ms":122973,"estimated_pass_rate":0.8009,"estimated_quality":0.916,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":23.407,"max_latency_ms":148614,"policy":"stric... | {
"ambiguity": 0.7203,
"category": "operations",
"complexity": 0.6324,
"consequence": 0.7448,
"evidence_need": 0.5493,
"family": "incident_response",
"input_tokens": 6720,
"request_id": "synthetic-incident_response-019175",
"reversibility": 0.24,
"risk": 0.8163,
"summary": "Prioritize actions duri... | [
{
"credits_per_call": 3.695,
"id": "worker_a",
"p95_latency_ms": 52842,
"pass_rate": 0.851,
"provider_group": "provider_z",
"quality": 0.8842,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.836,
"id": "worker_b",
"p95_la... |
{
"max_calls": 2,
"max_credits": 18.419,
"max_latency_ms": 142850,
"minimum_quality": 0.878
} | incident_response | synthetic-incident_response-003583 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.959,
"estimated_latency_ms": 116937,
"estimated_pass_rate": 0.8888,
"estimated_quality": 0.927,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 1... | {
"candidate_count": 9,
"pass_rate": 0.8888,
"quality": 0.927,
"quality_target_met": true,
"utility": 70.282856
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":17.959,"estimated_latency_ms":116937,"estimated_pass_rate":0.8888,"estimated_quality":0.927,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":18.419,"max_latency_ms":142850,"policy":"balanced","reason_codes":["cr... | {
"ambiguity": 0.673,
"category": "operations",
"complexity": 0.5907,
"consequence": 0.5772,
"evidence_need": 0.6749,
"family": "incident_response",
"input_tokens": 5160,
"request_id": "synthetic-incident_response-003583",
"reversibility": 0.4277,
"risk": 0.7614,
"summary": "Review an outage invol... | [
{
"credits_per_call": 1.034,
"id": "worker_a",
"p95_latency_ms": 29810,
"pass_rate": 0.5759,
"provider_group": "provider_x",
"quality": 0.7012,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 14.148,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 1,
"max_credits": 1.978,
"max_latency_ms": 44675,
"minimum_quality": 0.7285
} | data_analysis | synthetic-data_analysis-005566 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.889,
"estimated_latency_ms": 28305,
"estimated_pass_rate": 0.3745,
"estimated_quality": 0.635,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.978,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.3745,
"quality": 0.635,
"quality_target_met": false,
"utility": 38.059302
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.889,"estimated_latency_ms":28305,"estimated_pass_rate":0.3745,"estimated_quality":0.635,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.978,"max_latency_ms":44675,"policy":"lean","reason_codes":["best_feasible_bel... | {
"ambiguity": 0.2724,
"category": "analysis",
"complexity": 0.7417,
"consequence": 0.2862,
"evidence_need": 0.4507,
"family": "data_analysis",
"input_tokens": 6880,
"request_id": "synthetic-data_analysis-005566",
"reversibility": 0.9345,
"risk": 0.2546,
"summary": "Interpret a noisy metric shift ... | [
{
"credits_per_call": 0.889,
"id": "worker_a",
"p95_latency_ms": 28305,
"pass_rate": 0.4998,
"provider_group": "provider_z",
"quality": 0.7257,
"strengths": [
"coding",
"drafting",
"reasoning",
"speed"
]
},
{
"credits_per_call": 10.891,
"id": "work... |
{
"max_calls": 1,
"max_credits": 2.276,
"max_latency_ms": 23719,
"minimum_quality": 0.6952
} | product_tradeoff | synthetic-product_tradeoff-007944 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.859,
"estimated_latency_ms": 21149,
"estimated_pass_rate": 0.4396,
"estimated_quality": 0.6655,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.276,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4396,
"quality": 0.6655,
"quality_target_met": false,
"utility": 43.470068
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.859,"estimated_latency_ms":21149,"estimated_pass_rate":0.4396,"estimated_quality":0.6655,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.276,"max_latency_ms":23719,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.7664,
"category": "decision",
"complexity": 0.4351,
"consequence": 0.5792,
"evidence_need": 0.6047,
"family": "product_tradeoff",
"input_tokens": 7360,
"request_id": "synthetic-product_tradeoff-007944",
"reversibility": 0.8498,
"risk": 0.1379,
"summary": "Choose an implementation ... | [
{
"credits_per_call": 0.859,
"id": "worker_a",
"p95_latency_ms": 21149,
"pass_rate": 0.5581,
"provider_group": "provider_y",
"quality": 0.7256,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 9.986,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 21.949,
"max_latency_ms": 206505,
"minimum_quality": 0.879
} | research_synthesis | synthetic-research_synthesis-019669 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.614,
"estimated_latency_ms": 157316,
"estimated_pass_rate": 0.6979,
"estimated_quality": 0.9073,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.6979,
"quality": 0.9073,
"quality_target_met": true,
"utility": 73.357551
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.614,"estimated_latency_ms":157316,"estimated_pass_rate":0.6979,"estimated_quality":0.9073,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":21.949,"max_latency_ms":206505,"policy":"str... | {
"ambiguity": 0.8493,
"category": "research",
"complexity": 0.7751,
"consequence": 0.3975,
"evidence_need": 0.7884,
"family": "research_synthesis",
"input_tokens": 5000,
"request_id": "synthetic-research_synthesis-019669",
"reversibility": 0.9068,
"risk": 0.4246,
"summary": "Review competing appr... | [
{
"credits_per_call": 3.169,
"id": "worker_a",
"p95_latency_ms": 46071,
"pass_rate": 0.8215,
"provider_group": "provider_z",
"quality": 0.7983,
"strengths": [
"reasoning",
"review",
"synthesis",
"writing"
]
},
{
"credits_per_call": 13.353,
"id": "w... |
{
"max_calls": 2,
"max_credits": 19.041,
"max_latency_ms": 140752,
"minimum_quality": 0.8311
} | product_tradeoff | synthetic-product_tradeoff-002072 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.623,
"estimated_latency_ms": 119544,
"estimated_pass_rate": 0.8279,
"estimated_quality": 0.9358,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8279,
"quality": 0.9358,
"quality_target_met": true,
"utility": 66.208624
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":17.623,"estimated_latency_ms":119544,"estimated_pass_rate":0.8279,"estimated_quality":0.9358,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":19.041,"max_latency_ms":140752,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.789,
"category": "decision",
"complexity": 0.6146,
"consequence": 0.2703,
"evidence_need": 0.5645,
"family": "product_tradeoff",
"input_tokens": 360,
"request_id": "synthetic-product_tradeoff-002072",
"reversibility": 0.6797,
"risk": 0.3635,
"summary": "Recommend whether to launch... | [
{
"credits_per_call": 1.096,
"id": "worker_a",
"p95_latency_ms": 23028,
"pass_rate": 0.5918,
"provider_group": "provider_x",
"quality": 0.6774,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 2.856,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 5.788,
"max_latency_ms": 108499,
"minimum_quality": 0.8892
} | product_tradeoff | synthetic-product_tradeoff-015000 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 5.25,
"estimated_latency_ms": 79533,
"estimated_pass_rate": 0.7198,
"estimated_quality": 0.8894,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 5.7... | {
"candidate_count": 4,
"pass_rate": 0.7198,
"quality": 0.8894,
"quality_target_met": true,
"utility": 57.698974
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":5.25,"estimated_latency_ms":79533,"estimated_pass_rate":0.7198,"estimated_quality":0.8894,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":5.788,"max_latency_ms":108499,"policy":"balanced","reason_codes":["credi... | {
"ambiguity": 0.5171,
"category": "decision",
"complexity": 0.3486,
"consequence": 0.4278,
"evidence_need": 0.2771,
"family": "product_tradeoff",
"input_tokens": 920,
"request_id": "synthetic-product_tradeoff-015000",
"reversibility": 0.7036,
"risk": 0.3174,
"summary": "Choose an implementation s... | [
{
"credits_per_call": 1.143,
"id": "worker_a",
"p95_latency_ms": 29426,
"pass_rate": 0.4868,
"provider_group": "provider_x",
"quality": 0.7741,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 13.741,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 2,
"max_credits": 21.009,
"max_latency_ms": 197963,
"minimum_quality": 0.8611
} | debugging | synthetic-debugging-011220 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.456,
"estimated_latency_ms": 109870,
"estimated_pass_rate": 0.8843,
"estimated_quality": 0.915,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 2... | {
"candidate_count": 9,
"pass_rate": 0.8843,
"quality": 0.915,
"quality_target_met": true,
"utility": 71.606742
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":16.456,"estimated_latency_ms":109870,"estimated_pass_rate":0.8843,"estimated_quality":0.915,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":21.009,"max_latency_ms":197963,"policy":"balanced","reason_codes":["co... | {
"ambiguity": 0.413,
"category": "coding",
"complexity": 0.7801,
"consequence": 0.569,
"evidence_need": 0.649,
"family": "debugging",
"input_tokens": 7720,
"request_id": "synthetic-debugging-011220",
"reversibility": 0.4338,
"risk": 0.6989,
"summary": "Diagnose an intermittent failure in private ... | [
{
"credits_per_call": 4.004,
"id": "worker_a",
"p95_latency_ms": 49595,
"pass_rate": 0.7241,
"provider_group": "provider_z",
"quality": 0.8589,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.11,
"id": "worker_b",
"p95_la... |
{
"max_calls": 2,
"max_credits": 23.647,
"max_latency_ms": 82626,
"minimum_quality": 0.8427
} | incident_response | synthetic-incident_response-009343 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.536,
"estimated_latency_ms": 74416,
"estimated_pass_rate": 0.7419,
"estimated_quality": 0.9207,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 2... | {
"candidate_count": 5,
"pass_rate": 0.7419,
"quality": 0.9207,
"quality_target_met": true,
"utility": 71.701118
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":15.536,"estimated_latency_ms":74416,"estimated_pass_rate":0.7419,"estimated_quality":0.9207,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":23.647,"max_latency_ms":82626,"policy":"balanced","reason_codes":["hig... | {
"ambiguity": 0.6359,
"category": "operations",
"complexity": 0.5605,
"consequence": 0.9536,
"evidence_need": 0.7867,
"family": "incident_response",
"input_tokens": 1160,
"request_id": "synthetic-incident_response-009343",
"reversibility": 0.4412,
"risk": 0.7449,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 3.941,
"id": "worker_a",
"p95_latency_ms": 64569,
"pass_rate": 0.8784,
"provider_group": "provider_x",
"quality": 0.8314,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 14.738,
"id": "wo... |
{
"max_calls": 2,
"max_credits": 7.191,
"max_latency_ms": 195289,
"minimum_quality": 0.8499
} | debugging | synthetic-debugging-009068 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.877,
"estimated_latency_ms": 89697,
"estimated_pass_rate": 0.6443,
"estimated_quality": 0.7993,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 7.... | {
"candidate_count": 4,
"pass_rate": 0.6443,
"quality": 0.7993,
"quality_target_met": false,
"utility": 56.889978
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.877,"estimated_latency_ms":89697,"estimated_pass_rate":0.6443,"estimated_quality":0.7993,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":7.191,"max_latency_ms":195289,"policy":"balanced","reason_codes":["best... | {
"ambiguity": 0.5016,
"category": "coding",
"complexity": 0.8164,
"consequence": 0.4834,
"evidence_need": 0.6727,
"family": "debugging",
"input_tokens": 4520,
"request_id": "synthetic-debugging-009068",
"reversibility": 0.4901,
"risk": 0.5972,
"summary": "Explain why database failover fails only ... | [
{
"credits_per_call": 3.919,
"id": "worker_a",
"p95_latency_ms": 64868,
"pass_rate": 0.8651,
"provider_group": "provider_y",
"quality": 0.8355,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 11.738,
"id": "worker_b",
"p95_... |
{
"max_calls": 2,
"max_credits": 11.289,
"max_latency_ms": 145897,
"minimum_quality": 0.7824
} | research_synthesis | synthetic-research_synthesis-017733 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.919,
"estimated_latency_ms": 106662,
"estimated_pass_rate": 0.4839,
"estimated_quality": 0.7591,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 1... | {
"candidate_count": 4,
"pass_rate": 0.4839,
"quality": 0.7591,
"quality_target_met": false,
"utility": 51.190287
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.919,"estimated_latency_ms":106662,"estimated_pass_rate":0.4839,"estimated_quality":0.7591,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":11.289,"max_latency_ms":145897,"policy":"balanced","reason_codes":["be... | {
"ambiguity": 0.7552,
"category": "research",
"complexity": 0.7883,
"consequence": 0.519,
"evidence_need": 0.9172,
"family": "research_synthesis",
"input_tokens": 4040,
"request_id": "synthetic-research_synthesis-017733",
"reversibility": 0.7861,
"risk": 0.3027,
"summary": "Compare evidence for s... | [
{
"credits_per_call": 1.207,
"id": "worker_a",
"p95_latency_ms": 24323,
"pass_rate": 0.4332,
"provider_group": "provider_y",
"quality": 0.6848,
"strengths": [
"coding",
"drafting",
"speed",
"synthesis"
]
},
{
"credits_per_call": 3.712,
"id": "worke... |
{
"max_calls": 3,
"max_credits": 16.14,
"max_latency_ms": 165257,
"minimum_quality": 0.9165
} | debugging | synthetic-debugging-006380 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.856,
"estimated_latency_ms": 144553,
"estimated_pass_rate": 0.7929,
"estimated_quality": 0.9166,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7929,
"quality": 0.9166,
"quality_target_met": true,
"utility": 70.458104
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":14.856,"estimated_latency_ms":144553,"estimated_pass_rate":0.7929,"estimated_quality":0.9166,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":16.14,"max_latency_ms":165257,"policy":"stri... | {
"ambiguity": 0.7386,
"category": "coding",
"complexity": 0.8561,
"consequence": 0.2929,
"evidence_need": 0.5496,
"family": "debugging",
"input_tokens": 1920,
"request_id": "synthetic-debugging-006380",
"reversibility": 0.6261,
"risk": 0.6486,
"summary": "Find the root cause of a concurrency-sens... | [
{
"credits_per_call": 11.105,
"id": "worker_a",
"p95_latency_ms": 76860,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"coding",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.86,
"id"... |
{
"max_calls": 1,
"max_credits": 3.304,
"max_latency_ms": 38453,
"minimum_quality": 0.7669
} | content_revision | synthetic-content_revision-002986 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.091,
"estimated_latency_ms": 24739,
"estimated_pass_rate": 0.326,
"estimated_quality": 0.5943,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.304,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.326,
"quality": 0.5943,
"quality_target_met": false,
"utility": 31.888854
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.091,"estimated_latency_ms":24739,"estimated_pass_rate":0.326,"estimated_quality":0.5943,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.304,"max_latency_ms":38453,"policy":"lean","reason_codes":["best_feasible_bel... | {
"ambiguity": 0.2113,
"category": "writing",
"complexity": 0.4047,
"consequence": 0.0602,
"evidence_need": 0.2117,
"family": "content_revision",
"input_tokens": 2000,
"request_id": "synthetic-content_revision-002986",
"reversibility": 0.9052,
"risk": 0.1982,
"summary": "Rewrite a usage metering a... | [
{
"credits_per_call": 14.98,
"id": "worker_a",
"p95_latency_ms": 85856,
"pass_rate": 0.9087,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.873,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 1.784,
"max_latency_ms": 26379,
"minimum_quality": 0.6533
} | product_tradeoff | synthetic-product_tradeoff-006752 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.825,
"estimated_latency_ms": 24475,
"estimated_pass_rate": 0.3816,
"estimated_quality": 0.6548,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.784,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3816,
"quality": 0.6548,
"quality_target_met": true,
"utility": 41.962096
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.825,"estimated_latency_ms":24475,"estimated_pass_rate":0.3816,"estimated_quality":0.6548,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.784,"max_latency_ms":26379,"policy":"lean","reason_codes":["latency_constrai... | {
"ambiguity": 0.6253,
"category": "decision",
"complexity": 0.5325,
"consequence": 0.495,
"evidence_need": 0.5855,
"family": "product_tradeoff",
"input_tokens": 1040,
"request_id": "synthetic-product_tradeoff-006752",
"reversibility": 0.5826,
"risk": 0.2045,
"summary": "Evaluate build-versus-buy ... | [
{
"credits_per_call": 3.141,
"id": "worker_a",
"p95_latency_ms": 51479,
"pass_rate": 0.8394,
"provider_group": "provider_x",
"quality": 0.88,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 14.415,
"id": "worker_b",
"p95_la... |
{
"max_calls": 3,
"max_credits": 19.583,
"max_latency_ms": 201234,
"minimum_quality": 0.892
} | debugging | synthetic-debugging-012940 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.839,
"estimated_latency_ms": 148026,
"estimated_pass_rate": 0.7166,
"estimated_quality": 0.8965,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7166,
"quality": 0.8965,
"quality_target_met": true,
"utility": 71.861367
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.839,"estimated_latency_ms":148026,"estimated_pass_rate":0.7166,"estimated_quality":0.8965,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":19.583,"max_latency_ms":201234,"policy":"str... | {
"ambiguity": 0.512,
"category": "coding",
"complexity": 0.7768,
"consequence": 0.6295,
"evidence_need": 0.5212,
"family": "debugging",
"input_tokens": 2400,
"request_id": "synthetic-debugging-012940",
"reversibility": 0.6368,
"risk": 0.5969,
"summary": "Explain why data retention fails only unde... | [
{
"credits_per_call": 0.937,
"id": "worker_a",
"p95_latency_ms": 29461,
"pass_rate": 0.4833,
"provider_group": "provider_z",
"quality": 0.6879,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 11.941,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 19.687,
"max_latency_ms": 130127,
"minimum_quality": 0.9283
} | feature_implementation | synthetic-feature_implementation-008107 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.35,
"estimated_latency_ms": 118625,
"estimated_pass_rate": 0.7714,
"estimated_quality": 0.9177,
"finalizer": "worker_b",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7714,
"quality": 0.9177,
"quality_target_met": false,
"utility": 71.804252
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.35,"estimated_latency_ms":118625,"estimated_pass_rate":0.7714,"estimated_quality":0.9177,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":19.687,"max_latency_ms":130127,"policy":"stri... | {
"ambiguity": 0.4594,
"category": "coding",
"complexity": 0.8067,
"consequence": 0.2843,
"evidence_need": 0.6134,
"family": "feature_implementation",
"input_tokens": 1400,
"request_id": "synthetic-feature_implementation-008107",
"reversibility": 0.6815,
"risk": 0.5425,
"summary": "Design an API f... | [
{
"credits_per_call": 3.577,
"id": "worker_a",
"p95_latency_ms": 48682,
"pass_rate": 0.8344,
"provider_group": "provider_y",
"quality": 0.9,
"strengths": [
"coding",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 10.828,
"id": "worker_... |
{
"max_calls": 1,
"max_credits": 2.052,
"max_latency_ms": 31871,
"minimum_quality": 0.7687
} | data_analysis | synthetic-data_analysis-002670 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.199,
"estimated_latency_ms": 21061,
"estimated_pass_rate": 0.2799,
"estimated_quality": 0.6131,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.052,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.2799,
"quality": 0.6131,
"quality_target_met": false,
"utility": 30.850853
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":21061,"estimated_pass_rate":0.2799,"estimated_quality":0.6131,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.052,"max_latency_ms":31871,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.358,
"category": "analysis",
"complexity": 0.4916,
"consequence": 0.3236,
"evidence_need": 0.6017,
"family": "data_analysis",
"input_tokens": 3400,
"request_id": "synthetic-data_analysis-002670",
"reversibility": 0.7218,
"risk": 0.2763,
"summary": "Analyze a dataset about tenant-s... | [
{
"credits_per_call": 3.888,
"id": "worker_a",
"p95_latency_ms": 65692,
"pass_rate": 0.8573,
"provider_group": "provider_x",
"quality": 0.9229,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 13.328,
"id": "worker_b",
"p95_... |
{
"max_calls": 2,
"max_credits": 14.807,
"max_latency_ms": 201646,
"minimum_quality": 0.8764
} | debugging | synthetic-debugging-014428 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.142,
"estimated_latency_ms": 135329,
"estimated_pass_rate": 0.8678,
"estimated_quality": 0.9339,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8678,
"quality": 0.9339,
"quality_target_met": true,
"utility": 70.86048
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":14.142,"estimated_latency_ms":135329,"estimated_pass_rate":0.8678,"estimated_quality":0.9339,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":14.807,"max_latency_ms":201646,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.5942,
"category": "coding",
"complexity": 0.7375,
"consequence": 0.5749,
"evidence_need": 0.7488,
"family": "debugging",
"input_tokens": 1160,
"request_id": "synthetic-debugging-014428",
"reversibility": 0.5772,
"risk": 0.6872,
"summary": "Find the root cause of a concurrency-sens... | [
{
"credits_per_call": 9.929,
"id": "worker_a",
"p95_latency_ms": 53230,
"pass_rate": 0.9434,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 4.213,
"id": "worker_b",
... |
{
"max_calls": 1,
"max_credits": 2.6,
"max_latency_ms": 29207,
"minimum_quality": 0.5965
} | content_revision | synthetic-content_revision-001842 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.202,
"estimated_latency_ms": 22797,
"estimated_pass_rate": 0.3792,
"estimated_quality": 0.6972,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.6,
"max_latency_m... | {
"candidate_count": 1,
"pass_rate": 0.3792,
"quality": 0.6972,
"quality_target_met": true,
"utility": 45.199452
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.202,"estimated_latency_ms":22797,"estimated_pass_rate":0.3792,"estimated_quality":0.6972,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.6,"max_latency_ms":29207,"policy":"lean","reason_codes":["single_call_suffic... | {
"ambiguity": 0.168,
"category": "writing",
"complexity": 0.4187,
"consequence": 0.1818,
"evidence_need": 0.265,
"family": "content_revision",
"input_tokens": 6120,
"request_id": "synthetic-content_revision-001842",
"reversibility": 0.8863,
"risk": 0.1947,
"summary": "Rewrite a artifact storage a... | [
{
"credits_per_call": 12.962,
"id": "worker_a",
"p95_latency_ms": 66553,
"pass_rate": 0.8865,
"provider_group": "provider_z",
"quality": 0.9449,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.202,
"id": "worker_b",... |
{
"max_calls": 1,
"max_credits": 1.765,
"max_latency_ms": 53200,
"minimum_quality": 0.6571
} | research_synthesis | synthetic-research_synthesis-008069 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.131,
"estimated_latency_ms": 30332,
"estimated_pass_rate": 0.2788,
"estimated_quality": 0.5725,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.765,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.2788,
"quality": 0.5725,
"quality_target_met": false,
"utility": 31.302971
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.131,"estimated_latency_ms":30332,"estimated_pass_rate":0.2788,"estimated_quality":0.5725,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.765,"max_latency_ms":53200,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.5005,
"category": "research",
"complexity": 0.6241,
"consequence": 0.3439,
"evidence_need": 0.9278,
"family": "research_synthesis",
"input_tokens": 1720,
"request_id": "synthetic-research_synthesis-008069",
"reversibility": 0.9464,
"risk": 0.488,
"summary": "Compare evidence for d... | [
{
"credits_per_call": 3.909,
"id": "worker_a",
"p95_latency_ms": 58050,
"pass_rate": 0.8194,
"provider_group": "provider_z",
"quality": 0.8935,
"strengths": [
"reasoning",
"review",
"synthesis",
"writing"
]
},
{
"credits_per_call": 10.255,
"id": "w... |
{
"max_calls": 3,
"max_credits": 25.116,
"max_latency_ms": 228174,
"minimum_quality": 0.845
} | debugging | synthetic-debugging-018116 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.163,
"estimated_latency_ms": 192103,
"estimated_pass_rate": 0.7968,
"estimated_quality": 0.8786,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7968,
"quality": 0.8786,
"quality_target_met": true,
"utility": 75.056092
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.163,"estimated_latency_ms":192103,"estimated_pass_rate":0.7968,"estimated_quality":0.8786,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":25.116,"max_latency_ms":228174,"policy":"str... | {
"ambiguity": 0.6653,
"category": "coding",
"complexity": 0.8931,
"consequence": 0.3853,
"evidence_need": 0.6181,
"family": "debugging",
"input_tokens": 5560,
"request_id": "synthetic-debugging-018116",
"reversibility": 0.6104,
"risk": 0.6751,
"summary": "Find the root cause of a concurrency-sens... | [
{
"credits_per_call": 0.885,
"id": "worker_a",
"p95_latency_ms": 27700,
"pass_rate": 0.5955,
"provider_group": "provider_x",
"quality": 0.7078,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.436,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 3.892,
"max_latency_ms": 20430,
"minimum_quality": 0.4916
} | feature_implementation | synthetic-feature_implementation-003267 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.112,
"estimated_latency_ms": 19412,
"estimated_pass_rate": 0.3618,
"estimated_quality": 0.5861,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.892,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3618,
"quality": 0.5861,
"quality_target_met": true,
"utility": 38.383829
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.112,"estimated_latency_ms":19412,"estimated_pass_rate":0.3618,"estimated_quality":0.5861,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.892,"max_latency_ms":20430,"policy":"lean","reason_codes":["complex_task","l... | {
"ambiguity": 0.2075,
"category": "coding",
"complexity": 0.756,
"consequence": 0.3689,
"evidence_need": 0.6167,
"family": "feature_implementation",
"input_tokens": 6600,
"request_id": "synthetic-feature_implementation-003267",
"reversibility": 0.7284,
"risk": 0.4835,
"summary": "Implement data r... | [
{
"credits_per_call": 1.112,
"id": "worker_a",
"p95_latency_ms": 19412,
"pass_rate": 0.5024,
"provider_group": "provider_y",
"quality": 0.6915,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 12.28,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 2.678,
"max_latency_ms": 44355,
"minimum_quality": 0.7434
} | debugging | synthetic-debugging-008148 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.922,
"estimated_latency_ms": 22511,
"estimated_pass_rate": 0.4598,
"estimated_quality": 0.6364,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.678,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4598,
"quality": 0.6364,
"quality_target_met": false,
"utility": 40.844358
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.922,"estimated_latency_ms":22511,"estimated_pass_rate":0.4598,"estimated_quality":0.6364,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.678,"max_latency_ms":44355,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.3841,
"category": "coding",
"complexity": 0.7679,
"consequence": 0.6239,
"evidence_need": 0.4769,
"family": "debugging",
"input_tokens": 5160,
"request_id": "synthetic-debugging-008148",
"reversibility": 0.4582,
"risk": 0.3919,
"summary": "Explain why OAuth callbacks fails only un... | [
{
"credits_per_call": 11.483,
"id": "worker_a",
"p95_latency_ms": 53682,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.9647,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 4.162,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 10.892,
"max_latency_ms": 117856,
"minimum_quality": 0.6915
} | debugging | synthetic-debugging-009508 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.254,
"estimated_latency_ms": 64583,
"estimated_pass_rate": 0.58,
"estimated_quality": 0.7998,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 10.8... | {
"candidate_count": 4,
"pass_rate": 0.58,
"quality": 0.7998,
"quality_target_met": true,
"utility": 58.194914
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.254,"estimated_latency_ms":64583,"estimated_pass_rate":0.58,"estimated_quality":0.7998,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":10.892,"max_latency_ms":117856,"policy":"balanced","reason_codes":["indep... | {
"ambiguity": 0.5815,
"category": "coding",
"complexity": 0.5444,
"consequence": 0.3077,
"evidence_need": 0.5509,
"family": "debugging",
"input_tokens": 7400,
"request_id": "synthetic-debugging-009508",
"reversibility": 0.4295,
"risk": 0.6677,
"summary": "Explain why streaming inference fails onl... | [
{
"credits_per_call": 0.79,
"id": "worker_a",
"p95_latency_ms": 18989,
"pass_rate": 0.4707,
"provider_group": "provider_z",
"quality": 0.7538,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 15.119,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 2.684,
"max_latency_ms": 35087,
"minimum_quality": 0.6011
} | debugging | synthetic-debugging-005756 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.996,
"estimated_latency_ms": 20191,
"estimated_pass_rate": 0.3468,
"estimated_quality": 0.6679,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.684,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3468,
"quality": 0.6679,
"quality_target_met": true,
"utility": 44.199036
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.996,"estimated_latency_ms":20191,"estimated_pass_rate":0.3468,"estimated_quality":0.6679,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.684,"max_latency_ms":35087,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.3859,
"category": "coding",
"complexity": 0.6918,
"consequence": 0.3362,
"evidence_need": 0.4145,
"family": "debugging",
"input_tokens": 680,
"request_id": "synthetic-debugging-005756",
"reversibility": 0.7266,
"risk": 0.6741,
"summary": "Diagnose an intermittent failure in observ... | [
{
"credits_per_call": 0.996,
"id": "worker_a",
"p95_latency_ms": 20191,
"pass_rate": 0.509,
"provider_group": "provider_y",
"quality": 0.7874,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 11.194,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 17.75,
"max_latency_ms": 248283,
"minimum_quality": 0.8157
} | research_synthesis | synthetic-research_synthesis-015069 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.968,
"estimated_latency_ms": 173657,
"estimated_pass_rate": 0.7137,
"estimated_quality": 0.8975,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7137,
"quality": 0.8975,
"quality_target_met": true,
"utility": 71.842714
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":14.968,"estimated_latency_ms":173657,"estimated_pass_rate":0.7137,"estimated_quality":0.8975,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":17.75,"max_latency_ms":248283,"policy":"stri... | {
"ambiguity": 0.626,
"category": "research",
"complexity": 0.818,
"consequence": 0.2636,
"evidence_need": 0.9212,
"family": "research_synthesis",
"input_tokens": 1600,
"request_id": "synthetic-research_synthesis-015069",
"reversibility": 0.8159,
"risk": 0.4062,
"summary": "Review competing approa... | [
{
"credits_per_call": 1.173,
"id": "worker_a",
"p95_latency_ms": 23611,
"pass_rate": 0.5102,
"provider_group": "provider_z",
"quality": 0.6384,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 9.915,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 3.796,
"max_latency_ms": 35734,
"minimum_quality": 0.6387
} | direct_facts | synthetic-direct_facts-000225 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.164,
"estimated_latency_ms": 20579,
"estimated_pass_rate": 0.4731,
"estimated_quality": 0.8516,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.796,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4731,
"quality": 0.8516,
"quality_target_met": true,
"utility": 58.942507
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.164,"estimated_latency_ms":20579,"estimated_pass_rate":0.4731,"estimated_quality":0.8516,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.796,"max_latency_ms":35734,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.029,
"category": "general",
"complexity": 0.0585,
"consequence": 0.028,
"evidence_need": 0.2477,
"family": "direct_facts",
"input_tokens": 5520,
"request_id": "synthetic-direct_facts-000225",
"reversibility": 0.8431,
"risk": 0.1716,
"summary": "Return a concise explanation of data... | [
{
"credits_per_call": 13.053,
"id": "worker_a",
"p95_latency_ms": 80120,
"pass_rate": 0.995,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"drafting",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.164,
"... |
{
"max_calls": 2,
"max_credits": 10.282,
"max_latency_ms": 152251,
"minimum_quality": 0.7044
} | incident_response | synthetic-incident_response-008199 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.329,
"estimated_latency_ms": 73840,
"estimated_pass_rate": 0.5713,
"estimated_quality": 0.7495,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 10... | {
"candidate_count": 4,
"pass_rate": 0.5713,
"quality": 0.7495,
"quality_target_met": true,
"utility": 57.411844
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.329,"estimated_latency_ms":73840,"estimated_pass_rate":0.5713,"estimated_quality":0.7495,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":10.282,"max_latency_ms":152251,"policy":"balanced","reason_codes":["com... | {
"ambiguity": 0.7309,
"category": "operations",
"complexity": 0.8368,
"consequence": 0.658,
"evidence_need": 0.508,
"family": "incident_response",
"input_tokens": 7520,
"request_id": "synthetic-incident_response-008199",
"reversibility": 0.2067,
"risk": 0.721,
"summary": "Review an outage involvi... | [
{
"credits_per_call": 13.611,
"id": "worker_a",
"p95_latency_ms": 51774,
"pass_rate": 0.9498,
"provider_group": "provider_z",
"quality": 0.9662,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.929,
"id": "worker_b",... |
{
"max_calls": 1,
"max_credits": 3.764,
"max_latency_ms": 35023,
"minimum_quality": 0.6587
} | content_revision | synthetic-content_revision-007402 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.927,
"estimated_latency_ms": 18172,
"estimated_pass_rate": 0.4709,
"estimated_quality": 0.6558,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.764,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4709,
"quality": 0.6558,
"quality_target_met": false,
"utility": 47.30967
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.927,"estimated_latency_ms":18172,"estimated_pass_rate":0.4709,"estimated_quality":0.6558,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.764,"max_latency_ms":35023,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.3206,
"category": "writing",
"complexity": 0.3155,
"consequence": 0.1956,
"evidence_need": 0.0743,
"family": "content_revision",
"input_tokens": 4000,
"request_id": "synthetic-content_revision-007402",
"reversibility": 0.9265,
"risk": 0.2172,
"summary": "Rewrite a provider failove... | [
{
"credits_per_call": 10.97,
"id": "worker_a",
"p95_latency_ms": 85410,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.9896,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.927,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 2.267,
"max_latency_ms": 43724,
"minimum_quality": 0.6821
} | product_tradeoff | synthetic-product_tradeoff-002992 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.827,
"estimated_latency_ms": 29618,
"estimated_pass_rate": 0.3241,
"estimated_quality": 0.7177,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.267,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3241,
"quality": 0.7177,
"quality_target_met": true,
"utility": 46.349871
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.827,"estimated_latency_ms":29618,"estimated_pass_rate":0.3241,"estimated_quality":0.7177,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.267,"max_latency_ms":43724,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.6766,
"category": "decision",
"complexity": 0.4865,
"consequence": 0.2355,
"evidence_need": 0.4027,
"family": "product_tradeoff",
"input_tokens": 280,
"request_id": "synthetic-product_tradeoff-002992",
"reversibility": 0.8856,
"risk": 0.3643,
"summary": "Recommend whether to launc... | [
{
"credits_per_call": 3.066,
"id": "worker_a",
"p95_latency_ms": 45883,
"pass_rate": 0.8571,
"provider_group": "provider_x",
"quality": 0.8795,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.827,
"id": "worker_b",
"p95_l... |
{
"max_calls": 1,
"max_credits": 1.922,
"max_latency_ms": 40738,
"minimum_quality": 0.5257
} | research_synthesis | synthetic-research_synthesis-000717 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.076,
"estimated_latency_ms": 24808,
"estimated_pass_rate": 0.2429,
"estimated_quality": 0.4994,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.922,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.2429,
"quality": 0.4994,
"quality_target_met": false,
"utility": 28.785725
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.076,"estimated_latency_ms":24808,"estimated_pass_rate":0.2429,"estimated_quality":0.4994,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.922,"max_latency_ms":40738,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.8998,
"category": "research",
"complexity": 0.7861,
"consequence": 0.4686,
"evidence_need": 0.8316,
"family": "research_synthesis",
"input_tokens": 6200,
"request_id": "synthetic-research_synthesis-000717",
"reversibility": 0.7123,
"risk": 0.2786,
"summary": "Produce a decision me... | [
{
"credits_per_call": 3.286,
"id": "worker_a",
"p95_latency_ms": 57802,
"pass_rate": 0.8347,
"provider_group": "provider_y",
"quality": 0.8293,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 14.529,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 6.93,
"max_latency_ms": 241596,
"minimum_quality": 0.7854
} | feature_implementation | synthetic-feature_implementation-005371 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.165,
"estimated_latency_ms": 98490,
"estimated_pass_rate": 0.5793,
"estimated_quality": 0.8252,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 6.... | {
"candidate_count": 4,
"pass_rate": 0.5793,
"quality": 0.8252,
"quality_target_met": true,
"utility": 58.996443
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.165,"estimated_latency_ms":98490,"estimated_pass_rate":0.5793,"estimated_quality":0.8252,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":6.93,"max_latency_ms":241596,"policy":"balanced","reason_codes":["indep... | {
"ambiguity": 0.3594,
"category": "coding",
"complexity": 0.4654,
"consequence": 0.4199,
"evidence_need": 0.4767,
"family": "feature_implementation",
"input_tokens": 7280,
"request_id": "synthetic-feature_implementation-005371",
"reversibility": 0.5379,
"risk": 0.5326,
"summary": "Implement datab... | [
{
"credits_per_call": 0.919,
"id": "worker_a",
"p95_latency_ms": 29546,
"pass_rate": 0.4931,
"provider_group": "provider_z",
"quality": 0.7938,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.246,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 3.175,
"max_latency_ms": 32547,
"minimum_quality": 0.6327
} | incident_response | synthetic-incident_response-000351 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.809,
"estimated_latency_ms": 23077,
"estimated_pass_rate": 0.2583,
"estimated_quality": 0.5563,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.175,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.2583,
"quality": 0.5563,
"quality_target_met": false,
"utility": 9.575726
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.809,"estimated_latency_ms":23077,"estimated_pass_rate":0.2583,"estimated_quality":0.5563,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.175,"max_latency_ms":32547,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.5265,
"category": "operations",
"complexity": 0.7364,
"consequence": 0.9579,
"evidence_need": 0.9452,
"family": "incident_response",
"input_tokens": 4280,
"request_id": "synthetic-incident_response-000351",
"reversibility": 0.4616,
"risk": 0.8667,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 0.809,
"id": "worker_a",
"p95_latency_ms": 23077,
"pass_rate": 0.4518,
"provider_group": "provider_z",
"quality": 0.7072,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 11.565,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 2,
"max_credits": 9.636,
"max_latency_ms": 149382,
"minimum_quality": 0.7827
} | research_synthesis | synthetic-research_synthesis-003413 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.967,
"estimated_latency_ms": 102374,
"estimated_pass_rate": 0.6315,
"estimated_quality": 0.789,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 9.... | {
"candidate_count": 4,
"pass_rate": 0.6315,
"quality": 0.789,
"quality_target_met": true,
"utility": 50.038149
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.967,"estimated_latency_ms":102374,"estimated_pass_rate":0.6315,"estimated_quality":0.789,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":9.636,"max_latency_ms":149382,"policy":"balanced","reason_codes":["comp... | {
"ambiguity": 0.5166,
"category": "research",
"complexity": 0.8082,
"consequence": 0.3132,
"evidence_need": 0.8021,
"family": "research_synthesis",
"input_tokens": 5360,
"request_id": "synthetic-research_synthesis-003413",
"reversibility": 0.8933,
"risk": 0.372,
"summary": "Produce a decision mem... | [
{
"credits_per_call": 0.927,
"id": "worker_a",
"p95_latency_ms": 27261,
"pass_rate": 0.4397,
"provider_group": "provider_x",
"quality": 0.617,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 4.04,
"id": "worker_b",
"p95_latenc... |
{
"max_calls": 2,
"max_credits": 3.275,
"max_latency_ms": 33245,
"minimum_quality": 0.6716
} | content_revision | synthetic-content_revision-001378 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.142,
"estimated_latency_ms": 19207,
"estimated_pass_rate": 0.3013,
"estimated_quality": 0.6249,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.275,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3013,
"quality": 0.6249,
"quality_target_met": false,
"utility": 38.671549
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.142,"estimated_latency_ms":19207,"estimated_pass_rate":0.3013,"estimated_quality":0.6249,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.275,"max_latency_ms":33245,"policy":"lean","reason_codes":["best_feasible_be... | {
"ambiguity": 0.3369,
"category": "writing",
"complexity": 0.399,
"consequence": 0.2188,
"evidence_need": 0.0927,
"family": "content_revision",
"input_tokens": 2800,
"request_id": "synthetic-content_revision-001378",
"reversibility": 0.8419,
"risk": 0.2016,
"summary": "Tighten a product explanati... | [
{
"credits_per_call": 3.822,
"id": "worker_a",
"p95_latency_ms": 46042,
"pass_rate": 0.9264,
"provider_group": "provider_z",
"quality": 0.8601,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 12.293,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 16.296,
"max_latency_ms": 194595,
"minimum_quality": 0.8568
} | incident_response | synthetic-incident_response-014783 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.165,
"estimated_latency_ms": 159481,
"estimated_pass_rate": 0.7626,
"estimated_quality": 0.9142,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7626,
"quality": 0.9142,
"quality_target_met": true,
"utility": 79.02704
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.165,"estimated_latency_ms":159481,"estimated_pass_rate":0.7626,"estimated_quality":0.9142,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":16.296,"max_latency_ms":194595,"policy":"str... | {
"ambiguity": 0.6227,
"category": "operations",
"complexity": 0.6285,
"consequence": 0.9329,
"evidence_need": 0.8728,
"family": "incident_response",
"input_tokens": 3720,
"request_id": "synthetic-incident_response-014783",
"reversibility": 0.4629,
"risk": 0.7472,
"summary": "Review an outage invo... | [
{
"credits_per_call": 11.414,
"id": "worker_a",
"p95_latency_ms": 74169,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"drafting",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 2.935,
"... |
{
"max_calls": 2,
"max_credits": 4.673,
"max_latency_ms": 212876,
"minimum_quality": 0.6819
} | feature_implementation | synthetic-feature_implementation-001427 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 3.588,
"estimated_latency_ms": 95321,
"estimated_pass_rate": 0.6959,
"estimated_quality": 0.7612,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 4.... | {
"candidate_count": 4,
"pass_rate": 0.6959,
"quality": 0.7612,
"quality_target_met": true,
"utility": 53.270625
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":3.588,"estimated_latency_ms":95321,"estimated_pass_rate":0.6959,"estimated_quality":0.7612,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":4.673,"max_latency_ms":212876,"policy":"balanced","reason_codes":["inde... | {
"ambiguity": 0.3463,
"category": "coding",
"complexity": 0.7199,
"consequence": 0.5489,
"evidence_need": 0.272,
"family": "feature_implementation",
"input_tokens": 3920,
"request_id": "synthetic-feature_implementation-001427",
"reversibility": 0.5445,
"risk": 0.4332,
"summary": "Patch a producti... | [
{
"credits_per_call": 13.135,
"id": "worker_a",
"p95_latency_ms": 59055,
"pass_rate": 0.9758,
"provider_group": "provider_x",
"quality": 0.9692,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.824,
"id": "worker_b",... |
{
"max_calls": 3,
"max_credits": 21.947,
"max_latency_ms": 173944,
"minimum_quality": 0.7852
} | incident_response | synthetic-incident_response-015447 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.059,
"estimated_latency_ms": 143461,
"estimated_pass_rate": 0.725,
"estimated_quality": 0.9179,
"finalizer": "worker_c",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.725,
"quality": 0.9179,
"quality_target_met": true,
"utility": 76.898077
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.059,"estimated_latency_ms":143461,"estimated_pass_rate":0.725,"estimated_quality":0.9179,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":21.947,"max_latency_ms":173944,"policy":"stri... | {
"ambiguity": 0.3813,
"category": "operations",
"complexity": 0.8056,
"consequence": 0.7627,
"evidence_need": 0.5275,
"family": "incident_response",
"input_tokens": 1960,
"request_id": "synthetic-incident_response-015447",
"reversibility": 0.2991,
"risk": 0.862,
"summary": "Review an outage invol... | [
{
"credits_per_call": 1.204,
"id": "worker_a",
"p95_latency_ms": 19528,
"pass_rate": 0.4654,
"provider_group": "provider_y",
"quality": 0.8011,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 2.736,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 3.994,
"max_latency_ms": 62241,
"minimum_quality": 0.619
} | research_synthesis | synthetic-research_synthesis-003509 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 3.764,
"estimated_latency_ms": 53940,
"estimated_pass_rate": 0.6478,
"estimated_quality": 0.7162,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.994,
"max_latency... | {
"candidate_count": 2,
"pass_rate": 0.6478,
"quality": 0.7162,
"quality_target_met": true,
"utility": 48.807064
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":3.764,"estimated_latency_ms":53940,"estimated_pass_rate":0.6478,"estimated_quality":0.7162,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.994,"max_latency_ms":62241,"policy":"lean","reason_codes":["complex_task","c... | {
"ambiguity": 0.6562,
"category": "research",
"complexity": 0.8861,
"consequence": 0.2537,
"evidence_need": 0.6255,
"family": "research_synthesis",
"input_tokens": 3400,
"request_id": "synthetic-research_synthesis-003509",
"reversibility": 0.8399,
"risk": 0.4812,
"summary": "Compare evidence for ... | [
{
"credits_per_call": 14.978,
"id": "worker_a",
"p95_latency_ms": 89884,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.764,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 20.796,
"max_latency_ms": 258833,
"minimum_quality": 0.8257
} | research_synthesis | synthetic-research_synthesis-008949 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.266,
"estimated_latency_ms": 182665,
"estimated_pass_rate": 0.7263,
"estimated_quality": 0.9156,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7263,
"quality": 0.9156,
"quality_target_met": true,
"utility": 73.284223
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.266,"estimated_latency_ms":182665,"estimated_pass_rate":0.7263,"estimated_quality":0.9156,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":20.796,"max_latency_ms":258833,"policy":"str... | {
"ambiguity": 0.4534,
"category": "research",
"complexity": 0.8939,
"consequence": 0.5043,
"evidence_need": 0.9993,
"family": "research_synthesis",
"input_tokens": 6040,
"request_id": "synthetic-research_synthesis-008949",
"reversibility": 0.9366,
"risk": 0.3609,
"summary": "Review competing appr... | [
{
"credits_per_call": 15.087,
"id": "worker_a",
"p95_latency_ms": 86567,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.9948,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.904,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 17.809,
"max_latency_ms": 214536,
"minimum_quality": 0.8813
} | debugging | synthetic-debugging-003628 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.379,
"estimated_latency_ms": 137629,
"estimated_pass_rate": 0.8893,
"estimated_quality": 0.9011,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8893,
"quality": 0.9011,
"quality_target_met": true,
"utility": 66.524265
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":17.379,"estimated_latency_ms":137629,"estimated_pass_rate":0.8893,"estimated_quality":0.9011,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":17.809,"max_latency_ms":214536,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.4392,
"category": "coding",
"complexity": 0.8058,
"consequence": 0.3306,
"evidence_need": 0.5348,
"family": "debugging",
"input_tokens": 880,
"request_id": "synthetic-debugging-003628",
"reversibility": 0.7114,
"risk": 0.4527,
"summary": "Diagnose an intermittent failure in databa... | [
{
"credits_per_call": 3.985,
"id": "worker_a",
"p95_latency_ms": 73543,
"pass_rate": 0.841,
"provider_group": "provider_z",
"quality": 0.7946,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 13.394,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 25.237,
"max_latency_ms": 212007,
"minimum_quality": 0.815
} | debugging | synthetic-debugging-013868 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.459,
"estimated_latency_ms": 162078,
"estimated_pass_rate": 0.7261,
"estimated_quality": 0.8975,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7261,
"quality": 0.8975,
"quality_target_met": true,
"utility": 70.015797
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.459,"estimated_latency_ms":162078,"estimated_pass_rate":0.7261,"estimated_quality":0.8975,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":25.237,"max_latency_ms":212007,"policy":"str... | {
"ambiguity": 0.4218,
"category": "coding",
"complexity": 0.6357,
"consequence": 0.5507,
"evidence_need": 0.5066,
"family": "debugging",
"input_tokens": 5680,
"request_id": "synthetic-debugging-013868",
"reversibility": 0.6171,
"risk": 0.6226,
"summary": "Explain why private credentials fails onl... | [
{
"credits_per_call": 14.858,
"id": "worker_a",
"p95_latency_ms": 84044,
"pass_rate": 0.9217,
"provider_group": "provider_y",
"quality": 0.9726,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.122,
"id": "worker_b",... |
{
"max_calls": 3,
"max_credits": 18.498,
"max_latency_ms": 207249,
"minimum_quality": 0.8838
} | incident_response | synthetic-incident_response-011527 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.48,
"estimated_latency_ms": 145378,
"estimated_pass_rate": 0.7081,
"estimated_quality": 0.8719,
"finalizer": "worker_a",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7081,
"quality": 0.8719,
"quality_target_met": false,
"utility": 72.640123
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.48,"estimated_latency_ms":145378,"estimated_pass_rate":0.7081,"estimated_quality":0.8719,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":18.498,"max_latency_ms":207249,"policy":"stri... | {
"ambiguity": 0.5786,
"category": "operations",
"complexity": 0.8991,
"consequence": 0.6704,
"evidence_need": 0.7786,
"family": "incident_response",
"input_tokens": 5240,
"request_id": "synthetic-incident_response-011527",
"reversibility": 0.3768,
"risk": 0.5614,
"summary": "Review an outage invo... | [
{
"credits_per_call": 12.878,
"id": "worker_a",
"p95_latency_ms": 53416,
"pass_rate": 0.9474,
"provider_group": "provider_y",
"quality": 0.9201,
"strengths": [
"drafting",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.927,
... |
{
"max_calls": 3,
"max_credits": 19.86,
"max_latency_ms": 169289,
"minimum_quality": 0.9466
} | incident_response | synthetic-incident_response-003119 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.444,
"estimated_latency_ms": 143575,
"estimated_pass_rate": 0.7215,
"estimated_quality": 0.918,
"finalizer": "worker_b",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7215,
"quality": 0.918,
"quality_target_met": false,
"utility": 74.319272
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.444,"estimated_latency_ms":143575,"estimated_pass_rate":0.7215,"estimated_quality":0.918,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":19.86,"max_latency_ms":169289,"policy":"stric... | {
"ambiguity": 0.3841,
"category": "operations",
"complexity": 0.7868,
"consequence": 0.8455,
"evidence_need": 0.8361,
"family": "incident_response",
"input_tokens": 7720,
"request_id": "synthetic-incident_response-003119",
"reversibility": 0.1813,
"risk": 0.6437,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 2.902,
"id": "worker_a",
"p95_latency_ms": 55545,
"pass_rate": 0.8306,
"provider_group": "provider_z",
"quality": 0.7963,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 13.379,
"id": "worker_b",
"p95_... |
{
"max_calls": 2,
"max_credits": 10.297,
"max_latency_ms": 135717,
"minimum_quality": 0.7341
} | debugging | synthetic-debugging-009732 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 3.867,
"estimated_latency_ms": 108250,
"estimated_pass_rate": 0.6011,
"estimated_quality": 0.8356,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 1... | {
"candidate_count": 4,
"pass_rate": 0.6011,
"quality": 0.8356,
"quality_target_met": true,
"utility": 61.220629
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":3.867,"estimated_latency_ms":108250,"estimated_pass_rate":0.6011,"estimated_quality":0.8356,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":10.297,"max_latency_ms":135717,"policy":"balanced","reason_codes":["in... | {
"ambiguity": 0.6494,
"category": "coding",
"complexity": 0.4686,
"consequence": 0.5809,
"evidence_need": 0.6858,
"family": "debugging",
"input_tokens": 560,
"request_id": "synthetic-debugging-009732",
"reversibility": 0.527,
"risk": 0.5524,
"summary": "Explain why deployment rollback fails only ... | [
{
"credits_per_call": 0.987,
"id": "worker_a",
"p95_latency_ms": 29133,
"pass_rate": 0.5182,
"provider_group": "provider_z",
"quality": 0.7895,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 10.696,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 1,
"max_credits": 1.496,
"max_latency_ms": 19346,
"minimum_quality": 0.5969
} | incident_response | synthetic-incident_response-004527 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.067,
"estimated_latency_ms": 18079,
"estimated_pass_rate": 0.3445,
"estimated_quality": 0.6935,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 1.496,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3445,
"quality": 0.6935,
"quality_target_met": true,
"utility": 41.722565
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.067,"estimated_latency_ms":18079,"estimated_pass_rate":0.3445,"estimated_quality":0.6935,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.496,"max_latency_ms":19346,"policy":"lean","reason_codes":["latency_constrai... | {
"ambiguity": 0.6717,
"category": "operations",
"complexity": 0.5235,
"consequence": 0.7728,
"evidence_need": 0.5333,
"family": "incident_response",
"input_tokens": 6240,
"request_id": "synthetic-incident_response-004527",
"reversibility": 0.5072,
"risk": 0.6017,
"summary": "Review an outage invo... | [
{
"credits_per_call": 13.813,
"id": "worker_a",
"p95_latency_ms": 55117,
"pass_rate": 0.9225,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.053,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 14.143,
"max_latency_ms": 122825,
"minimum_quality": 0.7808
} | incident_response | synthetic-incident_response-008519 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 11.047,
"estimated_latency_ms": 90364,
"estimated_pass_rate": 0.6968,
"estimated_quality": 0.8771,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 1... | {
"candidate_count": 7,
"pass_rate": 0.6968,
"quality": 0.8771,
"quality_target_met": true,
"utility": 67.208164
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":11.047,"estimated_latency_ms":90364,"estimated_pass_rate":0.6968,"estimated_quality":0.8771,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":14.143,"max_latency_ms":122825,"policy":"balanced","reason_codes":["co... | {
"ambiguity": 0.4014,
"category": "operations",
"complexity": 0.7913,
"consequence": 0.9104,
"evidence_need": 0.8523,
"family": "incident_response",
"input_tokens": 2280,
"request_id": "synthetic-incident_response-008519",
"reversibility": 0.3471,
"risk": 0.6942,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 0.958,
"id": "worker_a",
"p95_latency_ms": 26575,
"pass_rate": 0.5256,
"provider_group": "provider_z",
"quality": 0.7344,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.074,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 17.89,
"max_latency_ms": 242030,
"minimum_quality": 0.8259
} | feature_implementation | synthetic-feature_implementation-002219 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.539,
"estimated_latency_ms": 179145,
"estimated_pass_rate": 0.7449,
"estimated_quality": 0.8975,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7449,
"quality": 0.8975,
"quality_target_met": true,
"utility": 69.696712
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":14.539,"estimated_latency_ms":179145,"estimated_pass_rate":0.7449,"estimated_quality":0.8975,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":17.89,"max_latency_ms":242030,"policy":"stri... | {
"ambiguity": 0.4202,
"category": "coding",
"complexity": 0.8022,
"consequence": 0.4175,
"evidence_need": 0.2638,
"family": "feature_implementation",
"input_tokens": 1000,
"request_id": "synthetic-feature_implementation-002219",
"reversibility": 0.5814,
"risk": 0.5854,
"summary": "Patch a product... | [
{
"credits_per_call": 3.132,
"id": "worker_a",
"p95_latency_ms": 71221,
"pass_rate": 0.8235,
"provider_group": "provider_x",
"quality": 0.8849,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 10.456,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 25.191,
"max_latency_ms": 150226,
"minimum_quality": 0.8118
} | debugging | synthetic-debugging-004068 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 20.497,
"estimated_latency_ms": 140025,
"estimated_pass_rate": 0.7101,
"estimated_quality": 0.8716,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7101,
"quality": 0.8716,
"quality_target_met": true,
"utility": 68.604615
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":20.497,"estimated_latency_ms":140025,"estimated_pass_rate":0.7101,"estimated_quality":0.8716,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":25.191,"max_latency_ms":150226,"policy":"str... | {
"ambiguity": 0.6962,
"category": "coding",
"complexity": 0.8415,
"consequence": 0.3523,
"evidence_need": 0.3848,
"family": "debugging",
"input_tokens": 3720,
"request_id": "synthetic-debugging-004068",
"reversibility": 0.6384,
"risk": 0.5048,
"summary": "Find the root cause of a concurrency-sens... | [
{
"credits_per_call": 15.354,
"id": "worker_a",
"p95_latency_ms": 52843,
"pass_rate": 0.9584,
"provider_group": "provider_z",
"quality": 0.942,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.883,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 21.763,
"max_latency_ms": 167887,
"minimum_quality": 0.8598
} | data_analysis | synthetic-data_analysis-018182 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.019,
"estimated_latency_ms": 127164,
"estimated_pass_rate": 0.9142,
"estimated_quality": 0.9517,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 15,
"pass_rate": 0.9142,
"quality": 0.9517,
"quality_target_met": true,
"utility": 70.115986
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":18.019,"estimated_latency_ms":127164,"estimated_pass_rate":0.9142,"estimated_quality":0.9517,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":21.763,"max_latency_ms":167887,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.494,
"category": "analysis",
"complexity": 0.6837,
"consequence": 0.2871,
"evidence_need": 0.6132,
"family": "data_analysis",
"input_tokens": 7840,
"request_id": "synthetic-data_analysis-018182",
"reversibility": 0.8625,
"risk": 0.277,
"summary": "Analyze a dataset about rate limi... | [
{
"credits_per_call": 4.116,
"id": "worker_a",
"p95_latency_ms": 63181,
"pass_rate": 0.9241,
"provider_group": "provider_z",
"quality": 0.9495,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 13.903,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 22.111,
"max_latency_ms": 167934,
"minimum_quality": 0.8704
} | incident_response | synthetic-incident_response-018295 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.89,
"estimated_latency_ms": 128505,
"estimated_pass_rate": 0.7375,
"estimated_quality": 0.9117,
"finalizer": "worker_a",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7375,
"quality": 0.9117,
"quality_target_met": true,
"utility": 80.908611
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.89,"estimated_latency_ms":128505,"estimated_pass_rate":0.7375,"estimated_quality":0.9117,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":22.111,"max_latency_ms":167934,"policy":"stri... | {
"ambiguity": 0.4312,
"category": "operations",
"complexity": 0.8392,
"consequence": 0.8571,
"evidence_need": 0.9441,
"family": "incident_response",
"input_tokens": 4960,
"request_id": "synthetic-incident_response-018295",
"reversibility": 0.496,
"risk": 0.7784,
"summary": "Prioritize actions dur... | [
{
"credits_per_call": 12.764,
"id": "worker_a",
"p95_latency_ms": 53162,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.9708,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 4.021,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 20.633,
"max_latency_ms": 259123,
"minimum_quality": 0.7629
} | research_synthesis | synthetic-research_synthesis-004389 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.094,
"estimated_latency_ms": 149319,
"estimated_pass_rate": 0.9106,
"estimated_quality": 0.9592,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 15,
"pass_rate": 0.9106,
"quality": 0.9592,
"quality_target_met": true,
"utility": 71.972649
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":17.094,"estimated_latency_ms":149319,"estimated_pass_rate":0.9106,"estimated_quality":0.9592,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":20.633,"max_latency_ms":259123,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.6244,
"category": "research",
"complexity": 0.4669,
"consequence": 0.235,
"evidence_need": 0.9006,
"family": "research_synthesis",
"input_tokens": 2280,
"request_id": "synthetic-research_synthesis-004389",
"reversibility": 0.896,
"risk": 0.5386,
"summary": "Review competing approa... | [
{
"credits_per_call": 4.266,
"id": "worker_a",
"p95_latency_ms": 72840,
"pass_rate": 0.8543,
"provider_group": "provider_x",
"quality": 0.8745,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.839,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 26.722,
"max_latency_ms": 207370,
"minimum_quality": 0.8944
} | research_synthesis | synthetic-research_synthesis-013821 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 19.361,
"estimated_latency_ms": 150637,
"estimated_pass_rate": 0.6948,
"estimated_quality": 0.901,
"finalizer": "worker_a",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.6948,
"quality": 0.901,
"quality_target_met": true,
"utility": 69.838278
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.361,"estimated_latency_ms":150637,"estimated_pass_rate":0.6948,"estimated_quality":0.901,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":26.722,"max_latency_ms":207370,"policy":"stri... | {
"ambiguity": 0.8845,
"category": "research",
"complexity": 0.6124,
"consequence": 0.3833,
"evidence_need": 0.7033,
"family": "research_synthesis",
"input_tokens": 2840,
"request_id": "synthetic-research_synthesis-013821",
"reversibility": 0.9866,
"risk": 0.2693,
"summary": "Compare evidence for ... | [
{
"credits_per_call": 14.352,
"id": "worker_a",
"p95_latency_ms": 81242,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.865,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 18.13,
"max_latency_ms": 221693,
"minimum_quality": 0.8415
} | incident_response | synthetic-incident_response-014727 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.61,
"estimated_latency_ms": 178589,
"estimated_pass_rate": 0.7791,
"estimated_quality": 0.9105,
"finalizer": "worker_b",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7791,
"quality": 0.9105,
"quality_target_met": true,
"utility": 81.86842
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.61,"estimated_latency_ms":178589,"estimated_pass_rate":0.7791,"estimated_quality":0.9105,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":18.13,"max_latency_ms":221693,"policy":"stric... | {
"ambiguity": 0.6751,
"category": "operations",
"complexity": 0.9178,
"consequence": 0.9178,
"evidence_need": 0.8362,
"family": "incident_response",
"input_tokens": 1840,
"request_id": "synthetic-incident_response-014727",
"reversibility": 0.3369,
"risk": 0.7149,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 2.963,
"id": "worker_a",
"p95_latency_ms": 66694,
"pass_rate": 0.8119,
"provider_group": "provider_z",
"quality": 0.8699,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 13.632,
"id": "worker_b",
"p95_... |
{
"max_calls": 2,
"max_credits": 16.246,
"max_latency_ms": 209906,
"minimum_quality": 0.8373
} | debugging | synthetic-debugging-006364 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.618,
"estimated_latency_ms": 113071,
"estimated_pass_rate": 0.8713,
"estimated_quality": 0.8882,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8713,
"quality": 0.8882,
"quality_target_met": true,
"utility": 67.129025
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":15.618,"estimated_latency_ms":113071,"estimated_pass_rate":0.8713,"estimated_quality":0.8882,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":16.246,"max_latency_ms":209906,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.6574,
"category": "coding",
"complexity": 0.82,
"consequence": 0.4539,
"evidence_need": 0.5279,
"family": "debugging",
"input_tokens": 2240,
"request_id": "synthetic-debugging-006364",
"reversibility": 0.656,
"risk": 0.6234,
"summary": "Explain why access control fails only under ... | [
{
"credits_per_call": 0.837,
"id": "worker_a",
"p95_latency_ms": 24089,
"pass_rate": 0.4602,
"provider_group": "provider_x",
"quality": 0.78,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 12.171,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 2,
"max_credits": 11.558,
"max_latency_ms": 156996,
"minimum_quality": 0.7937
} | incident_response | synthetic-incident_response-004743 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.567,
"estimated_latency_ms": 106919,
"estimated_pass_rate": 0.6996,
"estimated_quality": 0.835,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 11... | {
"candidate_count": 4,
"pass_rate": 0.6996,
"quality": 0.835,
"quality_target_met": true,
"utility": 68.305805
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.567,"estimated_latency_ms":106919,"estimated_pass_rate":0.6996,"estimated_quality":0.835,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":11.558,"max_latency_ms":156996,"policy":"balanced","reason_codes":["com... | {
"ambiguity": 0.3558,
"category": "operations",
"complexity": 0.8057,
"consequence": 0.8276,
"evidence_need": 0.8288,
"family": "incident_response",
"input_tokens": 6280,
"request_id": "synthetic-incident_response-004743",
"reversibility": 0.439,
"risk": 0.8483,
"summary": "Prioritize actions dur... | [
{
"credits_per_call": 15.18,
"id": "worker_a",
"p95_latency_ms": 64810,
"pass_rate": 0.995,
"provider_group": "provider_z",
"quality": 0.9686,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 3.531,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 20.265,
"max_latency_ms": 166420,
"minimum_quality": 0.803
} | incident_response | synthetic-incident_response-006671 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.424,
"estimated_latency_ms": 156654,
"estimated_pass_rate": 0.7462,
"estimated_quality": 0.8895,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7462,
"quality": 0.8895,
"quality_target_met": true,
"utility": 74.596725
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.424,"estimated_latency_ms":156654,"estimated_pass_rate":0.7462,"estimated_quality":0.8895,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":20.265,"max_latency_ms":166420,"policy":"str... | {
"ambiguity": 0.5905,
"category": "operations",
"complexity": 0.6851,
"consequence": 0.6071,
"evidence_need": 0.5961,
"family": "incident_response",
"input_tokens": 5360,
"request_id": "synthetic-incident_response-006671",
"reversibility": 0.2903,
"risk": 0.8663,
"summary": "Review an outage invo... | [
{
"credits_per_call": 1.155,
"id": "worker_a",
"p95_latency_ms": 18914,
"pass_rate": 0.5041,
"provider_group": "provider_x",
"quality": 0.7364,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 12.453,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 2,
"max_credits": 16.724,
"max_latency_ms": 209772,
"minimum_quality": 0.8347
} | incident_response | synthetic-incident_response-004415 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.437,
"estimated_latency_ms": 168431,
"estimated_pass_rate": 0.8278,
"estimated_quality": 0.8845,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8278,
"quality": 0.8845,
"quality_target_met": true,
"utility": 67.929451
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":16.437,"estimated_latency_ms":168431,"estimated_pass_rate":0.8278,"estimated_quality":0.8845,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":16.724,"max_latency_ms":209772,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.4857,
"category": "operations",
"complexity": 0.767,
"consequence": 0.7215,
"evidence_need": 0.8612,
"family": "incident_response",
"input_tokens": 1120,
"request_id": "synthetic-incident_response-004415",
"reversibility": 0.363,
"risk": 0.7446,
"summary": "Plan immediate containm... | [
{
"credits_per_call": 3.872,
"id": "worker_a",
"p95_latency_ms": 79708,
"pass_rate": 0.786,
"provider_group": "provider_y",
"quality": 0.8142,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 12.565,
"id": "worker_b",
"p95_l... |
{
"max_calls": 2,
"max_credits": 16.925,
"max_latency_ms": 240474,
"minimum_quality": 0.7834
} | feature_implementation | synthetic-feature_implementation-000291 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 13.731,
"estimated_latency_ms": 165858,
"estimated_pass_rate": 0.895,
"estimated_quality": 0.9065,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 1... | {
"candidate_count": 9,
"pass_rate": 0.895,
"quality": 0.9065,
"quality_target_met": true,
"utility": 68.111069
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":13.731,"estimated_latency_ms":165858,"estimated_pass_rate":0.895,"estimated_quality":0.9065,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":16.925,"max_latency_ms":240474,"policy":"balanced","reason_codes":["co... | {
"ambiguity": 0.2871,
"category": "coding",
"complexity": 0.7484,
"consequence": 0.3903,
"evidence_need": 0.463,
"family": "feature_implementation",
"input_tokens": 7640,
"request_id": "synthetic-feature_implementation-000291",
"reversibility": 0.6619,
"risk": 0.4521,
"summary": "Implement usage ... | [
{
"credits_per_call": 2.913,
"id": "worker_a",
"p95_latency_ms": 73605,
"pass_rate": 0.7239,
"provider_group": "provider_z",
"quality": 0.822,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.84,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 2,
"max_credits": 2.813,
"max_latency_ms": 32233,
"minimum_quality": 0.554
} | feature_implementation | synthetic-feature_implementation-000283 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.918,
"estimated_latency_ms": 18162,
"estimated_pass_rate": 0.4828,
"estimated_quality": 0.6491,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.813,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4828,
"quality": 0.6491,
"quality_target_met": true,
"utility": 46.528637
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.918,"estimated_latency_ms":18162,"estimated_pass_rate":0.4828,"estimated_quality":0.6491,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.813,"max_latency_ms":32233,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.5484,
"category": "coding",
"complexity": 0.5698,
"consequence": 0.6232,
"evidence_need": 0.4874,
"family": "feature_implementation",
"input_tokens": 7760,
"request_id": "synthetic-feature_implementation-000283",
"reversibility": 0.565,
"risk": 0.3139,
"summary": "Patch a producti... | [
{
"credits_per_call": 3.042,
"id": "worker_a",
"p95_latency_ms": 44199,
"pass_rate": 0.7268,
"provider_group": "provider_z",
"quality": 0.9052,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.918,
"id": "worker_b",
"p95_l... |
{
"max_calls": 3,
"max_credits": 21.94,
"max_latency_ms": 175883,
"minimum_quality": 0.8428
} | incident_response | synthetic-incident_response-016071 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.275,
"estimated_latency_ms": 156195,
"estimated_pass_rate": 0.7865,
"estimated_quality": 0.9151,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7865,
"quality": 0.9151,
"quality_target_met": true,
"utility": 77.529633
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.275,"estimated_latency_ms":156195,"estimated_pass_rate":0.7865,"estimated_quality":0.9151,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":21.94,"max_latency_ms":175883,"policy":"stri... | {
"ambiguity": 0.6024,
"category": "operations",
"complexity": 0.5217,
"consequence": 0.9352,
"evidence_need": 0.6194,
"family": "incident_response",
"input_tokens": 2800,
"request_id": "synthetic-incident_response-016071",
"reversibility": 0.2672,
"risk": 0.8147,
"summary": "Review an outage invo... | [
{
"credits_per_call": 4.094,
"id": "worker_a",
"p95_latency_ms": 65023,
"pass_rate": 0.7225,
"provider_group": "provider_x",
"quality": 0.869,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.175,
"id": "worker_b",
"p95_la... |
{
"max_calls": 3,
"max_credits": 21.943,
"max_latency_ms": 159318,
"minimum_quality": 0.9241
} | debugging | synthetic-debugging-000876 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 20.099,
"estimated_latency_ms": 148525,
"estimated_pass_rate": 0.7356,
"estimated_quality": 0.91,
"finalizer": "worker_a",
"independent_verification":... | {
"candidate_count": 15,
"pass_rate": 0.7356,
"quality": 0.91,
"quality_target_met": false,
"utility": 72.489141
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":20.099,"estimated_latency_ms":148525,"estimated_pass_rate":0.7356,"estimated_quality":0.91,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":21.943,"max_latency_ms":159318,"policy":"stric... | {
"ambiguity": 0.7588,
"category": "coding",
"complexity": 0.823,
"consequence": 0.4951,
"evidence_need": 0.712,
"family": "debugging",
"input_tokens": 1360,
"request_id": "synthetic-debugging-000876",
"reversibility": 0.6721,
"risk": 0.4546,
"summary": "Find the root cause of a concurrency-sensit... | [
{
"credits_per_call": 15.355,
"id": "worker_a",
"p95_latency_ms": 67315,
"pass_rate": 0.9453,
"provider_group": "provider_z",
"quality": 0.9752,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.908,
"id": "worker_b",... |
{
"max_calls": 3,
"max_credits": 22.248,
"max_latency_ms": 213687,
"minimum_quality": 0.8242
} | incident_response | synthetic-incident_response-016591 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.42,
"estimated_latency_ms": 155358,
"estimated_pass_rate": 0.7812,
"estimated_quality": 0.9286,
"finalizer": "worker_b",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7812,
"quality": 0.9286,
"quality_target_met": true,
"utility": 85.309284
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.42,"estimated_latency_ms":155358,"estimated_pass_rate":0.7812,"estimated_quality":0.9286,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":22.248,"max_latency_ms":213687,"policy":"stri... | {
"ambiguity": 0.5949,
"category": "operations",
"complexity": 0.9447,
"consequence": 0.582,
"evidence_need": 0.8916,
"family": "incident_response",
"input_tokens": 7440,
"request_id": "synthetic-incident_response-016591",
"reversibility": 0.2706,
"risk": 0.9409,
"summary": "Prioritize actions dur... | [
{
"credits_per_call": 0.865,
"id": "worker_a",
"p95_latency_ms": 27084,
"pass_rate": 0.4644,
"provider_group": "provider_y",
"quality": 0.7173,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 11.79,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 15.785,
"max_latency_ms": 79775,
"minimum_quality": 0.8272
} | incident_response | synthetic-incident_response-017247 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 3.82,
"estimated_latency_ms": 70546,
"estimated_pass_rate": 0.7043,
"estimated_quality": 0.8296,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 15.... | {
"candidate_count": 4,
"pass_rate": 0.7043,
"quality": 0.8296,
"quality_target_met": true,
"utility": 68.734149
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":3.82,"estimated_latency_ms":70546,"estimated_pass_rate":0.7043,"estimated_quality":0.8296,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":15.785,"max_latency_ms":79775,"policy":"balanced","reason_codes":["compl... | {
"ambiguity": 0.4099,
"category": "operations",
"complexity": 0.9273,
"consequence": 0.9235,
"evidence_need": 0.6015,
"family": "incident_response",
"input_tokens": 7240,
"request_id": "synthetic-incident_response-017247",
"reversibility": 0.3374,
"risk": 0.9097,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 2.776,
"id": "worker_a",
"p95_latency_ms": 47949,
"pass_rate": 0.8302,
"provider_group": "provider_z",
"quality": 0.9189,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.044,
"id": "wor... |
{
"max_calls": 1,
"max_credits": 3.459,
"max_latency_ms": 26655,
"minimum_quality": 0.5991
} | content_revision | synthetic-content_revision-002874 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.214,
"estimated_latency_ms": 23872,
"estimated_pass_rate": 0.4067,
"estimated_quality": 0.6746,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 3.459,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.4067,
"quality": 0.6746,
"quality_target_met": true,
"utility": 44.692357
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.214,"estimated_latency_ms":23872,"estimated_pass_rate":0.4067,"estimated_quality":0.6746,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.459,"max_latency_ms":26655,"policy":"lean","reason_codes":["latency_constrai... | {
"ambiguity": 0.3979,
"category": "writing",
"complexity": 0.3455,
"consequence": 0.2624,
"evidence_need": 0.1102,
"family": "content_revision",
"input_tokens": 1680,
"request_id": "synthetic-content_revision-002874",
"reversibility": 0.9706,
"risk": 0.1703,
"summary": "Edit documentation for ten... | [
{
"credits_per_call": 1.214,
"id": "worker_a",
"p95_latency_ms": 23872,
"pass_rate": 0.4898,
"provider_group": "provider_z",
"quality": 0.6961,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 4.214,
"id": "worker_b",
"p95_late... |
{
"max_calls": 3,
"max_credits": 17.815,
"max_latency_ms": 174520,
"minimum_quality": 0.7834
} | debugging | synthetic-debugging-014988 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.684,
"estimated_latency_ms": 159725,
"estimated_pass_rate": 0.73,
"estimated_quality": 0.9081,
"finalizer": "worker_c",
"independent_verification":... | {
"candidate_count": 15,
"pass_rate": 0.73,
"quality": 0.9081,
"quality_target_met": true,
"utility": 71.303802
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":14.684,"estimated_latency_ms":159725,"estimated_pass_rate":0.73,"estimated_quality":0.9081,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":17.815,"max_latency_ms":174520,"policy":"stric... | {
"ambiguity": 0.4134,
"category": "coding",
"complexity": 0.7461,
"consequence": 0.6093,
"evidence_need": 0.7472,
"family": "debugging",
"input_tokens": 4040,
"request_id": "synthetic-debugging-014988",
"reversibility": 0.4761,
"risk": 0.4955,
"summary": "Find the root cause of a concurrency-sens... | [
{
"credits_per_call": 0.836,
"id": "worker_a",
"p95_latency_ms": 26937,
"pass_rate": 0.484,
"provider_group": "provider_x",
"quality": 0.7016,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 2.786,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 2,
"max_credits": 9.109,
"max_latency_ms": 163965,
"minimum_quality": 0.6998
} | incident_response | synthetic-incident_response-015415 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 5.031,
"estimated_latency_ms": 77370,
"estimated_pass_rate": 0.5955,
"estimated_quality": 0.7602,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 9.... | {
"candidate_count": 4,
"pass_rate": 0.5955,
"quality": 0.7602,
"quality_target_met": true,
"utility": 60.449782
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":5.031,"estimated_latency_ms":77370,"estimated_pass_rate":0.5955,"estimated_quality":0.7602,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":9.109,"max_latency_ms":163965,"policy":"balanced","reason_codes":["comp... | {
"ambiguity": 0.3943,
"category": "operations",
"complexity": 0.9295,
"consequence": 0.7809,
"evidence_need": 0.6166,
"family": "incident_response",
"input_tokens": 400,
"request_id": "synthetic-incident_response-015415",
"reversibility": 0.175,
"risk": 0.917,
"summary": "Plan immediate containme... | [
{
"credits_per_call": 4.08,
"id": "worker_a",
"p95_latency_ms": 57923,
"pass_rate": 0.7238,
"provider_group": "provider_y",
"quality": 0.864,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.951,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 18.786,
"max_latency_ms": 186217,
"minimum_quality": 0.8264
} | incident_response | synthetic-incident_response-001207 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.557,
"estimated_latency_ms": 164006,
"estimated_pass_rate": 0.7244,
"estimated_quality": 0.9225,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7244,
"quality": 0.9225,
"quality_target_met": true,
"utility": 73.157144
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.557,"estimated_latency_ms":164006,"estimated_pass_rate":0.7244,"estimated_quality":0.9225,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":18.786,"max_latency_ms":186217,"policy":"str... | {
"ambiguity": 0.4557,
"category": "operations",
"complexity": 0.6104,
"consequence": 0.7298,
"evidence_need": 0.8132,
"family": "incident_response",
"input_tokens": 7640,
"request_id": "synthetic-incident_response-001207",
"reversibility": 0.3366,
"risk": 0.5819,
"summary": "Review an outage invo... | [
{
"credits_per_call": 0.991,
"id": "worker_a",
"p95_latency_ms": 19178,
"pass_rate": 0.4671,
"provider_group": "provider_x",
"quality": 0.8032,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.96,
"id": "worker_b",
"p95_laten... |
{
"max_calls": 3,
"max_credits": 20.75,
"max_latency_ms": 216557,
"minimum_quality": 0.7866
} | feature_implementation | synthetic-feature_implementation-001091 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 20.275,
"estimated_latency_ms": 167356,
"estimated_pass_rate": 0.7393,
"estimated_quality": 0.9073,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7393,
"quality": 0.9073,
"quality_target_met": true,
"utility": 69.822126
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":20.275,"estimated_latency_ms":167356,"estimated_pass_rate":0.7393,"estimated_quality":0.9073,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":20.75,"max_latency_ms":216557,"policy":"stri... | {
"ambiguity": 0.4218,
"category": "coding",
"complexity": 0.846,
"consequence": 0.4837,
"evidence_need": 0.4972,
"family": "feature_implementation",
"input_tokens": 7000,
"request_id": "synthetic-feature_implementation-001091",
"reversibility": 0.6663,
"risk": 0.4604,
"summary": "Design an API fo... | [
{
"credits_per_call": 0.867,
"id": "worker_a",
"p95_latency_ms": 28462,
"pass_rate": 0.5377,
"provider_group": "provider_z",
"quality": 0.8009,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 15.434,
"id": "worker_b",
"p95_lat... |
{
"max_calls": 3,
"max_credits": 17.399,
"max_latency_ms": 179043,
"minimum_quality": 0.9232
} | research_synthesis | synthetic-research_synthesis-015965 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.483,
"estimated_latency_ms": 142458,
"estimated_pass_rate": 0.7372,
"estimated_quality": 0.9295,
"finalizer": "worker_c",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7372,
"quality": 0.9295,
"quality_target_met": true,
"utility": 75.569788
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":14.483,"estimated_latency_ms":142458,"estimated_pass_rate":0.7372,"estimated_quality":0.9295,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":17.399,"max_latency_ms":179043,"policy":"str... | {
"ambiguity": 0.8029,
"category": "research",
"complexity": 0.7529,
"consequence": 0.5999,
"evidence_need": 0.8508,
"family": "research_synthesis",
"input_tokens": 3840,
"request_id": "synthetic-research_synthesis-015965",
"reversibility": 0.7051,
"risk": 0.3938,
"summary": "Produce a decision me... | [
{
"credits_per_call": 2.998,
"id": "worker_a",
"p95_latency_ms": 54919,
"pass_rate": 0.8731,
"provider_group": "provider_z",
"quality": 0.9032,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.188,
"id": "worker_b",
"p95_l... |
{
"max_calls": 2,
"max_credits": 18.796,
"max_latency_ms": 152979,
"minimum_quality": 0.8728
} | research_synthesis | synthetic-research_synthesis-014709 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.347,
"estimated_latency_ms": 121803,
"estimated_pass_rate": 0.8933,
"estimated_quality": 0.9323,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8933,
"quality": 0.9323,
"quality_target_met": true,
"utility": 68.430869
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":16.347,"estimated_latency_ms":121803,"estimated_pass_rate":0.8933,"estimated_quality":0.9323,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":18.796,"max_latency_ms":152979,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.6327,
"category": "research",
"complexity": 0.763,
"consequence": 0.2822,
"evidence_need": 0.6957,
"family": "research_synthesis",
"input_tokens": 7400,
"request_id": "synthetic-research_synthesis-014709",
"reversibility": 0.9789,
"risk": 0.4288,
"summary": "Review competing appro... | [
{
"credits_per_call": 3.19,
"id": "worker_a",
"p95_latency_ms": 57180,
"pass_rate": 0.8428,
"provider_group": "provider_z",
"quality": 0.9172,
"strengths": [
"reasoning",
"review",
"synthesis",
"writing"
]
},
{
"credits_per_call": 13.157,
"id": "wo... |
{
"max_calls": 3,
"max_credits": 16.066,
"max_latency_ms": 183931,
"minimum_quality": 0.8464
} | debugging | synthetic-debugging-006500 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.673,
"estimated_latency_ms": 158082,
"estimated_pass_rate": 0.7172,
"estimated_quality": 0.9181,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7172,
"quality": 0.9181,
"quality_target_met": true,
"utility": 68.614313
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.673,"estimated_latency_ms":158082,"estimated_pass_rate":0.7172,"estimated_quality":0.9181,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":16.066,"max_latency_ms":183931,"policy":"str... | {
"ambiguity": 0.4247,
"category": "coding",
"complexity": 0.7906,
"consequence": 0.3065,
"evidence_need": 0.5235,
"family": "debugging",
"input_tokens": 1280,
"request_id": "synthetic-debugging-006500",
"reversibility": 0.6848,
"risk": 0.491,
"summary": "Diagnose an intermittent failure in stream... | [
{
"credits_per_call": 10.714,
"id": "worker_a",
"p95_latency_ms": 60632,
"pass_rate": 0.8967,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"coding",
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 4.012,
"i... |
{
"max_calls": 1,
"max_credits": 2.83,
"max_latency_ms": 31839,
"minimum_quality": 0.6986
} | content_revision | synthetic-content_revision-007170 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.861,
"estimated_latency_ms": 20149,
"estimated_pass_rate": 0.3348,
"estimated_quality": 0.6923,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.83,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.3348,
"quality": 0.6923,
"quality_target_met": false,
"utility": 45.380937
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.861,"estimated_latency_ms":20149,"estimated_pass_rate":0.3348,"estimated_quality":0.6923,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.83,"max_latency_ms":31839,"policy":"lean","reason_codes":["best_feasible_bel... | {
"ambiguity": 0.2211,
"category": "writing",
"complexity": 0.4181,
"consequence": 0.195,
"evidence_need": 0.0749,
"family": "content_revision",
"input_tokens": 1520,
"request_id": "synthetic-content_revision-007170",
"reversibility": 0.9981,
"risk": 0.2341,
"summary": "Rewrite a artifact storage ... | [
{
"credits_per_call": 3.982,
"id": "worker_a",
"p95_latency_ms": 81968,
"pass_rate": 0.8081,
"provider_group": "provider_z",
"quality": 0.9094,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 0.861,
"id": "worker_b",
"p95_l... |
{
"max_calls": 1,
"max_credits": 2.077,
"max_latency_ms": 26964,
"minimum_quality": 0.7127
} | content_revision | synthetic-content_revision-005946 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 1.128,
"estimated_latency_ms": 23960,
"estimated_pass_rate": 0.387,
"estimated_quality": 0.7087,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.077,
"max_latency_... | {
"candidate_count": 1,
"pass_rate": 0.387,
"quality": 0.7087,
"quality_target_met": false,
"utility": 44.872098
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.128,"estimated_latency_ms":23960,"estimated_pass_rate":0.387,"estimated_quality":0.7087,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.077,"max_latency_ms":26964,"policy":"lean","reason_codes":["best_feasible_bel... | {
"ambiguity": 0.323,
"category": "writing",
"complexity": 0.3616,
"consequence": 0.2165,
"evidence_need": 0.212,
"family": "content_revision",
"input_tokens": 6840,
"request_id": "synthetic-content_revision-005946",
"reversibility": 0.916,
"risk": 0.0742,
"summary": "Rewrite a database failover a... | [
{
"credits_per_call": 1.128,
"id": "worker_a",
"p95_latency_ms": 23960,
"pass_rate": 0.4584,
"provider_group": "provider_z",
"quality": 0.7211,
"strengths": [
"coding",
"drafting",
"speed",
"writing"
]
},
{
"credits_per_call": 3.575,
"id": "worker_... |
{
"max_calls": 3,
"max_credits": 21.975,
"max_latency_ms": 222280,
"minimum_quality": 0.9411
} | research_synthesis | synthetic-research_synthesis-001637 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 15.945,
"estimated_latency_ms": 185433,
"estimated_pass_rate": 0.7203,
"estimated_quality": 0.9176,
"finalizer": "worker_b",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7203,
"quality": 0.9176,
"quality_target_met": false,
"utility": 71.884914
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.945,"estimated_latency_ms":185433,"estimated_pass_rate":0.7203,"estimated_quality":0.9176,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":21.975,"max_latency_ms":222280,"policy":"str... | {
"ambiguity": 0.8936,
"category": "research",
"complexity": 0.5396,
"consequence": 0.3721,
"evidence_need": 0.7461,
"family": "research_synthesis",
"input_tokens": 4160,
"request_id": "synthetic-research_synthesis-001637",
"reversibility": 0.8611,
"risk": 0.5384,
"summary": "Produce a decision me... | [
{
"credits_per_call": 0.792,
"id": "worker_a",
"p95_latency_ms": 28703,
"pass_rate": 0.489,
"provider_group": "provider_y",
"quality": 0.7319,
"strengths": [
"coding",
"drafting",
"speed",
"synthesis"
]
},
{
"credits_per_call": 11.363,
"id": "worke... |
{
"max_calls": 2,
"max_credits": 18.768,
"max_latency_ms": 195420,
"minimum_quality": 0.781
} | incident_response | synthetic-incident_response-015031 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.263,
"estimated_latency_ms": 122839,
"estimated_pass_rate": 0.8568,
"estimated_quality": 0.8781,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": ... | {
"candidate_count": 9,
"pass_rate": 0.8568,
"quality": 0.8781,
"quality_target_met": true,
"utility": 70.133266
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":14.263,"estimated_latency_ms":122839,"estimated_pass_rate":0.8568,"estimated_quality":0.8781,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":18.768,"max_latency_ms":195420,"policy":"balanced","reason_codes":["c... | {
"ambiguity": 0.6183,
"category": "operations",
"complexity": 0.8892,
"consequence": 0.6772,
"evidence_need": 0.5154,
"family": "incident_response",
"input_tokens": 3480,
"request_id": "synthetic-incident_response-015031",
"reversibility": 0.2409,
"risk": 0.8865,
"summary": "Plan immediate contai... | [
{
"credits_per_call": 1.081,
"id": "worker_a",
"p95_latency_ms": 33009,
"pass_rate": 0.5102,
"provider_group": "provider_z",
"quality": 0.7937,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 3.285,
"id": "worker_b",
"p95_late... |
{
"max_calls": 2,
"max_credits": 4.869,
"max_latency_ms": 187932,
"minimum_quality": 0.7007
} | incident_response | synthetic-incident_response-012047 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4.46,
"estimated_latency_ms": 99370,
"estimated_pass_rate": 0.5711,
"estimated_quality": 0.8377,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 4.8... | {
"candidate_count": 4,
"pass_rate": 0.5711,
"quality": 0.8377,
"quality_target_met": true,
"utility": 62.000533
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.46,"estimated_latency_ms":99370,"estimated_pass_rate":0.5711,"estimated_quality":0.8377,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":4.869,"max_latency_ms":187932,"policy":"balanced","reason_codes":["compl... | {
"ambiguity": 0.6581,
"category": "operations",
"complexity": 0.9452,
"consequence": 0.9867,
"evidence_need": 0.9446,
"family": "incident_response",
"input_tokens": 7200,
"request_id": "synthetic-incident_response-012047",
"reversibility": 0.511,
"risk": 0.6253,
"summary": "Plan immediate contain... | [
{
"credits_per_call": 3.458,
"id": "worker_a",
"p95_latency_ms": 72138,
"pass_rate": 0.8261,
"provider_group": "provider_y",
"quality": 0.8846,
"strengths": [
"drafting",
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.002,
"id": "wor... |
{
"max_calls": 3,
"max_credits": 17.642,
"max_latency_ms": 164815,
"minimum_quality": 0.837
} | product_tradeoff | synthetic-product_tradeoff-003752 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 14.605,
"estimated_latency_ms": 144287,
"estimated_pass_rate": 0.6935,
"estimated_quality": 0.9176,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.6935,
"quality": 0.9176,
"quality_target_met": true,
"utility": 68.951839
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":14.605,"estimated_latency_ms":144287,"estimated_pass_rate":0.6935,"estimated_quality":0.9176,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":17.642,"max_latency_ms":164815,"policy":"str... | {
"ambiguity": 0.5991,
"category": "decision",
"complexity": 0.7467,
"consequence": 0.5816,
"evidence_need": 0.3895,
"family": "product_tradeoff",
"input_tokens": 6400,
"request_id": "synthetic-product_tradeoff-003752",
"reversibility": 0.6787,
"risk": 0.3741,
"summary": "Evaluate build-versus-buy... | [
{
"credits_per_call": 10.332,
"id": "worker_a",
"p95_latency_ms": 74104,
"pass_rate": 0.9116,
"provider_group": "provider_x",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.208,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 23.997,
"max_latency_ms": 161474,
"minimum_quality": 0.7949
} | incident_response | synthetic-incident_response-013311 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 18.269,
"estimated_latency_ms": 158203,
"estimated_pass_rate": 0.7527,
"estimated_quality": 0.9154,
"finalizer": "worker_a",
"independent_verification... | {
"candidate_count": 15,
"pass_rate": 0.7527,
"quality": 0.9154,
"quality_target_met": true,
"utility": 76.340733
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.269,"estimated_latency_ms":158203,"estimated_pass_rate":0.7527,"estimated_quality":0.9154,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":23.997,"max_latency_ms":161474,"policy":"str... | {
"ambiguity": 0.5121,
"category": "operations",
"complexity": 0.5772,
"consequence": 0.7824,
"evidence_need": 0.692,
"family": "incident_response",
"input_tokens": 5480,
"request_id": "synthetic-incident_response-013311",
"reversibility": 0.1546,
"risk": 0.8256,
"summary": "Plan immediate contain... | [
{
"credits_per_call": 13.802,
"id": "worker_a",
"p95_latency_ms": 68069,
"pass_rate": 0.922,
"provider_group": "provider_z",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.892,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 5.901,
"max_latency_ms": 122748,
"minimum_quality": 0.8073
} | feature_implementation | synthetic-feature_implementation-011675 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 5.281,
"estimated_latency_ms": 94625,
"estimated_pass_rate": 0.7771,
"estimated_quality": 0.8483,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 5.... | {
"candidate_count": 4,
"pass_rate": 0.7771,
"quality": 0.8483,
"quality_target_met": true,
"utility": 57.912558
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints... | loom-conductor-v2 | synthetic-empirical-v1 | train | {"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":5.281,"estimated_latency_ms":94625,"estimated_pass_rate":0.7771,"estimated_quality":0.8483,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":5.901,"max_latency_ms":122748,"policy":"balanced","reason_codes":["cred... | {
"ambiguity": 0.3921,
"category": "coding",
"complexity": 0.7077,
"consequence": 0.4443,
"evidence_need": 0.6234,
"family": "feature_implementation",
"input_tokens": 7720,
"request_id": "synthetic-feature_implementation-011675",
"reversibility": 0.7061,
"risk": 0.3574,
"summary": "Design an API f... | [
{
"credits_per_call": 12.722,
"id": "worker_a",
"p95_latency_ms": 82713,
"pass_rate": 0.9817,
"provider_group": "provider_z",
"quality": 0.921,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 1.155,
"id": "worker_b",
... |
{
"max_calls": 2,
"max_credits": 9.23,
"max_latency_ms": 192181,
"minimum_quality": 0.891
} | product_tradeoff | synthetic-product_tradeoff-011176 | {
"access": {
"finalizer": [],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 4,
"estimated_latency_ms": 85585,
"estimated_pass_rate": 0.7009,
"estimated_quality": 0.8063,
"finalizer": null,
"independent_verification": true,
"max_calls": 2,
"max_credits": 9.23,
... | {
"candidate_count": 4,
"pass_rate": 0.7009,
"quality": 0.8063,
"quality_target_met": false,
"utility": 53.263085
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.0,"estimated_latency_ms":85585,"estimated_pass_rate":0.7009,"estimated_quality":0.8063,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":9.23,"max_latency_ms":192181,"policy":"balanced","reason_codes":["best_fe... | {
"ambiguity": 0.6008,
"category": "decision",
"complexity": 0.6907,
"consequence": 0.5482,
"evidence_need": 0.6888,
"family": "product_tradeoff",
"input_tokens": 2480,
"request_id": "synthetic-product_tradeoff-011176",
"reversibility": 0.5526,
"risk": 0.1599,
"summary": "Evaluate build-versus-buy... | [
{
"credits_per_call": 0.897,
"id": "worker_a",
"p95_latency_ms": 25020,
"pass_rate": 0.5431,
"provider_group": "provider_x",
"quality": 0.7585,
"strengths": [
"coding",
"drafting",
"speed"
]
},
{
"credits_per_call": 14.59,
"id": "worker_b",
"p95_late... |
{
"max_calls": 1,
"max_credits": 2.648,
"max_latency_ms": 53259,
"minimum_quality": 0.5351
} | feature_implementation | synthetic-feature_implementation-006723 | {
"access": {
"finalizer": [],
"reviewer": [],
"writer": []
},
"estimated_credits": 0.795,
"estimated_latency_ms": 29306,
"estimated_pass_rate": 0.3768,
"estimated_quality": 0.5923,
"finalizer": null,
"independent_verification": false,
"max_calls": 1,
"max_credits": 2.648,
"max_latency... | {
"candidate_count": 1,
"pass_rate": 0.3768,
"quality": 0.5923,
"quality_target_met": true,
"utility": 40.811269
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.795,"estimated_latency_ms":29306,"estimated_pass_rate":0.3768,"estimated_quality":0.5923,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.648,"max_latency_ms":53259,"policy":"lean","reason_codes":["single_call_suff... | {
"ambiguity": 0.2178,
"category": "coding",
"complexity": 0.7137,
"consequence": 0.5954,
"evidence_need": 0.3522,
"family": "feature_implementation",
"input_tokens": 1400,
"request_id": "synthetic-feature_implementation-006723",
"reversibility": 0.6159,
"risk": 0.432,
"summary": "Implement API-ke... | [
{
"credits_per_call": 3.987,
"id": "worker_a",
"p95_latency_ms": 56894,
"pass_rate": 0.8344,
"provider_group": "provider_z",
"quality": 0.9213,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 14.012,
"id": "worker_b",
"p95_... |
{
"max_calls": 3,
"max_credits": 21.858,
"max_latency_ms": 191037,
"minimum_quality": 0.8411
} | research_synthesis | synthetic-research_synthesis-013557 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 17.335,
"estimated_latency_ms": 151762,
"estimated_pass_rate": 0.679,
"estimated_quality": 0.9075,
"finalizer": "worker_a",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.679,
"quality": 0.9075,
"quality_target_met": true,
"utility": 69.222133
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.335,"estimated_latency_ms":151762,"estimated_pass_rate":0.679,"estimated_quality":0.9075,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":21.858,"max_latency_ms":191037,"policy":"stri... | {
"ambiguity": 0.52,
"category": "research",
"complexity": 0.7138,
"consequence": 0.2178,
"evidence_need": 0.7676,
"family": "research_synthesis",
"input_tokens": 4760,
"request_id": "synthetic-research_synthesis-013557",
"reversibility": 0.7678,
"risk": 0.4852,
"summary": "Compare evidence for de... | [
{
"credits_per_call": 12.246,
"id": "worker_a",
"p95_latency_ms": 78116,
"pass_rate": 0.995,
"provider_group": "provider_y",
"quality": 0.995,
"strengths": [
"implementation",
"reasoning",
"synthesis"
]
},
{
"credits_per_call": 0.863,
"id": "worker_b",
... |
{
"max_calls": 3,
"max_credits": 20.094,
"max_latency_ms": 248833,
"minimum_quality": 0.8013
} | incident_response | synthetic-incident_response-011167 | {
"access": {
"finalizer": [
"writer",
"reviewer"
],
"reviewer": [
"writer"
],
"writer": []
},
"estimated_credits": 16.074,
"estimated_latency_ms": 188713,
"estimated_pass_rate": 0.7452,
"estimated_quality": 0.916,
"finalizer": "worker_c",
"independent_verification"... | {
"candidate_count": 15,
"pass_rate": 0.7452,
"quality": 0.916,
"quality_target_met": true,
"utility": 80.409984
} | You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.074,"estimated_latency_ms":188713,"estimated_pass_rate":0.7452,"estimated_quality":0.916,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":20.094,"max_latency_ms":248833,"policy":"stri... | {
"ambiguity": 0.6953,
"category": "operations",
"complexity": 0.7282,
"consequence": 0.8908,
"evidence_need": 0.5378,
"family": "incident_response",
"input_tokens": 4320,
"request_id": "synthetic-incident_response-011167",
"reversibility": 0.3556,
"risk": 0.8722,
"summary": "Review an outage invo... | [
{
"credits_per_call": 4.033,
"id": "worker_a",
"p95_latency_ms": 69610,
"pass_rate": 0.8193,
"provider_group": "provider_y",
"quality": 0.9031,
"strengths": [
"reasoning",
"review",
"writing"
]
},
{
"credits_per_call": 1.006,
"id": "worker_b",
"p95_l... |
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