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26
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prompt
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1.67k
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352
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3
{ "max_calls": 3, "max_credits": 23.766, "max_latency_ms": 241531, "minimum_quality": 0.9506 }
research_synthesis
synthetic-research_synthesis-016901
{ "access": { "finalizer": [ "writer", "reviewer" ], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 19.519, "estimated_latency_ms": 170293, "estimated_pass_rate": 0.7211, "estimated_quality": 0.9096, "finalizer": "worker_b", "independent_verification...
{ "candidate_count": 15, "pass_rate": 0.7211, "quality": 0.9096, "quality_target_met": false, "utility": 70.813256 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.519,"estimated_latency_ms":170293,"estimated_pass_rate":0.7211,"estimated_quality":0.9096,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":23.766,"max_latency_ms":241531,"policy":"str...
{ "ambiguity": 0.8423, "category": "research", "complexity": 0.6075, "consequence": 0.4493, "evidence_need": 0.9023, "family": "research_synthesis", "input_tokens": 3680, "request_id": "synthetic-research_synthesis-016901", "reversibility": 0.8458, "risk": 0.3863, "summary": "Compare evidence for ...
[ { "credits_per_call": 1.127, "id": "worker_a", "p95_latency_ms": 18975, "pass_rate": 0.5123, "provider_group": "provider_z", "quality": 0.6471, "strengths": [ "coding", "drafting", "speed" ] }, { "credits_per_call": 15.119, "id": "worker_b", "p95_lat...
{ "max_calls": 3, "max_credits": 24.671, "max_latency_ms": 233330, "minimum_quality": 0.9385 }
incident_response
synthetic-incident_response-015543
{ "access": { "finalizer": [ "writer", "reviewer" ], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 17.801, "estimated_latency_ms": 180259, "estimated_pass_rate": 0.7536, "estimated_quality": 0.9074, "finalizer": "worker_c", "independent_verification...
{ "candidate_count": 15, "pass_rate": 0.7536, "quality": 0.9074, "quality_target_met": false, "utility": 74.730403 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose. INPUT={"constraints...
loom-conductor-v2
synthetic-empirical-v1
train
{"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":17.801,"estimated_latency_ms":180259,"estimated_pass_rate":0.7536,"estimated_quality":0.9074,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":24.671,"max_latency_ms":233330,"policy":"str...
{ "ambiguity": 0.5894, "category": "operations", "complexity": 0.8331, "consequence": 0.7332, "evidence_need": 0.5287, "family": "incident_response", "input_tokens": 6840, "request_id": "synthetic-incident_response-015543", "reversibility": 0.154, "risk": 0.5935, "summary": "Prioritize actions dur...
[ { "credits_per_call": 3.111, "id": "worker_a", "p95_latency_ms": 71252, "pass_rate": 0.7762, "provider_group": "provider_y", "quality": 0.9183, "strengths": [ "drafting", "reasoning", "review", "writing" ] }, { "credits_per_call": 0.864, "id": "wor...
{ "max_calls": 2, "max_credits": 10.344, "max_latency_ms": 182663, "minimum_quality": 0.7966 }
feature_implementation
synthetic-feature_implementation-014611
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 4.54, "estimated_latency_ms": 68397, "estimated_pass_rate": 0.589, "estimated_quality": 0.8268, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": 10.3...
{ "candidate_count": 4, "pass_rate": 0.589, "quality": 0.8268, "quality_target_met": true, "utility": 60.269307 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.54,"estimated_latency_ms":68397,"estimated_pass_rate":0.589,"estimated_quality":0.8268,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":10.344,"max_latency_ms":182663,"policy":"balanced","reason_codes":["indep...
{ "ambiguity": 0.2862, "category": "coding", "complexity": 0.572, "consequence": 0.4858, "evidence_need": 0.601, "family": "feature_implementation", "input_tokens": 4240, "request_id": "synthetic-feature_implementation-014611", "reversibility": 0.5153, "risk": 0.3592, "summary": "Patch a productio...
[ { "credits_per_call": 11.404, "id": "worker_a", "p95_latency_ms": 67963, "pass_rate": 0.9113, "provider_group": "provider_x", "quality": 0.995, "strengths": [ "implementation", "reasoning", "synthesis" ] }, { "credits_per_call": 1.173, "id": "worker_b", ...
{ "max_calls": 3, "max_credits": 18.535, "max_latency_ms": 171242, "minimum_quality": 0.7869 }
incident_response
synthetic-incident_response-009039
{ "access": { "finalizer": [ "writer", "reviewer" ], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 17.329, "estimated_latency_ms": 152162, "estimated_pass_rate": 0.7656, "estimated_quality": 0.9154, "finalizer": "worker_c", "independent_verification...
{ "candidate_count": 15, "pass_rate": 0.7656, "quality": 0.9154, "quality_target_met": true, "utility": 74.666081 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.329,"estimated_latency_ms":152162,"estimated_pass_rate":0.7656,"estimated_quality":0.9154,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":18.535,"max_latency_ms":171242,"policy":"str...
{ "ambiguity": 0.3884, "category": "operations", "complexity": 0.7176, "consequence": 0.6593, "evidence_need": 0.5032, "family": "incident_response", "input_tokens": 6200, "request_id": "synthetic-incident_response-009039", "reversibility": 0.5091, "risk": 0.8694, "summary": "Prioritize actions du...
[ { "credits_per_call": 3.287, "id": "worker_a", "p95_latency_ms": 65022, "pass_rate": 0.8275, "provider_group": "provider_y", "quality": 0.9064, "strengths": [ "drafting", "reasoning", "review", "writing" ] }, { "credits_per_call": 0.812, "id": "wor...
{ "max_calls": 3, "max_credits": 23.079, "max_latency_ms": 240628, "minimum_quality": 0.9465 }
research_synthesis
synthetic-research_synthesis-019893
{ "access": { "finalizer": [ "writer", "reviewer" ], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 17.556, "estimated_latency_ms": 169058, "estimated_pass_rate": 0.7224, "estimated_quality": 0.922, "finalizer": "worker_c", "independent_verification"...
{ "candidate_count": 15, "pass_rate": 0.7224, "quality": 0.922, "quality_target_met": false, "utility": 72.093673 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.556,"estimated_latency_ms":169058,"estimated_pass_rate":0.7224,"estimated_quality":0.922,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":23.079,"max_latency_ms":240628,"policy":"stri...
{ "ambiguity": 0.8758, "category": "research", "complexity": 0.5887, "consequence": 0.2301, "evidence_need": 0.9336, "family": "research_synthesis", "input_tokens": 880, "request_id": "synthetic-research_synthesis-019893", "reversibility": 0.8334, "risk": 0.4028, "summary": "Produce a decision mem...
[ { "credits_per_call": 1.03, "id": "worker_a", "p95_latency_ms": 32177, "pass_rate": 0.5125, "provider_group": "provider_z", "quality": 0.7157, "strengths": [ "coding", "drafting", "speed", "synthesis" ] }, { "credits_per_call": 3.971, "id": "worker...
{ "max_calls": 1, "max_credits": 1.334, "max_latency_ms": 40218, "minimum_quality": 0.7721 }
content_revision
synthetic-content_revision-007434
{ "access": { "finalizer": [], "reviewer": [], "writer": [] }, "estimated_credits": 1.152, "estimated_latency_ms": 21236, "estimated_pass_rate": 0.332, "estimated_quality": 0.7219, "finalizer": null, "independent_verification": false, "max_calls": 1, "max_credits": 1.334, "max_latency_...
{ "candidate_count": 1, "pass_rate": 0.332, "quality": 0.7219, "quality_target_met": false, "utility": 41.864322 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.152,"estimated_latency_ms":21236,"estimated_pass_rate":0.332,"estimated_quality":0.7219,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.334,"max_latency_ms":40218,"policy":"lean","reason_codes":["best_feasible_bel...
{ "ambiguity": 0.2364, "category": "writing", "complexity": 0.3135, "consequence": 0.0788, "evidence_need": 0.1114, "family": "content_revision", "input_tokens": 4040, "request_id": "synthetic-content_revision-007434", "reversibility": 0.9176, "risk": 0.1177, "summary": "Rewrite a webhook delivery...
[ { "credits_per_call": 14.512, "id": "worker_a", "p95_latency_ms": 88636, "pass_rate": 0.995, "provider_group": "provider_x", "quality": 0.9606, "strengths": [ "implementation", "reasoning", "synthesis", "writing" ] }, { "credits_per_call": 1.152, "...
{ "max_calls": 2, "max_credits": 9.328, "max_latency_ms": 173502, "minimum_quality": 0.7728 }
feature_implementation
synthetic-feature_implementation-012979
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 4.918, "estimated_latency_ms": 78828, "estimated_pass_rate": 0.5614, "estimated_quality": 0.7844, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": 9....
{ "candidate_count": 4, "pass_rate": 0.5614, "quality": 0.7844, "quality_target_met": true, "utility": 56.034417 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.918,"estimated_latency_ms":78828,"estimated_pass_rate":0.5614,"estimated_quality":0.7844,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":9.328,"max_latency_ms":173502,"policy":"balanced","reason_codes":["inde...
{ "ambiguity": 0.3922, "category": "coding", "complexity": 0.5924, "consequence": 0.3682, "evidence_need": 0.4892, "family": "feature_implementation", "input_tokens": 1440, "request_id": "synthetic-feature_implementation-012979", "reversibility": 0.7691, "risk": 0.5068, "summary": "Patch a product...
[ { "credits_per_call": 3.945, "id": "worker_a", "p95_latency_ms": 47013, "pass_rate": 0.7728, "provider_group": "provider_z", "quality": 0.7964, "strengths": [ "reasoning", "review", "writing" ] }, { "credits_per_call": 0.973, "id": "worker_b", "p95_l...
{ "max_calls": 2, "max_credits": 6.132, "max_latency_ms": 206255, "minimum_quality": 0.6925 }
research_synthesis
synthetic-research_synthesis-018469
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 4.57, "estimated_latency_ms": 94526, "estimated_pass_rate": 0.4849, "estimated_quality": 0.7741, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": 6.1...
{ "candidate_count": 4, "pass_rate": 0.4849, "quality": 0.7741, "quality_target_met": true, "utility": 52.201541 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.57,"estimated_latency_ms":94526,"estimated_pass_rate":0.4849,"estimated_quality":0.7741,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":6.132,"max_latency_ms":206255,"policy":"balanced","reason_codes":["compl...
{ "ambiguity": 0.8514, "category": "research", "complexity": 0.6837, "consequence": 0.3307, "evidence_need": 0.9141, "family": "research_synthesis", "input_tokens": 7240, "request_id": "synthetic-research_synthesis-018469", "reversibility": 0.912, "risk": 0.4807, "summary": "Review competing appro...
[ { "credits_per_call": 0.898, "id": "worker_a", "p95_latency_ms": 31899, "pass_rate": 0.4106, "provider_group": "provider_y", "quality": 0.7065, "strengths": [ "coding", "drafting", "speed" ] }, { "credits_per_call": 14.765, "id": "worker_b", "p95_lat...
{ "max_calls": 1, "max_credits": 3.628, "max_latency_ms": 40005, "minimum_quality": 0.4812 }
content_revision
synthetic-content_revision-007882
{ "access": { "finalizer": [], "reviewer": [], "writer": [] }, "estimated_credits": 1.179, "estimated_latency_ms": 21509, "estimated_pass_rate": 0.3729, "estimated_quality": 0.7143, "finalizer": null, "independent_verification": false, "max_calls": 1, "max_credits": 3.628, "max_latency...
{ "candidate_count": 1, "pass_rate": 0.3729, "quality": 0.7143, "quality_target_met": true, "utility": 48.169033 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.179,"estimated_latency_ms":21509,"estimated_pass_rate":0.3729,"estimated_quality":0.7143,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.628,"max_latency_ms":40005,"policy":"lean","reason_codes":["single_call_suff...
{ "ambiguity": 0.2336, "category": "writing", "complexity": 0.3892, "consequence": 0.2444, "evidence_need": 0.2937, "family": "content_revision", "input_tokens": 7000, "request_id": "synthetic-content_revision-007882", "reversibility": 0.927, "risk": 0.1034, "summary": "Edit documentation for webh...
[ { "credits_per_call": 1.179, "id": "worker_a", "p95_latency_ms": 21509, "pass_rate": 0.4431, "provider_group": "provider_y", "quality": 0.7278, "strengths": [ "coding", "drafting", "speed" ] }, { "credits_per_call": 13.06, "id": "worker_b", "p95_late...
{ "max_calls": 2, "max_credits": 7.501, "max_latency_ms": 151201, "minimum_quality": 0.7095 }
product_tradeoff
synthetic-product_tradeoff-016312
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 3.895, "estimated_latency_ms": 108195, "estimated_pass_rate": 0.6382, "estimated_quality": 0.8198, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": 7...
{ "candidate_count": 4, "pass_rate": 0.6382, "quality": 0.8198, "quality_target_met": true, "utility": 58.145265 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":3.895,"estimated_latency_ms":108195,"estimated_pass_rate":0.6382,"estimated_quality":0.8198,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":7.501,"max_latency_ms":151201,"policy":"balanced","reason_codes":["ind...
{ "ambiguity": 0.6881, "category": "decision", "complexity": 0.3403, "consequence": 0.2388, "evidence_need": 0.6392, "family": "product_tradeoff", "input_tokens": 6520, "request_id": "synthetic-product_tradeoff-016312", "reversibility": 0.5974, "risk": 0.4141, "summary": "Recommend whether to laun...
[ { "credits_per_call": 2.814, "id": "worker_a", "p95_latency_ms": 78737, "pass_rate": 0.7347, "provider_group": "provider_x", "quality": 0.8095, "strengths": [ "reasoning", "review", "writing" ] }, { "credits_per_call": 1.081, "id": "worker_b", "p95_l...
{ "max_calls": 3, "max_credits": 6.456, "max_latency_ms": 186924, "minimum_quality": 0.8002 }
incident_response
synthetic-incident_response-014679
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 4.822, "estimated_latency_ms": 87992, "estimated_pass_rate": 0.6868, "estimated_quality": 0.8149, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": 6....
{ "candidate_count": 4, "pass_rate": 0.6868, "quality": 0.8149, "quality_target_met": true, "utility": 63.90426 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.822,"estimated_latency_ms":87992,"estimated_pass_rate":0.6868,"estimated_quality":0.8149,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":6.456,"max_latency_ms":186924,"policy":"balanced","reason_codes":["comp...
{ "ambiguity": 0.3914, "category": "operations", "complexity": 0.7755, "consequence": 0.8832, "evidence_need": 0.5496, "family": "incident_response", "input_tokens": 3600, "request_id": "synthetic-incident_response-014679", "reversibility": 0.3279, "risk": 0.761, "summary": "Plan immediate contain...
[ { "credits_per_call": 1.048, "id": "worker_a", "p95_latency_ms": 18404, "pass_rate": 0.5739, "provider_group": "provider_x", "quality": 0.751, "strengths": [ "coding", "drafting", "speed" ] }, { "credits_per_call": 3.774, "id": "worker_b", "p95_laten...
{ "max_calls": 3, "max_credits": 14.234, "max_latency_ms": 113158, "minimum_quality": 0.7731 }
incident_response
synthetic-incident_response-017263
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 12.86, "estimated_latency_ms": 98031, "estimated_pass_rate": 0.6691, "estimated_quality": 0.872, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": 14....
{ "candidate_count": 7, "pass_rate": 0.6691, "quality": 0.872, "quality_target_met": true, "utility": 64.309584 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":12.86,"estimated_latency_ms":98031,"estimated_pass_rate":0.6691,"estimated_quality":0.872,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":14.234,"max_latency_ms":113158,"policy":"balanced","reason_codes":["comp...
{ "ambiguity": 0.7647, "category": "operations", "complexity": 0.6351, "consequence": 0.8386, "evidence_need": 0.7023, "family": "incident_response", "input_tokens": 1640, "request_id": "synthetic-incident_response-017263", "reversibility": 0.5296, "risk": 0.7549, "summary": "Review an outage invo...
[ { "credits_per_call": 11.686, "id": "worker_a", "p95_latency_ms": 75274, "pass_rate": 0.8877, "provider_group": "provider_y", "quality": 0.995, "strengths": [ "implementation", "reasoning", "synthesis" ] }, { "credits_per_call": 2.952, "id": "worker_b", ...
{ "max_calls": 3, "max_credits": 14.434, "max_latency_ms": 118499, "minimum_quality": 0.8322 }
debugging
synthetic-debugging-002132
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 13.824, "estimated_latency_ms": 79200, "estimated_pass_rate": 0.6576, "estimated_quality": 0.8577, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": 1...
{ "candidate_count": 7, "pass_rate": 0.6576, "quality": 0.8577, "quality_target_met": true, "utility": 60.50566 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":13.824,"estimated_latency_ms":79200,"estimated_pass_rate":0.6576,"estimated_quality":0.8577,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":14.434,"max_latency_ms":118499,"policy":"balanced","reason_codes":["co...
{ "ambiguity": 0.7085, "category": "coding", "complexity": 0.8815, "consequence": 0.5402, "evidence_need": 0.7015, "family": "debugging", "input_tokens": 6760, "request_id": "synthetic-debugging-002132", "reversibility": 0.6224, "risk": 0.6086, "summary": "Explain why OAuth callbacks fails only un...
[ { "credits_per_call": 12.839, "id": "worker_a", "p95_latency_ms": 53078, "pass_rate": 0.995, "provider_group": "provider_x", "quality": 0.9511, "strengths": [ "coding", "implementation", "reasoning", "synthesis" ] }, { "credits_per_call": 0.985, "i...
{ "max_calls": 2, "max_credits": 11.167, "max_latency_ms": 116860, "minimum_quality": 0.8846 }
incident_response
synthetic-incident_response-006415
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 4.16, "estimated_latency_ms": 70121, "estimated_pass_rate": 0.6669, "estimated_quality": 0.7925, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": 11....
{ "candidate_count": 4, "pass_rate": 0.6669, "quality": 0.7925, "quality_target_met": false, "utility": 53.707928 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.16,"estimated_latency_ms":70121,"estimated_pass_rate":0.6669,"estimated_quality":0.7925,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":11.167,"max_latency_ms":116860,"policy":"balanced","reason_codes":["best...
{ "ambiguity": 0.4501, "category": "operations", "complexity": 0.9368, "consequence": 0.6527, "evidence_need": 0.524, "family": "incident_response", "input_tokens": 2400, "request_id": "synthetic-incident_response-006415", "reversibility": 0.1517, "risk": 0.8158, "summary": "Review an outage invol...
[ { "credits_per_call": 13.622, "id": "worker_a", "p95_latency_ms": 68815, "pass_rate": 0.995, "provider_group": "provider_x", "quality": 0.995, "strengths": [ "implementation", "reasoning", "synthesis" ] }, { "credits_per_call": 3.183, "id": "worker_b", ...
{ "max_calls": 2, "max_credits": 10.738, "max_latency_ms": 105985, "minimum_quality": 0.7614 }
incident_response
synthetic-incident_response-016879
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 4.133, "estimated_latency_ms": 90588, "estimated_pass_rate": 0.6645, "estimated_quality": 0.8096, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": 10...
{ "candidate_count": 4, "pass_rate": 0.6645, "quality": 0.8096, "quality_target_met": true, "utility": 66.048748 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.133,"estimated_latency_ms":90588,"estimated_pass_rate":0.6645,"estimated_quality":0.8096,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":10.738,"max_latency_ms":105985,"policy":"balanced","reason_codes":["com...
{ "ambiguity": 0.7633, "category": "operations", "complexity": 0.6139, "consequence": 0.9446, "evidence_need": 0.6041, "family": "incident_response", "input_tokens": 7960, "request_id": "synthetic-incident_response-016879", "reversibility": 0.188, "risk": 0.9243, "summary": "Review an outage invol...
[ { "credits_per_call": 3.296, "id": "worker_a", "p95_latency_ms": 68272, "pass_rate": 0.8316, "provider_group": "provider_y", "quality": 0.8563, "strengths": [ "drafting", "reasoning", "review", "writing" ] }, { "credits_per_call": 0.837, "id": "wor...
{ "max_calls": 2, "max_credits": 11.872, "max_latency_ms": 71872, "minimum_quality": 0.7363 }
incident_response
synthetic-incident_response-018367
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 4.84, "estimated_latency_ms": 65544, "estimated_pass_rate": 0.641, "estimated_quality": 0.817, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": 11.87...
{ "candidate_count": 5, "pass_rate": 0.641, "quality": 0.817, "quality_target_met": true, "utility": 61.425172 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.84,"estimated_latency_ms":65544,"estimated_pass_rate":0.641,"estimated_quality":0.817,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":11.872,"max_latency_ms":71872,"policy":"balanced","reason_codes":["complex...
{ "ambiguity": 0.6443, "category": "operations", "complexity": 0.7704, "consequence": 0.8091, "evidence_need": 0.5793, "family": "incident_response", "input_tokens": 6560, "request_id": "synthetic-incident_response-018367", "reversibility": 0.3963, "risk": 0.5699, "summary": "Review an outage invo...
[ { "credits_per_call": 3.775, "id": "worker_a", "p95_latency_ms": 45876, "pass_rate": 0.8284, "provider_group": "provider_z", "quality": 0.9122, "strengths": [ "reasoning", "review", "writing" ] }, { "credits_per_call": 10.54, "id": "worker_b", "p95_l...
{ "max_calls": 3, "max_credits": 10.538, "max_latency_ms": 156395, "minimum_quality": 0.7752 }
product_tradeoff
synthetic-product_tradeoff-005832
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 5.084, "estimated_latency_ms": 80179, "estimated_pass_rate": 0.7554, "estimated_quality": 0.7846, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": 10...
{ "candidate_count": 4, "pass_rate": 0.7554, "quality": 0.7846, "quality_target_met": true, "utility": 55.926134 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":5.084,"estimated_latency_ms":80179,"estimated_pass_rate":0.7554,"estimated_quality":0.7846,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":10.538,"max_latency_ms":156395,"policy":"balanced","reason_codes":["ind...
{ "ambiguity": 0.7192, "category": "decision", "complexity": 0.5446, "consequence": 0.2685, "evidence_need": 0.3259, "family": "product_tradeoff", "input_tokens": 5080, "request_id": "synthetic-product_tradeoff-005832", "reversibility": 0.8027, "risk": 0.4352, "summary": "Evaluate build-versus-buy...
[ { "credits_per_call": 0.913, "id": "worker_a", "p95_latency_ms": 27191, "pass_rate": 0.4645, "provider_group": "provider_y", "quality": 0.7284, "strengths": [ "coding", "drafting", "speed" ] }, { "credits_per_call": 4.171, "id": "worker_b", "p95_late...
{ "max_calls": 3, "max_credits": 19.37, "max_latency_ms": 153628, "minimum_quality": 0.9481 }
debugging
synthetic-debugging-017748
{ "access": { "finalizer": [ "writer", "reviewer" ], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 16.361, "estimated_latency_ms": 126256, "estimated_pass_rate": 0.7434, "estimated_quality": 0.9304, "finalizer": "worker_a", "independent_verification...
{ "candidate_count": 15, "pass_rate": 0.7434, "quality": 0.9304, "quality_target_met": false, "utility": 71.750379 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.361,"estimated_latency_ms":126256,"estimated_pass_rate":0.7434,"estimated_quality":0.9304,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":19.37,"max_latency_ms":153628,"policy":"stri...
{ "ambiguity": 0.5874, "category": "coding", "complexity": 0.6488, "consequence": 0.3467, "evidence_need": 0.7483, "family": "debugging", "input_tokens": 7400, "request_id": "synthetic-debugging-017748", "reversibility": 0.4293, "risk": 0.5432, "summary": "Diagnose an intermittent failure in usage...
[ { "credits_per_call": 11.523, "id": "worker_a", "p95_latency_ms": 49725, "pass_rate": 0.9719, "provider_group": "provider_x", "quality": 0.995, "strengths": [ "implementation", "reasoning", "synthesis" ] }, { "credits_per_call": 4.023, "id": "worker_b", ...
{ "max_calls": 3, "max_credits": 19.842, "max_latency_ms": 250026, "minimum_quality": 0.8451 }
data_analysis
synthetic-data_analysis-015926
{ "access": { "finalizer": [ "writer", "reviewer" ], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 16.846, "estimated_latency_ms": 182148, "estimated_pass_rate": 0.824, "estimated_quality": 0.9175, "finalizer": "worker_c", "independent_verification"...
{ "candidate_count": 15, "pass_rate": 0.824, "quality": 0.9175, "quality_target_met": true, "utility": 73.159651 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.846,"estimated_latency_ms":182148,"estimated_pass_rate":0.824,"estimated_quality":0.9175,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":19.842,"max_latency_ms":250026,"policy":"stri...
{ "ambiguity": 0.6787, "category": "analysis", "complexity": 0.6674, "consequence": 0.6086, "evidence_need": 0.6262, "family": "data_analysis", "input_tokens": 2520, "request_id": "synthetic-data_analysis-015926", "reversibility": 0.932, "risk": 0.4747, "summary": "Analyze a dataset about usage me...
[ { "credits_per_call": 3.525, "id": "worker_a", "p95_latency_ms": 64218, "pass_rate": 0.8271, "provider_group": "provider_z", "quality": 0.8818, "strengths": [ "reasoning", "review", "writing" ] }, { "credits_per_call": 0.816, "id": "worker_b", "p95_l...
{ "max_calls": 2, "max_credits": 17.149, "max_latency_ms": 163165, "minimum_quality": 0.7501 }
incident_response
synthetic-incident_response-013567
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 14.889, "estimated_latency_ms": 135653, "estimated_pass_rate": 0.8272, "estimated_quality": 0.8849, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": ...
{ "candidate_count": 9, "pass_rate": 0.8272, "quality": 0.8849, "quality_target_met": true, "utility": 68.484494 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":14.889,"estimated_latency_ms":135653,"estimated_pass_rate":0.8272,"estimated_quality":0.8849,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":17.149,"max_latency_ms":163165,"policy":"balanced","reason_codes":["c...
{ "ambiguity": 0.5263, "category": "operations", "complexity": 0.8463, "consequence": 0.8103, "evidence_need": 0.9146, "family": "incident_response", "input_tokens": 6840, "request_id": "synthetic-incident_response-013567", "reversibility": 0.5393, "risk": 0.6325, "summary": "Plan immediate contai...
[ { "credits_per_call": 1.149, "id": "worker_a", "p95_latency_ms": 27523, "pass_rate": 0.5705, "provider_group": "provider_x", "quality": 0.7264, "strengths": [ "coding", "drafting", "speed" ] }, { "credits_per_call": 11.844, "id": "worker_b", "p95_lat...
{ "max_calls": 2, "max_credits": 11.804, "max_latency_ms": 185035, "minimum_quality": 0.792 }
incident_response
synthetic-incident_response-014047
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 4.547, "estimated_latency_ms": 88333, "estimated_pass_rate": 0.5407, "estimated_quality": 0.7387, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": 11...
{ "candidate_count": 4, "pass_rate": 0.5407, "quality": 0.7387, "quality_target_met": false, "utility": 53.781716 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.547,"estimated_latency_ms":88333,"estimated_pass_rate":0.5407,"estimated_quality":0.7387,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":11.804,"max_latency_ms":185035,"policy":"balanced","reason_codes":["bes...
{ "ambiguity": 0.7368, "category": "operations", "complexity": 0.7625, "consequence": 0.6074, "evidence_need": 0.5411, "family": "incident_response", "input_tokens": 6840, "request_id": "synthetic-incident_response-014047", "reversibility": 0.226, "risk": 0.714, "summary": "Plan immediate containm...
[ { "credits_per_call": 3.694, "id": "worker_a", "p95_latency_ms": 65362, "pass_rate": 0.7344, "provider_group": "provider_x", "quality": 0.8354, "strengths": [ "reasoning", "review", "writing" ] }, { "credits_per_call": 0.853, "id": "worker_b", "p95_l...
{ "max_calls": 2, "max_credits": 6.217, "max_latency_ms": 119817, "minimum_quality": 0.8622 }
feature_implementation
synthetic-feature_implementation-007763
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 4.043, "estimated_latency_ms": 90627, "estimated_pass_rate": 0.7329, "estimated_quality": 0.7882, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": 6....
{ "candidate_count": 4, "pass_rate": 0.7329, "quality": 0.7882, "quality_target_met": false, "utility": 51.840797 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose. INPUT={"constraints...
loom-conductor-v2
synthetic-empirical-v1
train
{"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":4.043,"estimated_latency_ms":90627,"estimated_pass_rate":0.7329,"estimated_quality":0.7882,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":6.217,"max_latency_ms":119817,"policy":"balanced","reason_codes":["best...
{ "ambiguity": 0.2935, "category": "coding", "complexity": 0.746, "consequence": 0.5926, "evidence_need": 0.3458, "family": "feature_implementation", "input_tokens": 7520, "request_id": "synthetic-feature_implementation-007763", "reversibility": 0.7724, "risk": 0.3663, "summary": "Design an API fo...
[ { "credits_per_call": 12.365, "id": "worker_a", "p95_latency_ms": 69425, "pass_rate": 0.8865, "provider_group": "provider_y", "quality": 0.9308, "strengths": [ "implementation", "reasoning", "synthesis" ] }, { "credits_per_call": 0.863, "id": "worker_b",...
{ "max_calls": 3, "max_credits": 16.641, "max_latency_ms": 202534, "minimum_quality": 0.8268 }
data_analysis
synthetic-data_analysis-006238
{ "access": { "finalizer": [ "writer", "reviewer" ], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 15.642, "estimated_latency_ms": 180670, "estimated_pass_rate": 0.7784, "estimated_quality": 0.9316, "finalizer": "worker_a", "independent_verification...
{ "candidate_count": 15, "pass_rate": 0.7784, "quality": 0.9316, "quality_target_met": true, "utility": 71.275402 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.642,"estimated_latency_ms":180670,"estimated_pass_rate":0.7784,"estimated_quality":0.9316,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":16.641,"max_latency_ms":202534,"policy":"str...
{ "ambiguity": 0.5189, "category": "analysis", "complexity": 0.6899, "consequence": 0.2334, "evidence_need": 0.7628, "family": "data_analysis", "input_tokens": 3800, "request_id": "synthetic-data_analysis-006238", "reversibility": 0.6584, "risk": 0.4827, "summary": "Interpret a noisy metric shift ...
[ { "credits_per_call": 10.578, "id": "worker_a", "p95_latency_ms": 74961, "pass_rate": 0.995, "provider_group": "provider_z", "quality": 0.995, "strengths": [ "implementation", "reasoning", "synthesis" ] }, { "credits_per_call": 4.003, "id": "worker_b", ...
{ "max_calls": 1, "max_credits": 1.112, "max_latency_ms": 36824, "minimum_quality": 0.7686 }
content_revision
synthetic-content_revision-003970
{ "access": { "finalizer": [], "reviewer": [], "writer": [] }, "estimated_credits": 0.925, "estimated_latency_ms": 19948, "estimated_pass_rate": 0.4225, "estimated_quality": 0.7225, "finalizer": null, "independent_verification": false, "max_calls": 1, "max_credits": 1.112, "max_latency...
{ "candidate_count": 1, "pass_rate": 0.4225, "quality": 0.7225, "quality_target_met": false, "utility": 44.315755 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose. INPUT={"constraints...
loom-conductor-v2
synthetic-empirical-v1
train
{"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.925,"estimated_latency_ms":19948,"estimated_pass_rate":0.4225,"estimated_quality":0.7225,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.112,"max_latency_ms":36824,"policy":"lean","reason_codes":["best_feasible_be...
{ "ambiguity": 0.2174, "category": "writing", "complexity": 0.3803, "consequence": 0.2051, "evidence_need": 0.2643, "family": "content_revision", "input_tokens": 3440, "request_id": "synthetic-content_revision-003970", "reversibility": 0.9701, "risk": 0.1425, "summary": "Tighten a product explanat...
[ { "credits_per_call": 3.759, "id": "worker_a", "p95_latency_ms": 65042, "pass_rate": 0.8458, "provider_group": "provider_z", "quality": 0.9329, "strengths": [ "reasoning", "review", "writing" ] }, { "credits_per_call": 13.962, "id": "worker_b", "p95_...
{ "max_calls": 3, "max_credits": 23.386, "max_latency_ms": 175178, "minimum_quality": 0.8366 }
research_synthesis
synthetic-research_synthesis-006349
{ "access": { "finalizer": [ "writer", "reviewer" ], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 20.353, "estimated_latency_ms": 140009, "estimated_pass_rate": 0.6652, "estimated_quality": 0.9167, "finalizer": "worker_c", "independent_verification...
{ "candidate_count": 15, "pass_rate": 0.6652, "quality": 0.9167, "quality_target_met": true, "utility": 72.195033 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":20.353,"estimated_latency_ms":140009,"estimated_pass_rate":0.6652,"estimated_quality":0.9167,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":23.386,"max_latency_ms":175178,"policy":"str...
{ "ambiguity": 0.7214, "category": "research", "complexity": 0.7691, "consequence": 0.3161, "evidence_need": 0.9047, "family": "research_synthesis", "input_tokens": 560, "request_id": "synthetic-research_synthesis-006349", "reversibility": 0.9078, "risk": 0.4712, "summary": "Review competing appro...
[ { "credits_per_call": 4.257, "id": "worker_a", "p95_latency_ms": 50654, "pass_rate": 0.8051, "provider_group": "provider_z", "quality": 0.8344, "strengths": [ "reasoning", "review", "synthesis", "writing" ] }, { "credits_per_call": 0.855, "id": "wo...
{ "max_calls": 1, "max_credits": 2.317, "max_latency_ms": 36652, "minimum_quality": 0.7124 }
content_revision
synthetic-content_revision-004682
{ "access": { "finalizer": [], "reviewer": [], "writer": [] }, "estimated_credits": 1.069, "estimated_latency_ms": 21606, "estimated_pass_rate": 0.4584, "estimated_quality": 0.5905, "finalizer": null, "independent_verification": false, "max_calls": 1, "max_credits": 2.317, "max_latency...
{ "candidate_count": 1, "pass_rate": 0.4584, "quality": 0.5905, "quality_target_met": false, "utility": 36.152086 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.069,"estimated_latency_ms":21606,"estimated_pass_rate":0.4584,"estimated_quality":0.5905,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.317,"max_latency_ms":36652,"policy":"lean","reason_codes":["best_feasible_be...
{ "ambiguity": 0.3575, "category": "writing", "complexity": 0.4271, "consequence": 0.1424, "evidence_need": 0.1037, "family": "content_revision", "input_tokens": 2960, "request_id": "synthetic-content_revision-004682", "reversibility": 0.9971, "risk": 0.1275, "summary": "Tighten a product explanat...
[ { "credits_per_call": 1.069, "id": "worker_a", "p95_latency_ms": 21606, "pass_rate": 0.5442, "provider_group": "provider_z", "quality": 0.6209, "strengths": [ "coding", "drafting", "speed" ] }, { "credits_per_call": 3.064, "id": "worker_b", "p95_late...
{ "max_calls": 3, "max_credits": 9.784, "max_latency_ms": 225880, "minimum_quality": 0.687 }
feature_implementation
synthetic-feature_implementation-006083
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 5.121, "estimated_latency_ms": 87145, "estimated_pass_rate": 0.5506, "estimated_quality": 0.7737, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": 9....
{ "candidate_count": 4, "pass_rate": 0.5506, "quality": 0.7737, "quality_target_met": true, "utility": 56.710006 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":5.121,"estimated_latency_ms":87145,"estimated_pass_rate":0.5506,"estimated_quality":0.7737,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":9.784,"max_latency_ms":225880,"policy":"balanced","reason_codes":["comp...
{ "ambiguity": 0.4018, "category": "coding", "complexity": 0.8278, "consequence": 0.6003, "evidence_need": 0.417, "family": "feature_implementation", "input_tokens": 4920, "request_id": "synthetic-feature_implementation-006083", "reversibility": 0.5119, "risk": 0.5602, "summary": "Design an API fo...
[ { "credits_per_call": 13.625, "id": "worker_a", "p95_latency_ms": 69655, "pass_rate": 0.9376, "provider_group": "provider_y", "quality": 0.9724, "strengths": [ "coding", "implementation", "reasoning", "synthesis" ] }, { "credits_per_call": 0.982, "...
{ "max_calls": 2, "max_credits": 1.663, "max_latency_ms": 20359, "minimum_quality": 0.7613 }
research_synthesis
synthetic-research_synthesis-006501
{ "access": { "finalizer": [], "reviewer": [], "writer": [] }, "estimated_credits": 0.967, "estimated_latency_ms": 18402, "estimated_pass_rate": 0.3353, "estimated_quality": 0.5093, "finalizer": null, "independent_verification": false, "max_calls": 1, "max_credits": 1.663, "max_latency...
{ "candidate_count": 1, "pass_rate": 0.3353, "quality": 0.5093, "quality_target_met": false, "utility": 20.566706 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose. INPUT={"constraints...
loom-conductor-v2
synthetic-empirical-v1
train
{"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.967,"estimated_latency_ms":18402,"estimated_pass_rate":0.3353,"estimated_quality":0.5093,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.663,"max_latency_ms":20359,"policy":"lean","reason_codes":["best_feasible_be...
{ "ambiguity": 0.7778, "category": "research", "complexity": 0.7675, "consequence": 0.4002, "evidence_need": 0.662, "family": "research_synthesis", "input_tokens": 3640, "request_id": "synthetic-research_synthesis-006501", "reversibility": 0.8705, "risk": 0.4576, "summary": "Compare evidence for p...
[ { "credits_per_call": 3.725, "id": "worker_a", "p95_latency_ms": 66977, "pass_rate": 0.8227, "provider_group": "provider_z", "quality": 0.8341, "strengths": [ "reasoning", "review", "writing" ] }, { "credits_per_call": 0.967, "id": "worker_b", "p95_l...
{ "max_calls": 3, "max_credits": 25.756, "max_latency_ms": 170701, "minimum_quality": 0.7862 }
incident_response
synthetic-incident_response-002351
{ "access": { "finalizer": [ "writer", "reviewer" ], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 18.9, "estimated_latency_ms": 155016, "estimated_pass_rate": 0.7337, "estimated_quality": 0.9164, "finalizer": "worker_a", "independent_verification":...
{ "candidate_count": 15, "pass_rate": 0.7337, "quality": 0.9164, "quality_target_met": true, "utility": 80.966044 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.9,"estimated_latency_ms":155016,"estimated_pass_rate":0.7337,"estimated_quality":0.9164,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":25.756,"max_latency_ms":170701,"policy":"stric...
{ "ambiguity": 0.659, "category": "operations", "complexity": 0.8297, "consequence": 0.6769, "evidence_need": 0.7171, "family": "incident_response", "input_tokens": 1440, "request_id": "synthetic-incident_response-002351", "reversibility": 0.3066, "risk": 0.907, "summary": "Prioritize actions duri...
[ { "credits_per_call": 14.964, "id": "worker_a", "p95_latency_ms": 63794, "pass_rate": 0.9459, "provider_group": "provider_x", "quality": 0.9906, "strengths": [ "implementation", "reasoning", "synthesis" ] }, { "credits_per_call": 0.809, "id": "worker_b",...
{ "max_calls": 2, "max_credits": 18.57, "max_latency_ms": 148845, "minimum_quality": 0.7474 }
incident_response
synthetic-incident_response-010975
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 17.555, "estimated_latency_ms": 138255, "estimated_pass_rate": 0.8718, "estimated_quality": 0.8948, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": ...
{ "candidate_count": 9, "pass_rate": 0.8718, "quality": 0.8948, "quality_target_met": true, "utility": 68.792867 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":17.555,"estimated_latency_ms":138255,"estimated_pass_rate":0.8718,"estimated_quality":0.8948,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":18.57,"max_latency_ms":148845,"policy":"balanced","reason_codes":["co...
{ "ambiguity": 0.65, "category": "operations", "complexity": 0.7939, "consequence": 0.7885, "evidence_need": 0.5701, "family": "incident_response", "input_tokens": 7080, "request_id": "synthetic-incident_response-010975", "reversibility": 0.4442, "risk": 0.7287, "summary": "Review an outage involv...
[ { "credits_per_call": 4.196, "id": "worker_a", "p95_latency_ms": 74182, "pass_rate": 0.7596, "provider_group": "provider_z", "quality": 0.8235, "strengths": [ "drafting", "reasoning", "review", "writing" ] }, { "credits_per_call": 1.177, "id": "wor...
{ "max_calls": 2, "max_credits": 10.368, "max_latency_ms": 224831, "minimum_quality": 0.8119 }
product_tradeoff
synthetic-product_tradeoff-006656
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 5.143, "estimated_latency_ms": 67689, "estimated_pass_rate": 0.7456, "estimated_quality": 0.8167, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": 10...
{ "candidate_count": 4, "pass_rate": 0.7456, "quality": 0.8167, "quality_target_met": true, "utility": 59.121383 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":5.143,"estimated_latency_ms":67689,"estimated_pass_rate":0.7456,"estimated_quality":0.8167,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":10.368,"max_latency_ms":224831,"policy":"balanced","reason_codes":["ind...
{ "ambiguity": 0.633, "category": "decision", "complexity": 0.549, "consequence": 0.2421, "evidence_need": 0.3351, "family": "product_tradeoff", "input_tokens": 1920, "request_id": "synthetic-product_tradeoff-006656", "reversibility": 0.6187, "risk": 0.2086, "summary": "Choose an implementation st...
[ { "credits_per_call": 1.178, "id": "worker_a", "p95_latency_ms": 22276, "pass_rate": 0.5583, "provider_group": "provider_z", "quality": 0.7402, "strengths": [ "coding", "drafting", "speed" ] }, { "credits_per_call": 3.965, "id": "worker_b", "p95_late...
{ "max_calls": 3, "max_credits": 18.742, "max_latency_ms": 173158, "minimum_quality": 0.8119 }
research_synthesis
synthetic-research_synthesis-019477
{ "access": { "finalizer": [ "writer", "reviewer" ], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 15.299, "estimated_latency_ms": 164919, "estimated_pass_rate": 0.7272, "estimated_quality": 0.9164, "finalizer": "worker_a", "independent_verification...
{ "candidate_count": 15, "pass_rate": 0.7272, "quality": 0.9164, "quality_target_met": true, "utility": 74.00909 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose. INPUT={"constraints...
loom-conductor-v2
synthetic-empirical-v1
train
{"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":15.299,"estimated_latency_ms":164919,"estimated_pass_rate":0.7272,"estimated_quality":0.9164,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":18.742,"max_latency_ms":173158,"policy":"str...
{ "ambiguity": 0.6551, "category": "research", "complexity": 0.8304, "consequence": 0.2762, "evidence_need": 0.9689, "family": "research_synthesis", "input_tokens": 4280, "request_id": "synthetic-research_synthesis-019477", "reversibility": 0.7782, "risk": 0.5102, "summary": "Compare evidence for ...
[ { "credits_per_call": 10.964, "id": "worker_a", "p95_latency_ms": 91069, "pass_rate": 0.995, "provider_group": "provider_x", "quality": 0.9764, "strengths": [ "implementation", "reasoning", "synthesis" ] }, { "credits_per_call": 0.786, "id": "worker_b", ...
{ "max_calls": 1, "max_credits": 2.059, "max_latency_ms": 36870, "minimum_quality": 0.5095 }
content_revision
synthetic-content_revision-001490
{ "access": { "finalizer": [], "reviewer": [], "writer": [] }, "estimated_credits": 0.807, "estimated_latency_ms": 27148, "estimated_pass_rate": 0.32, "estimated_quality": 0.6406, "finalizer": null, "independent_verification": false, "max_calls": 1, "max_credits": 2.059, "max_latency_m...
{ "candidate_count": 1, "pass_rate": 0.32, "quality": 0.6406, "quality_target_met": true, "utility": 41.02021 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.807,"estimated_latency_ms":27148,"estimated_pass_rate":0.32,"estimated_quality":0.6406,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.059,"max_latency_ms":36870,"policy":"lean","reason_codes":["single_call_suffic...
{ "ambiguity": 0.2536, "category": "writing", "complexity": 0.4639, "consequence": 0.0804, "evidence_need": 0.1092, "family": "content_revision", "input_tokens": 7480, "request_id": "synthetic-content_revision-001490", "reversibility": 0.8407, "risk": 0.0717, "summary": "Edit documentation for pro...
[ { "credits_per_call": 2.899, "id": "worker_a", "p95_latency_ms": 46803, "pass_rate": 0.9293, "provider_group": "provider_y", "quality": 0.9143, "strengths": [ "reasoning", "review", "writing" ] }, { "credits_per_call": 0.807, "id": "worker_b", "p95_l...
{ "max_calls": 2, "max_credits": 6.292, "max_latency_ms": 178580, "minimum_quality": 0.8967 }
feature_implementation
synthetic-feature_implementation-007643
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 4.464, "estimated_latency_ms": 104261, "estimated_pass_rate": 0.576, "estimated_quality": 0.7708, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": 6....
{ "candidate_count": 4, "pass_rate": 0.576, "quality": 0.7708, "quality_target_met": false, "utility": 48.82328 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.464,"estimated_latency_ms":104261,"estimated_pass_rate":0.576,"estimated_quality":0.7708,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":6.292,"max_latency_ms":178580,"policy":"balanced","reason_codes":["best...
{ "ambiguity": 0.4244, "category": "coding", "complexity": 0.6741, "consequence": 0.4087, "evidence_need": 0.5318, "family": "feature_implementation", "input_tokens": 3760, "request_id": "synthetic-feature_implementation-007643", "reversibility": 0.7594, "risk": 0.5598, "summary": "Design an API f...
[ { "credits_per_call": 13.457, "id": "worker_a", "p95_latency_ms": 74306, "pass_rate": 0.9159, "provider_group": "provider_x", "quality": 0.932, "strengths": [ "coding", "implementation", "reasoning", "synthesis" ] }, { "credits_per_call": 0.839, "i...
{ "max_calls": 3, "max_credits": 3.27, "max_latency_ms": 44641, "minimum_quality": 0.4826 }
debugging
synthetic-debugging-007572
{ "access": { "finalizer": [], "reviewer": [], "writer": [] }, "estimated_credits": 0.944, "estimated_latency_ms": 27087, "estimated_pass_rate": 0.3713, "estimated_quality": 0.6704, "finalizer": null, "independent_verification": false, "max_calls": 1, "max_credits": 3.27, "max_latency_...
{ "candidate_count": 1, "pass_rate": 0.3713, "quality": 0.6704, "quality_target_met": true, "utility": 45.353422 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.944,"estimated_latency_ms":27087,"estimated_pass_rate":0.3713,"estimated_quality":0.6704,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.27,"max_latency_ms":44641,"policy":"lean","reason_codes":["complex_task"],"r...
{ "ambiguity": 0.7225, "category": "coding", "complexity": 0.5887, "consequence": 0.5084, "evidence_need": 0.3792, "family": "debugging", "input_tokens": 5640, "request_id": "synthetic-debugging-007572", "reversibility": 0.4891, "risk": 0.5479, "summary": "Find the root cause of a concurrency-sens...
[ { "credits_per_call": 10.003, "id": "worker_a", "p95_latency_ms": 50845, "pass_rate": 0.9108, "provider_group": "provider_x", "quality": 0.927, "strengths": [ "coding", "implementation", "reasoning", "synthesis" ] }, { "credits_per_call": 0.944, "i...
{ "max_calls": 2, "max_credits": 20.117, "max_latency_ms": 128514, "minimum_quality": 0.7576 }
product_tradeoff
synthetic-product_tradeoff-011096
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 16.413, "estimated_latency_ms": 99081, "estimated_pass_rate": 0.8907, "estimated_quality": 0.9002, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": 2...
{ "candidate_count": 9, "pass_rate": 0.8907, "quality": 0.9002, "quality_target_met": true, "utility": 66.820588 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":16.413,"estimated_latency_ms":99081,"estimated_pass_rate":0.8907,"estimated_quality":0.9002,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":20.117,"max_latency_ms":128514,"policy":"balanced","reason_codes":["co...
{ "ambiguity": 0.7221, "category": "decision", "complexity": 0.6254, "consequence": 0.2904, "evidence_need": 0.6437, "family": "product_tradeoff", "input_tokens": 3400, "request_id": "synthetic-product_tradeoff-011096", "reversibility": 0.6178, "risk": 0.411, "summary": "Evaluate build-versus-buy ...
[ { "credits_per_call": 13.04, "id": "worker_a", "p95_latency_ms": 54244, "pass_rate": 0.995, "provider_group": "provider_z", "quality": 0.9388, "strengths": [ "drafting", "implementation", "reasoning", "synthesis" ] }, { "credits_per_call": 3.373, "...
{ "max_calls": 3, "max_credits": 21.173, "max_latency_ms": 178430, "minimum_quality": 0.9111 }
research_synthesis
synthetic-research_synthesis-018013
{ "access": { "finalizer": [ "writer", "reviewer" ], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 17.266, "estimated_latency_ms": 150931, "estimated_pass_rate": 0.6951, "estimated_quality": 0.9157, "finalizer": "worker_b", "independent_verification...
{ "candidate_count": 15, "pass_rate": 0.6951, "quality": 0.9157, "quality_target_met": true, "utility": 73.983658 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.266,"estimated_latency_ms":150931,"estimated_pass_rate":0.6951,"estimated_quality":0.9157,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":21.173,"max_latency_ms":178430,"policy":"str...
{ "ambiguity": 0.794, "category": "research", "complexity": 0.8686, "consequence": 0.5417, "evidence_need": 0.7837, "family": "research_synthesis", "input_tokens": 4880, "request_id": "synthetic-research_synthesis-018013", "reversibility": 0.8846, "risk": 0.3651, "summary": "Compare evidence for d...
[ { "credits_per_call": 1.132, "id": "worker_a", "p95_latency_ms": 32556, "pass_rate": 0.428, "provider_group": "provider_y", "quality": 0.6759, "strengths": [ "coding", "drafting", "speed", "synthesis" ] }, { "credits_per_call": 13.313, "id": "worke...
{ "max_calls": 2, "max_credits": 2.512, "max_latency_ms": 24609, "minimum_quality": 0.6581 }
data_analysis
synthetic-data_analysis-003926
{ "access": { "finalizer": [], "reviewer": [], "writer": [] }, "estimated_credits": 1.169, "estimated_latency_ms": 21863, "estimated_pass_rate": 0.3185, "estimated_quality": 0.6671, "finalizer": null, "independent_verification": false, "max_calls": 1, "max_credits": 2.512, "max_latency...
{ "candidate_count": 1, "pass_rate": 0.3185, "quality": 0.6671, "quality_target_met": true, "utility": 41.43027 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose. INPUT={"constraints...
loom-conductor-v2
synthetic-empirical-v1
train
{"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":1.169,"estimated_latency_ms":21863,"estimated_pass_rate":0.3185,"estimated_quality":0.6671,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.512,"max_latency_ms":24609,"policy":"lean","reason_codes":["latency_constrai...
{ "ambiguity": 0.2902, "category": "analysis", "complexity": 0.6032, "consequence": 0.6426, "evidence_need": 0.4454, "family": "data_analysis", "input_tokens": 2920, "request_id": "synthetic-data_analysis-003926", "reversibility": 0.8392, "risk": 0.217, "summary": "Analyze a dataset about database...
[ { "credits_per_call": 3.43, "id": "worker_a", "p95_latency_ms": 48168, "pass_rate": 0.8462, "provider_group": "provider_x", "quality": 0.9588, "strengths": [ "reasoning", "review", "writing" ] }, { "credits_per_call": 14.253, "id": "worker_b", "p95_l...
{ "max_calls": 1, "max_credits": 3.948, "max_latency_ms": 29048, "minimum_quality": 0.5628 }
data_analysis
synthetic-data_analysis-007702
{ "access": { "finalizer": [], "reviewer": [], "writer": [] }, "estimated_credits": 0.79, "estimated_latency_ms": 18677, "estimated_pass_rate": 0.3284, "estimated_quality": 0.6868, "finalizer": null, "independent_verification": false, "max_calls": 1, "max_credits": 3.948, "max_latency_...
{ "candidate_count": 1, "pass_rate": 0.3284, "quality": 0.6868, "quality_target_met": true, "utility": 45.840725 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.79,"estimated_latency_ms":18677,"estimated_pass_rate":0.3284,"estimated_quality":0.6868,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.948,"max_latency_ms":29048,"policy":"lean","reason_codes":["independent_evide...
{ "ambiguity": 0.62, "category": "analysis", "complexity": 0.3531, "consequence": 0.2265, "evidence_need": 0.7652, "family": "data_analysis", "input_tokens": 320, "request_id": "synthetic-data_analysis-007702", "reversibility": 0.9242, "risk": 0.3017, "summary": "Analyze a dataset about private cr...
[ { "credits_per_call": 11.525, "id": "worker_a", "p95_latency_ms": 84066, "pass_rate": 0.995, "provider_group": "provider_x", "quality": 0.995, "strengths": [ "implementation", "reasoning", "synthesis" ] }, { "credits_per_call": 3.319, "id": "worker_b", ...
{ "max_calls": 3, "max_credits": 19.683, "max_latency_ms": 202961, "minimum_quality": 0.8931 }
research_synthesis
synthetic-research_synthesis-011653
{ "access": { "finalizer": [ "writer", "reviewer" ], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 14.554, "estimated_latency_ms": 175648, "estimated_pass_rate": 0.7253, "estimated_quality": 0.8981, "finalizer": "worker_c", "independent_verification...
{ "candidate_count": 15, "pass_rate": 0.7253, "quality": 0.8981, "quality_target_met": true, "utility": 71.252561 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":14.554,"estimated_latency_ms":175648,"estimated_pass_rate":0.7253,"estimated_quality":0.8981,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":19.683,"max_latency_ms":202961,"policy":"str...
{ "ambiguity": 0.6556, "category": "research", "complexity": 0.8673, "consequence": 0.474, "evidence_need": 0.6089, "family": "research_synthesis", "input_tokens": 2440, "request_id": "synthetic-research_synthesis-011653", "reversibility": 0.8074, "risk": 0.3176, "summary": "Produce a decision mem...
[ { "credits_per_call": 3.413, "id": "worker_a", "p95_latency_ms": 75063, "pass_rate": 0.8117, "provider_group": "provider_x", "quality": 0.8338, "strengths": [ "reasoning", "review", "writing" ] }, { "credits_per_call": 1.064, "id": "worker_b", "p95_l...
{ "max_calls": 1, "max_credits": 2.077, "max_latency_ms": 50379, "minimum_quality": 0.7666 }
data_analysis
synthetic-data_analysis-003622
{ "access": { "finalizer": [], "reviewer": [], "writer": [] }, "estimated_credits": 1.085, "estimated_latency_ms": 29356, "estimated_pass_rate": 0.3088, "estimated_quality": 0.4881, "finalizer": null, "independent_verification": false, "max_calls": 1, "max_credits": 2.077, "max_latency...
{ "candidate_count": 1, "pass_rate": 0.3088, "quality": 0.4881, "quality_target_met": false, "utility": 19.38872 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose. INPUT={"constraints...
loom-conductor-v2
synthetic-empirical-v1
train
{"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":1.085,"estimated_latency_ms":29356,"estimated_pass_rate":0.3088,"estimated_quality":0.4881,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.077,"max_latency_ms":50379,"policy":"lean","reason_codes":["best_feasible_be...
{ "ambiguity": 0.6803, "category": "analysis", "complexity": 0.723, "consequence": 0.5423, "evidence_need": 0.4978, "family": "data_analysis", "input_tokens": 5040, "request_id": "synthetic-data_analysis-003622", "reversibility": 0.9091, "risk": 0.4232, "summary": "Compare two experiments on obser...
[ { "credits_per_call": 2.885, "id": "worker_a", "p95_latency_ms": 68341, "pass_rate": 0.8046, "provider_group": "provider_y", "quality": 0.8943, "strengths": [ "reasoning", "review", "writing" ] }, { "credits_per_call": 11.847, "id": "worker_b", "p95_...
{ "max_calls": 2, "max_credits": 2.244, "max_latency_ms": 48728, "minimum_quality": 0.7468 }
content_revision
synthetic-content_revision-008410
{ "access": { "finalizer": [], "reviewer": [], "writer": [] }, "estimated_credits": 0.851, "estimated_latency_ms": 24881, "estimated_pass_rate": 0.4057, "estimated_quality": 0.6749, "finalizer": null, "independent_verification": false, "max_calls": 1, "max_credits": 2.244, "max_latency...
{ "candidate_count": 1, "pass_rate": 0.4057, "quality": 0.6749, "quality_target_met": false, "utility": 43.202721 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose. INPUT={"constraints...
loom-conductor-v2
synthetic-empirical-v1
train
{"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.851,"estimated_latency_ms":24881,"estimated_pass_rate":0.4057,"estimated_quality":0.6749,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.244,"max_latency_ms":48728,"policy":"lean","reason_codes":["best_feasible_be...
{ "ambiguity": 0.3623, "category": "writing", "complexity": 0.2118, "consequence": 0.2565, "evidence_need": 0.0722, "family": "content_revision", "input_tokens": 5400, "request_id": "synthetic-content_revision-008410", "reversibility": 0.8469, "risk": 0.1823, "summary": "Tighten a product explanat...
[ { "credits_per_call": 3.131, "id": "worker_a", "p95_latency_ms": 73835, "pass_rate": 0.8093, "provider_group": "provider_y", "quality": 0.8711, "strengths": [ "reasoning", "review", "writing" ] }, { "credits_per_call": 11.026, "id": "worker_b", "p95_...
{ "max_calls": 1, "max_credits": 1.547, "max_latency_ms": 37746, "minimum_quality": 0.6503 }
research_synthesis
synthetic-research_synthesis-005157
{ "access": { "finalizer": [], "reviewer": [], "writer": [] }, "estimated_credits": 1.089, "estimated_latency_ms": 18924, "estimated_pass_rate": 0.3499, "estimated_quality": 0.51, "finalizer": null, "independent_verification": false, "max_calls": 1, "max_credits": 1.547, "max_latency_m...
{ "candidate_count": 1, "pass_rate": 0.3499, "quality": 0.51, "quality_target_met": false, "utility": 26.591418 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.089,"estimated_latency_ms":18924,"estimated_pass_rate":0.3499,"estimated_quality":0.51,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.547,"max_latency_ms":37746,"policy":"lean","reason_codes":["best_feasible_belo...
{ "ambiguity": 0.8751, "category": "research", "complexity": 0.7591, "consequence": 0.5676, "evidence_need": 0.6258, "family": "research_synthesis", "input_tokens": 2840, "request_id": "synthetic-research_synthesis-005157", "reversibility": 0.884, "risk": 0.3431, "summary": "Review competing appro...
[ { "credits_per_call": 3.188, "id": "worker_a", "p95_latency_ms": 57176, "pass_rate": 0.755, "provider_group": "provider_x", "quality": 0.9127, "strengths": [ "reasoning", "review", "writing" ] }, { "credits_per_call": 1.089, "id": "worker_b", "p95_la...
{ "max_calls": 2, "max_credits": 14.366, "max_latency_ms": 254340, "minimum_quality": 0.6988 }
product_tradeoff
synthetic-product_tradeoff-001008
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 13.158, "estimated_latency_ms": 145598, "estimated_pass_rate": 0.8723, "estimated_quality": 0.9266, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": ...
{ "candidate_count": 9, "pass_rate": 0.8723, "quality": 0.9266, "quality_target_met": true, "utility": 68.307902 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":13.158,"estimated_latency_ms":145598,"estimated_pass_rate":0.8723,"estimated_quality":0.9266,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":14.366,"max_latency_ms":254340,"policy":"balanced","reason_codes":["c...
{ "ambiguity": 0.6796, "category": "decision", "complexity": 0.6253, "consequence": 0.4291, "evidence_need": 0.484, "family": "product_tradeoff", "input_tokens": 3600, "request_id": "synthetic-product_tradeoff-001008", "reversibility": 0.8106, "risk": 0.333, "summary": "Evaluate build-versus-buy o...
[ { "credits_per_call": 9.951, "id": "worker_a", "p95_latency_ms": 89801, "pass_rate": 0.969, "provider_group": "provider_z", "quality": 0.995, "strengths": [ "drafting", "implementation", "reasoning", "synthesis" ] }, { "credits_per_call": 3.207, "i...
{ "max_calls": 2, "max_credits": 22.133, "max_latency_ms": 152133, "minimum_quality": 0.7903 }
incident_response
synthetic-incident_response-008359
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 17.661, "estimated_latency_ms": 109194, "estimated_pass_rate": 0.8632, "estimated_quality": 0.9156, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": ...
{ "candidate_count": 9, "pass_rate": 0.8632, "quality": 0.9156, "quality_target_met": true, "utility": 70.513457 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":17.661,"estimated_latency_ms":109194,"estimated_pass_rate":0.8632,"estimated_quality":0.9156,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":22.133,"max_latency_ms":152133,"policy":"balanced","reason_codes":["c...
{ "ambiguity": 0.5382, "category": "operations", "complexity": 0.84, "consequence": 0.6107, "evidence_need": 0.7626, "family": "incident_response", "input_tokens": 2200, "request_id": "synthetic-incident_response-008359", "reversibility": 0.2836, "risk": 0.6711, "summary": "Prioritize actions duri...
[ { "credits_per_call": 1.177, "id": "worker_a", "p95_latency_ms": 23993, "pass_rate": 0.5191, "provider_group": "provider_y", "quality": 0.7774, "strengths": [ "coding", "drafting", "speed" ] }, { "credits_per_call": 3.201, "id": "worker_b", "p95_late...
{ "max_calls": 3, "max_credits": 9.52, "max_latency_ms": 103782, "minimum_quality": 0.7167 }
feature_implementation
synthetic-feature_implementation-005187
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 4.121, "estimated_latency_ms": 81844, "estimated_pass_rate": 0.6158, "estimated_quality": 0.7717, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": 9....
{ "candidate_count": 4, "pass_rate": 0.6158, "quality": 0.7717, "quality_target_met": true, "utility": 56.4529 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.121,"estimated_latency_ms":81844,"estimated_pass_rate":0.6158,"estimated_quality":0.7717,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":9.52,"max_latency_ms":103782,"policy":"balanced","reason_codes":["compl...
{ "ambiguity": 0.2679, "category": "coding", "complexity": 0.7622, "consequence": 0.6207, "evidence_need": 0.4092, "family": "feature_implementation", "input_tokens": 7720, "request_id": "synthetic-feature_implementation-005187", "reversibility": 0.5761, "risk": 0.4614, "summary": "Implement datab...
[ { "credits_per_call": 1.056, "id": "worker_a", "p95_latency_ms": 19855, "pass_rate": 0.5559, "provider_group": "provider_z", "quality": 0.745, "strengths": [ "coding", "drafting", "speed" ] }, { "credits_per_call": 12.629, "id": "worker_b", "p95_late...
{ "max_calls": 1, "max_credits": 3.955, "max_latency_ms": 44896, "minimum_quality": 0.529 }
research_synthesis
synthetic-research_synthesis-006565
{ "access": { "finalizer": [], "reviewer": [], "writer": [] }, "estimated_credits": 0.801, "estimated_latency_ms": 31800, "estimated_pass_rate": 0.3421, "estimated_quality": 0.5226, "finalizer": null, "independent_verification": false, "max_calls": 1, "max_credits": 3.955, "max_latency...
{ "candidate_count": 1, "pass_rate": 0.3421, "quality": 0.5226, "quality_target_met": false, "utility": 35.395635 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.801,"estimated_latency_ms":31800,"estimated_pass_rate":0.3421,"estimated_quality":0.5226,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.955,"max_latency_ms":44896,"policy":"lean","reason_codes":["best_feasible_be...
{ "ambiguity": 0.8281, "category": "research", "complexity": 0.4812, "consequence": 0.4834, "evidence_need": 0.8193, "family": "research_synthesis", "input_tokens": 5800, "request_id": "synthetic-research_synthesis-006565", "reversibility": 0.8829, "risk": 0.3886, "summary": "Review competing appr...
[ { "credits_per_call": 0.801, "id": "worker_a", "p95_latency_ms": 31800, "pass_rate": 0.4907, "provider_group": "provider_z", "quality": 0.6132, "strengths": [ "coding", "drafting", "speed", "synthesis" ] }, { "credits_per_call": 2.925, "id": "worke...
{ "max_calls": 2, "max_credits": 17.783, "max_latency_ms": 170306, "minimum_quality": 0.7897 }
incident_response
synthetic-incident_response-013759
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 15.871, "estimated_latency_ms": 128118, "estimated_pass_rate": 0.9127, "estimated_quality": 0.9195, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": ...
{ "candidate_count": 9, "pass_rate": 0.9127, "quality": 0.9195, "quality_target_met": true, "utility": 70.023296 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":15.871,"estimated_latency_ms":128118,"estimated_pass_rate":0.9127,"estimated_quality":0.9195,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":17.783,"max_latency_ms":170306,"policy":"balanced","reason_codes":["c...
{ "ambiguity": 0.395, "category": "operations", "complexity": 0.5074, "consequence": 0.5653, "evidence_need": 0.6005, "family": "incident_response", "input_tokens": 7160, "request_id": "synthetic-incident_response-013759", "reversibility": 0.232, "risk": 0.567, "summary": "Prioritize actions durin...
[ { "credits_per_call": 12.02, "id": "worker_a", "p95_latency_ms": 63014, "pass_rate": 0.9901, "provider_group": "provider_z", "quality": 0.9303, "strengths": [ "implementation", "reasoning", "synthesis" ] }, { "credits_per_call": 1.008, "id": "worker_b", ...
{ "max_calls": 2, "max_credits": 11.361, "max_latency_ms": 139316, "minimum_quality": 0.8553 }
product_tradeoff
synthetic-product_tradeoff-003784
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 4.527, "estimated_latency_ms": 87407, "estimated_pass_rate": 0.5246, "estimated_quality": 0.7746, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": 11...
{ "candidate_count": 4, "pass_rate": 0.5246, "quality": 0.7746, "quality_target_met": false, "utility": 50.901196 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.527,"estimated_latency_ms":87407,"estimated_pass_rate":0.5246,"estimated_quality":0.7746,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":11.361,"max_latency_ms":139316,"policy":"balanced","reason_codes":["bes...
{ "ambiguity": 0.6113, "category": "decision", "complexity": 0.6645, "consequence": 0.6118, "evidence_need": 0.6098, "family": "product_tradeoff", "input_tokens": 3680, "request_id": "synthetic-product_tradeoff-003784", "reversibility": 0.7944, "risk": 0.2168, "summary": "Choose an implementation ...
[ { "credits_per_call": 3.606, "id": "worker_a", "p95_latency_ms": 60454, "pass_rate": 0.759, "provider_group": "provider_x", "quality": 0.8211, "strengths": [ "reasoning", "review", "writing" ] }, { "credits_per_call": 0.921, "id": "worker_b", "p95_la...
{ "max_calls": 2, "max_credits": 9.888, "max_latency_ms": 228126, "minimum_quality": 0.7979 }
feature_implementation
synthetic-feature_implementation-010403
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 4.232, "estimated_latency_ms": 76123, "estimated_pass_rate": 0.5271, "estimated_quality": 0.7467, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": 9....
{ "candidate_count": 4, "pass_rate": 0.5271, "quality": 0.7467, "quality_target_met": false, "utility": 51.304349 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.232,"estimated_latency_ms":76123,"estimated_pass_rate":0.5271,"estimated_quality":0.7467,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":9.888,"max_latency_ms":228126,"policy":"balanced","reason_codes":["best...
{ "ambiguity": 0.2261, "category": "coding", "complexity": 0.8441, "consequence": 0.3071, "evidence_need": 0.5043, "family": "feature_implementation", "input_tokens": 6600, "request_id": "synthetic-feature_implementation-010403", "reversibility": 0.5781, "risk": 0.361, "summary": "Patch a producti...
[ { "credits_per_call": 14.81, "id": "worker_a", "p95_latency_ms": 86014, "pass_rate": 0.9452, "provider_group": "provider_y", "quality": 0.938, "strengths": [ "implementation", "reasoning", "synthesis" ] }, { "credits_per_call": 3.312, "id": "worker_b", ...
{ "max_calls": 3, "max_credits": 15.578, "max_latency_ms": 163653, "minimum_quality": 0.8371 }
incident_response
synthetic-incident_response-013039
{ "access": { "finalizer": [ "writer", "reviewer" ], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 15.001, "estimated_latency_ms": 147190, "estimated_pass_rate": 0.7638, "estimated_quality": 0.9081, "finalizer": "worker_b", "independent_verification...
{ "candidate_count": 15, "pass_rate": 0.7638, "quality": 0.9081, "quality_target_met": true, "utility": 77.322395 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.001,"estimated_latency_ms":147190,"estimated_pass_rate":0.7638,"estimated_quality":0.9081,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":15.578,"max_latency_ms":163653,"policy":"str...
{ "ambiguity": 0.7502, "category": "operations", "complexity": 0.8262, "consequence": 0.5697, "evidence_need": 0.8101, "family": "incident_response", "input_tokens": 3400, "request_id": "synthetic-incident_response-013039", "reversibility": 0.395, "risk": 0.6982, "summary": "Prioritize actions dur...
[ { "credits_per_call": 1.103, "id": "worker_a", "p95_latency_ms": 31182, "pass_rate": 0.5597, "provider_group": "provider_y", "quality": 0.7006, "strengths": [ "coding", "drafting", "speed" ] }, { "credits_per_call": 11.113, "id": "worker_b", "p95_lat...
{ "max_calls": 2, "max_credits": 11.781, "max_latency_ms": 226180, "minimum_quality": 0.8432 }
feature_implementation
synthetic-feature_implementation-008699
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 4.092, "estimated_latency_ms": 81377, "estimated_pass_rate": 0.7307, "estimated_quality": 0.7945, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": 11...
{ "candidate_count": 4, "pass_rate": 0.7307, "quality": 0.7945, "quality_target_met": false, "utility": 56.616798 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.092,"estimated_latency_ms":81377,"estimated_pass_rate":0.7307,"estimated_quality":0.7945,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":11.781,"max_latency_ms":226180,"policy":"balanced","reason_codes":["bes...
{ "ambiguity": 0.2046, "category": "coding", "complexity": 0.7649, "consequence": 0.4131, "evidence_need": 0.5224, "family": "feature_implementation", "input_tokens": 4880, "request_id": "synthetic-feature_implementation-008699", "reversibility": 0.4941, "risk": 0.2854, "summary": "Implement backg...
[ { "credits_per_call": 12.715, "id": "worker_a", "p95_latency_ms": 79129, "pass_rate": 0.8948, "provider_group": "provider_x", "quality": 0.9631, "strengths": [ "implementation", "reasoning", "synthesis" ] }, { "credits_per_call": 1.053, "id": "worker_b",...
{ "max_calls": 1, "max_credits": 2.059, "max_latency_ms": 24861, "minimum_quality": 0.7528 }
debugging
synthetic-debugging-007612
{ "access": { "finalizer": [], "reviewer": [], "writer": [] }, "estimated_credits": 0.842, "estimated_latency_ms": 20728, "estimated_pass_rate": 0.3514, "estimated_quality": 0.6435, "finalizer": null, "independent_verification": false, "max_calls": 1, "max_credits": 2.059, "max_latency...
{ "candidate_count": 1, "pass_rate": 0.3514, "quality": 0.6435, "quality_target_met": false, "utility": 36.774145 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.842,"estimated_latency_ms":20728,"estimated_pass_rate":0.3514,"estimated_quality":0.6435,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.059,"max_latency_ms":24861,"policy":"lean","reason_codes":["best_feasible_be...
{ "ambiguity": 0.6994, "category": "coding", "complexity": 0.8081, "consequence": 0.3612, "evidence_need": 0.5945, "family": "debugging", "input_tokens": 7600, "request_id": "synthetic-debugging-007612", "reversibility": 0.5694, "risk": 0.5592, "summary": "Find the root cause of a concurrency-sens...
[ { "credits_per_call": 3.825, "id": "worker_a", "p95_latency_ms": 69177, "pass_rate": 0.8406, "provider_group": "provider_x", "quality": 0.8962, "strengths": [ "reasoning", "review", "writing" ] }, { "credits_per_call": 0.842, "id": "worker_b", "p95_l...
{ "max_calls": 2, "max_credits": 9.921, "max_latency_ms": 117287, "minimum_quality": 0.7826 }
incident_response
synthetic-incident_response-000679
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 4.828, "estimated_latency_ms": 105757, "estimated_pass_rate": 0.5642, "estimated_quality": 0.7821, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": 9...
{ "candidate_count": 4, "pass_rate": 0.5642, "quality": 0.7821, "quality_target_met": false, "utility": 58.094685 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.828,"estimated_latency_ms":105757,"estimated_pass_rate":0.5642,"estimated_quality":0.7821,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":9.921,"max_latency_ms":117287,"policy":"balanced","reason_codes":["bes...
{ "ambiguity": 0.7911, "category": "operations", "complexity": 0.8286, "consequence": 0.8502, "evidence_need": 0.6558, "family": "incident_response", "input_tokens": 1240, "request_id": "synthetic-incident_response-000679", "reversibility": 0.1691, "risk": 0.651, "summary": "Review an outage invol...
[ { "credits_per_call": 1.075, "id": "worker_a", "p95_latency_ms": 24410, "pass_rate": 0.4762, "provider_group": "provider_y", "quality": 0.753, "strengths": [ "coding", "drafting", "speed" ] }, { "credits_per_call": 13.028, "id": "worker_b", "p95_late...
{ "max_calls": 2, "max_credits": 3.847, "max_latency_ms": 42129, "minimum_quality": 0.699 }
content_revision
synthetic-content_revision-000858
{ "access": { "finalizer": [], "reviewer": [], "writer": [] }, "estimated_credits": 1.151, "estimated_latency_ms": 25805, "estimated_pass_rate": 0.3484, "estimated_quality": 0.73, "finalizer": null, "independent_verification": false, "max_calls": 1, "max_credits": 3.847, "max_latency_m...
{ "candidate_count": 1, "pass_rate": 0.3484, "quality": 0.73, "quality_target_met": true, "utility": 48.422485 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.151,"estimated_latency_ms":25805,"estimated_pass_rate":0.3484,"estimated_quality":0.73,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.847,"max_latency_ms":42129,"policy":"lean","reason_codes":["single_call_suffic...
{ "ambiguity": 0.334, "category": "writing", "complexity": 0.2115, "consequence": 0.1154, "evidence_need": 0.2964, "family": "content_revision", "input_tokens": 5880, "request_id": "synthetic-content_revision-000858", "reversibility": 0.898, "risk": 0.1566, "summary": "Tighten a product explanatio...
[ { "credits_per_call": 13.813, "id": "worker_a", "p95_latency_ms": 51143, "pass_rate": 0.995, "provider_group": "provider_z", "quality": 0.9634, "strengths": [ "implementation", "reasoning", "synthesis" ] }, { "credits_per_call": 3.186, "id": "worker_b", ...
{ "max_calls": 3, "max_credits": 19.838, "max_latency_ms": 172758, "minimum_quality": 0.8711 }
research_synthesis
synthetic-research_synthesis-012509
{ "access": { "finalizer": [ "writer", "reviewer" ], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 15.307, "estimated_latency_ms": 152348, "estimated_pass_rate": 0.6614, "estimated_quality": 0.9023, "finalizer": "worker_b", "independent_verification...
{ "candidate_count": 15, "pass_rate": 0.6614, "quality": 0.9023, "quality_target_met": true, "utility": 69.373607 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.307,"estimated_latency_ms":152348,"estimated_pass_rate":0.6614,"estimated_quality":0.9023,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":19.838,"max_latency_ms":172758,"policy":"str...
{ "ambiguity": 0.5242, "category": "research", "complexity": 0.8653, "consequence": 0.4543, "evidence_need": 0.9888, "family": "research_synthesis", "input_tokens": 6720, "request_id": "synthetic-research_synthesis-012509", "reversibility": 0.9478, "risk": 0.2034, "summary": "Review competing appr...
[ { "credits_per_call": 1.117, "id": "worker_a", "p95_latency_ms": 31707, "pass_rate": 0.4147, "provider_group": "provider_y", "quality": 0.6109, "strengths": [ "coding", "drafting", "speed" ] }, { "credits_per_call": 10.694, "id": "worker_b", "p95_lat...
{ "max_calls": 3, "max_credits": 19.566, "max_latency_ms": 176626, "minimum_quality": 0.8051 }
incident_response
synthetic-incident_response-012063
{ "access": { "finalizer": [ "writer", "reviewer" ], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 15.726, "estimated_latency_ms": 160056, "estimated_pass_rate": 0.7163, "estimated_quality": 0.8872, "finalizer": "worker_b", "independent_verification...
{ "candidate_count": 15, "pass_rate": 0.7163, "quality": 0.8872, "quality_target_met": true, "utility": 78.361322 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.726,"estimated_latency_ms":160056,"estimated_pass_rate":0.7163,"estimated_quality":0.8872,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":19.566,"max_latency_ms":176626,"policy":"str...
{ "ambiguity": 0.7188, "category": "operations", "complexity": 0.8653, "consequence": 0.9077, "evidence_need": 0.8233, "family": "incident_response", "input_tokens": 7480, "request_id": "synthetic-incident_response-012063", "reversibility": 0.2412, "risk": 0.6617, "summary": "Plan immediate contai...
[ { "credits_per_call": 2.997, "id": "worker_a", "p95_latency_ms": 47347, "pass_rate": 0.7627, "provider_group": "provider_x", "quality": 0.9049, "strengths": [ "reasoning", "review", "writing" ] }, { "credits_per_call": 11.754, "id": "worker_b", "p95_...
{ "max_calls": 3, "max_credits": 24.275, "max_latency_ms": 154894, "minimum_quality": 0.8054 }
research_synthesis
synthetic-research_synthesis-009469
{ "access": { "finalizer": [ "writer", "reviewer" ], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 18.845, "estimated_latency_ms": 134024, "estimated_pass_rate": 0.7328, "estimated_quality": 0.9149, "finalizer": "worker_b", "independent_verification...
{ "candidate_count": 15, "pass_rate": 0.7328, "quality": 0.9149, "quality_target_met": true, "utility": 70.737548 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.845,"estimated_latency_ms":134024,"estimated_pass_rate":0.7328,"estimated_quality":0.9149,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":24.275,"max_latency_ms":154894,"policy":"str...
{ "ambiguity": 0.8464, "category": "research", "complexity": 0.5383, "consequence": 0.2979, "evidence_need": 0.7601, "family": "research_synthesis", "input_tokens": 1280, "request_id": "synthetic-research_synthesis-009469", "reversibility": 0.7711, "risk": 0.4091, "summary": "Review competing appr...
[ { "credits_per_call": 3.653, "id": "worker_a", "p95_latency_ms": 55883, "pass_rate": 0.8602, "provider_group": "provider_x", "quality": 0.8728, "strengths": [ "reasoning", "review", "writing" ] }, { "credits_per_call": 14.37, "id": "worker_b", "p95_l...
{ "max_calls": 3, "max_credits": 7.476, "max_latency_ms": 218870, "minimum_quality": 0.8227 }
incident_response
synthetic-incident_response-006807
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 4.704, "estimated_latency_ms": 111801, "estimated_pass_rate": 0.696, "estimated_quality": 0.8123, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": 7....
{ "candidate_count": 4, "pass_rate": 0.696, "quality": 0.8123, "quality_target_met": false, "utility": 64.315594 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.704,"estimated_latency_ms":111801,"estimated_pass_rate":0.696,"estimated_quality":0.8123,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":7.476,"max_latency_ms":218870,"policy":"balanced","reason_codes":["best...
{ "ambiguity": 0.59, "category": "operations", "complexity": 0.8065, "consequence": 0.7228, "evidence_need": 0.7248, "family": "incident_response", "input_tokens": 4200, "request_id": "synthetic-incident_response-006807", "reversibility": 0.3197, "risk": 0.8665, "summary": "Plan immediate containm...
[ { "credits_per_call": 10.065, "id": "worker_a", "p95_latency_ms": 68063, "pass_rate": 0.9623, "provider_group": "provider_y", "quality": 0.9352, "strengths": [ "implementation", "reasoning", "synthesis" ] }, { "credits_per_call": 3.92, "id": "worker_b", ...
{ "max_calls": 2, "max_credits": 13.885, "max_latency_ms": 217640, "minimum_quality": 0.7278 }
incident_response
synthetic-incident_response-004911
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 12.955, "estimated_latency_ms": 111856, "estimated_pass_rate": 0.7408, "estimated_quality": 0.8857, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": ...
{ "candidate_count": 7, "pass_rate": 0.7408, "quality": 0.8857, "quality_target_met": true, "utility": 71.346581 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":12.955,"estimated_latency_ms":111856,"estimated_pass_rate":0.7408,"estimated_quality":0.8857,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":13.885,"max_latency_ms":217640,"policy":"balanced","reason_codes":["c...
{ "ambiguity": 0.4418, "category": "operations", "complexity": 0.8733, "consequence": 0.9285, "evidence_need": 0.9405, "family": "incident_response", "input_tokens": 2560, "request_id": "synthetic-incident_response-004911", "reversibility": 0.5492, "risk": 0.8981, "summary": "Plan immediate contai...
[ { "credits_per_call": 11.764, "id": "worker_a", "p95_latency_ms": 89105, "pass_rate": 0.9012, "provider_group": "provider_x", "quality": 0.995, "strengths": [ "drafting", "implementation", "reasoning", "synthesis" ] }, { "credits_per_call": 1.191, ...
{ "max_calls": 3, "max_credits": 20.81, "max_latency_ms": 185976, "minimum_quality": 0.8821 }
research_synthesis
synthetic-research_synthesis-011533
{ "access": { "finalizer": [ "writer", "reviewer" ], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 18.908, "estimated_latency_ms": 162473, "estimated_pass_rate": 0.6791, "estimated_quality": 0.9014, "finalizer": "worker_a", "independent_verification...
{ "candidate_count": 15, "pass_rate": 0.6791, "quality": 0.9014, "quality_target_met": true, "utility": 70.734256 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.908,"estimated_latency_ms":162473,"estimated_pass_rate":0.6791,"estimated_quality":0.9014,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":20.81,"max_latency_ms":185976,"policy":"stri...
{ "ambiguity": 0.7073, "category": "research", "complexity": 0.8359, "consequence": 0.4734, "evidence_need": 0.6995, "family": "research_synthesis", "input_tokens": 5320, "request_id": "synthetic-research_synthesis-011533", "reversibility": 0.7059, "risk": 0.4157, "summary": "Review competing appr...
[ { "credits_per_call": 15.033, "id": "worker_a", "p95_latency_ms": 67406, "pass_rate": 0.995, "provider_group": "provider_z", "quality": 0.9782, "strengths": [ "implementation", "reasoning", "synthesis" ] }, { "credits_per_call": 0.85, "id": "worker_b", ...
{ "max_calls": 3, "max_credits": 21.338, "max_latency_ms": 165266, "minimum_quality": 0.824 }
debugging
synthetic-debugging-016012
{ "access": { "finalizer": [ "writer", "reviewer" ], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 17.401, "estimated_latency_ms": 142504, "estimated_pass_rate": 0.7191, "estimated_quality": 0.8892, "finalizer": "worker_c", "independent_verification...
{ "candidate_count": 15, "pass_rate": 0.7191, "quality": 0.8892, "quality_target_met": true, "utility": 70.396722 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.401,"estimated_latency_ms":142504,"estimated_pass_rate":0.7191,"estimated_quality":0.8892,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":21.338,"max_latency_ms":165266,"policy":"str...
{ "ambiguity": 0.6289, "category": "coding", "complexity": 0.6955, "consequence": 0.4847, "evidence_need": 0.6989, "family": "debugging", "input_tokens": 1600, "request_id": "synthetic-debugging-016012", "reversibility": 0.6871, "risk": 0.5085, "summary": "Find the root cause of a concurrency-sens...
[ { "credits_per_call": 0.854, "id": "worker_a", "p95_latency_ms": 22468, "pass_rate": 0.4856, "provider_group": "provider_z", "quality": 0.6764, "strengths": [ "coding", "drafting", "speed" ] }, { "credits_per_call": 3.906, "id": "worker_b", "p95_late...
{ "max_calls": 3, "max_credits": 20.617, "max_latency_ms": 148628, "minimum_quality": 0.9432 }
research_synthesis
synthetic-research_synthesis-013965
{ "access": { "finalizer": [ "writer", "reviewer" ], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 18.429, "estimated_latency_ms": 141188, "estimated_pass_rate": 0.7069, "estimated_quality": 0.9227, "finalizer": "worker_c", "independent_verification...
{ "candidate_count": 15, "pass_rate": 0.7069, "quality": 0.9227, "quality_target_met": false, "utility": 74.446346 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.429,"estimated_latency_ms":141188,"estimated_pass_rate":0.7069,"estimated_quality":0.9227,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":20.617,"max_latency_ms":148628,"policy":"str...
{ "ambiguity": 0.8998, "category": "research", "complexity": 0.792, "consequence": 0.4887, "evidence_need": 0.8497, "family": "research_synthesis", "input_tokens": 4080, "request_id": "synthetic-research_synthesis-013965", "reversibility": 0.7901, "risk": 0.5055, "summary": "Compare evidence for w...
[ { "credits_per_call": 2.824, "id": "worker_a", "p95_latency_ms": 47551, "pass_rate": 0.837, "provider_group": "provider_x", "quality": 0.8809, "strengths": [ "reasoning", "review", "synthesis", "writing" ] }, { "credits_per_call": 0.967, "id": "wor...
{ "max_calls": 3, "max_credits": 20.761, "max_latency_ms": 228537, "minimum_quality": 0.841 }
debugging
synthetic-debugging-015660
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 16.233, "estimated_latency_ms": 130293, "estimated_pass_rate": 0.909, "estimated_quality": 0.9381, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": 2...
{ "candidate_count": 15, "pass_rate": 0.909, "quality": 0.9381, "quality_target_met": true, "utility": 72.700405 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":16.233,"estimated_latency_ms":130293,"estimated_pass_rate":0.909,"estimated_quality":0.9381,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":20.761,"max_latency_ms":228537,"policy":"balanced","reason_codes":["in...
{ "ambiguity": 0.5127, "category": "coding", "complexity": 0.6183, "consequence": 0.6966, "evidence_need": 0.5831, "family": "debugging", "input_tokens": 5640, "request_id": "synthetic-debugging-015660", "reversibility": 0.6928, "risk": 0.4668, "summary": "Diagnose an intermittent failure in usage...
[ { "credits_per_call": 13.169, "id": "worker_a", "p95_latency_ms": 78480, "pass_rate": 0.995, "provider_group": "provider_z", "quality": 0.9811, "strengths": [ "implementation", "reasoning", "synthesis" ] }, { "credits_per_call": 1.206, "id": "worker_b", ...
{ "max_calls": 2, "max_credits": 18.265, "max_latency_ms": 208460, "minimum_quality": 0.7153 }
product_tradeoff
synthetic-product_tradeoff-010272
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 15.771, "estimated_latency_ms": 154135, "estimated_pass_rate": 0.8523, "estimated_quality": 0.8872, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": ...
{ "candidate_count": 9, "pass_rate": 0.8523, "quality": 0.8872, "quality_target_met": true, "utility": 63.980865 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":15.771,"estimated_latency_ms":154135,"estimated_pass_rate":0.8523,"estimated_quality":0.8872,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":18.265,"max_latency_ms":208460,"policy":"balanced","reason_codes":["c...
{ "ambiguity": 0.7032, "category": "decision", "complexity": 0.7444, "consequence": 0.2254, "evidence_need": 0.5111, "family": "product_tradeoff", "input_tokens": 560, "request_id": "synthetic-product_tradeoff-010272", "reversibility": 0.6586, "risk": 0.1152, "summary": "Recommend whether to launc...
[ { "credits_per_call": 11.956, "id": "worker_a", "p95_latency_ms": 91859, "pass_rate": 0.9497, "provider_group": "provider_z", "quality": 0.9436, "strengths": [ "implementation", "reasoning", "synthesis" ] }, { "credits_per_call": 1.212, "id": "worker_b",...
{ "max_calls": 3, "max_credits": 19.552, "max_latency_ms": 157998, "minimum_quality": 0.8968 }
feature_implementation
synthetic-feature_implementation-008139
{ "access": { "finalizer": [ "writer", "reviewer" ], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 15.698, "estimated_latency_ms": 153021, "estimated_pass_rate": 0.7959, "estimated_quality": 0.8978, "finalizer": "worker_b", "independent_verification...
{ "candidate_count": 15, "pass_rate": 0.7959, "quality": 0.8978, "quality_target_met": true, "utility": 64.018651 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.698,"estimated_latency_ms":153021,"estimated_pass_rate":0.7959,"estimated_quality":0.8978,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":19.552,"max_latency_ms":157998,"policy":"str...
{ "ambiguity": 0.5212, "category": "coding", "complexity": 0.7546, "consequence": 0.5084, "evidence_need": 0.2852, "family": "feature_implementation", "input_tokens": 600, "request_id": "synthetic-feature_implementation-008139", "reversibility": 0.66, "risk": 0.4363, "summary": "Implement backgrou...
[ { "credits_per_call": 3.034, "id": "worker_a", "p95_latency_ms": 53935, "pass_rate": 0.7665, "provider_group": "provider_z", "quality": 0.8704, "strengths": [ "reasoning", "review", "writing" ] }, { "credits_per_call": 11.47, "id": "worker_b", "p95_l...
{ "max_calls": 3, "max_credits": 20.873, "max_latency_ms": 223058, "minimum_quality": 0.8416 }
debugging
synthetic-debugging-014252
{ "access": { "finalizer": [ "writer", "reviewer" ], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 16.997, "estimated_latency_ms": 176629, "estimated_pass_rate": 0.7571, "estimated_quality": 0.912, "finalizer": "worker_a", "independent_verification"...
{ "candidate_count": 15, "pass_rate": 0.7571, "quality": 0.912, "quality_target_met": true, "utility": 73.185967 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.997,"estimated_latency_ms":176629,"estimated_pass_rate":0.7571,"estimated_quality":0.912,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":20.873,"max_latency_ms":223058,"policy":"stri...
{ "ambiguity": 0.6081, "category": "coding", "complexity": 0.8364, "consequence": 0.3343, "evidence_need": 0.5003, "family": "debugging", "input_tokens": 1480, "request_id": "synthetic-debugging-014252", "reversibility": 0.5463, "risk": 0.5646, "summary": "Explain why background jobs fails only un...
[ { "credits_per_call": 12.071, "id": "worker_a", "p95_latency_ms": 86557, "pass_rate": 0.995, "provider_group": "provider_x", "quality": 0.995, "strengths": [ "implementation", "reasoning", "synthesis" ] }, { "credits_per_call": 3.726, "id": "worker_b", ...
{ "max_calls": 2, "max_credits": 13.801, "max_latency_ms": 110571, "minimum_quality": 0.7492 }
incident_response
synthetic-incident_response-013279
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 4.493, "estimated_latency_ms": 86171, "estimated_pass_rate": 0.6606, "estimated_quality": 0.7725, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": 13...
{ "candidate_count": 4, "pass_rate": 0.6606, "quality": 0.7725, "quality_target_met": true, "utility": 57.443353 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.493,"estimated_latency_ms":86171,"estimated_pass_rate":0.6606,"estimated_quality":0.7725,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":13.801,"max_latency_ms":110571,"policy":"balanced","reason_codes":["com...
{ "ambiguity": 0.6228, "category": "operations", "complexity": 0.9404, "consequence": 0.8666, "evidence_need": 0.6294, "family": "incident_response", "input_tokens": 6880, "request_id": "synthetic-incident_response-013279", "reversibility": 0.4042, "risk": 0.5825, "summary": "Plan immediate contai...
[ { "credits_per_call": 3.467, "id": "worker_a", "p95_latency_ms": 57415, "pass_rate": 0.7833, "provider_group": "provider_y", "quality": 0.8922, "strengths": [ "drafting", "reasoning", "review", "writing" ] }, { "credits_per_call": 1.026, "id": "wor...
{ "max_calls": 1, "max_credits": 3.442, "max_latency_ms": 24318, "minimum_quality": 0.6351 }
data_analysis
synthetic-data_analysis-002350
{ "access": { "finalizer": [], "reviewer": [], "writer": [] }, "estimated_credits": 0.983, "estimated_latency_ms": 20482, "estimated_pass_rate": 0.323, "estimated_quality": 0.5763, "finalizer": null, "independent_verification": false, "max_calls": 1, "max_credits": 3.442, "max_latency_...
{ "candidate_count": 1, "pass_rate": 0.323, "quality": 0.5763, "quality_target_met": false, "utility": 34.900716 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose. INPUT={"constraints...
loom-conductor-v2
synthetic-empirical-v1
train
{"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.983,"estimated_latency_ms":20482,"estimated_pass_rate":0.323,"estimated_quality":0.5763,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.442,"max_latency_ms":24318,"policy":"lean","reason_codes":["best_feasible_bel...
{ "ambiguity": 0.6904, "category": "analysis", "complexity": 0.4931, "consequence": 0.6473, "evidence_need": 0.6543, "family": "data_analysis", "input_tokens": 5120, "request_id": "synthetic-data_analysis-002350", "reversibility": 0.7291, "risk": 0.4429, "summary": "Compare two experiments on rate...
[ { "credits_per_call": 3.902, "id": "worker_a", "p95_latency_ms": 74281, "pass_rate": 0.9117, "provider_group": "provider_y", "quality": 0.9139, "strengths": [ "reasoning", "review", "writing" ] }, { "credits_per_call": 11.195, "id": "worker_b", "p95_...
{ "max_calls": 3, "max_credits": 20.531, "max_latency_ms": 159831, "minimum_quality": 0.8012 }
data_analysis
synthetic-data_analysis-013206
{ "access": { "finalizer": [ "writer", "reviewer" ], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 19.451, "estimated_latency_ms": 137579, "estimated_pass_rate": 0.7405, "estimated_quality": 0.9156, "finalizer": "worker_b", "independent_verification...
{ "candidate_count": 15, "pass_rate": 0.7405, "quality": 0.9156, "quality_target_met": true, "utility": 68.95908 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.451,"estimated_latency_ms":137579,"estimated_pass_rate":0.7405,"estimated_quality":0.9156,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":20.531,"max_latency_ms":159831,"policy":"str...
{ "ambiguity": 0.5822, "category": "analysis", "complexity": 0.7685, "consequence": 0.5012, "evidence_need": 0.6217, "family": "data_analysis", "input_tokens": 2440, "request_id": "synthetic-data_analysis-013206", "reversibility": 0.8748, "risk": 0.2529, "summary": "Compare two experiments on prom...
[ { "credits_per_call": 1.112, "id": "worker_a", "p95_latency_ms": 20912, "pass_rate": 0.5261, "provider_group": "provider_x", "quality": 0.6867, "strengths": [ "coding", "drafting", "speed" ] }, { "credits_per_call": 14.656, "id": "worker_b", "p95_lat...
{ "max_calls": 1, "max_credits": 2.836, "max_latency_ms": 20098, "minimum_quality": 0.5928 }
product_tradeoff
synthetic-product_tradeoff-004576
{ "access": { "finalizer": [], "reviewer": [], "writer": [] }, "estimated_credits": 1.159, "estimated_latency_ms": 18754, "estimated_pass_rate": 0.3519, "estimated_quality": 0.7113, "finalizer": null, "independent_verification": false, "max_calls": 1, "max_credits": 2.836, "max_latency...
{ "candidate_count": 1, "pass_rate": 0.3519, "quality": 0.7113, "quality_target_met": true, "utility": 45.134506 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.159,"estimated_latency_ms":18754,"estimated_pass_rate":0.3519,"estimated_quality":0.7113,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.836,"max_latency_ms":20098,"policy":"lean","reason_codes":["latency_constrai...
{ "ambiguity": 0.3847, "category": "decision", "complexity": 0.5771, "consequence": 0.3357, "evidence_need": 0.3994, "family": "product_tradeoff", "input_tokens": 2080, "request_id": "synthetic-product_tradeoff-004576", "reversibility": 0.6303, "risk": 0.3594, "summary": "Evaluate build-versus-buy...
[ { "credits_per_call": 3.691, "id": "worker_a", "p95_latency_ms": 47538, "pass_rate": 0.7208, "provider_group": "provider_y", "quality": 0.8483, "strengths": [ "drafting", "reasoning", "review", "writing" ] }, { "credits_per_call": 13.279, "id": "wo...
{ "max_calls": 2, "max_credits": 12.299, "max_latency_ms": 195638, "minimum_quality": 0.788 }
incident_response
synthetic-incident_response-015151
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 3.794, "estimated_latency_ms": 95297, "estimated_pass_rate": 0.6793, "estimated_quality": 0.8474, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": 12...
{ "candidate_count": 5, "pass_rate": 0.6793, "quality": 0.8474, "quality_target_met": true, "utility": 68.096285 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":3.794,"estimated_latency_ms":95297,"estimated_pass_rate":0.6793,"estimated_quality":0.8474,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":12.299,"max_latency_ms":195638,"policy":"balanced","reason_codes":["com...
{ "ambiguity": 0.5823, "category": "operations", "complexity": 0.762, "consequence": 0.6654, "evidence_need": 0.9057, "family": "incident_response", "input_tokens": 7240, "request_id": "synthetic-incident_response-015151", "reversibility": 0.5154, "risk": 0.7566, "summary": "Review an outage invol...
[ { "credits_per_call": 12.039, "id": "worker_a", "p95_latency_ms": 85195, "pass_rate": 0.995, "provider_group": "provider_z", "quality": 0.9306, "strengths": [ "implementation", "reasoning", "synthesis" ] }, { "credits_per_call": 0.861, "id": "worker_b", ...
{ "max_calls": 3, "max_credits": 23.043, "max_latency_ms": 164886, "minimum_quality": 0.7903 }
incident_response
synthetic-incident_response-017631
{ "access": { "finalizer": [ "writer", "reviewer" ], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 17.262, "estimated_latency_ms": 124830, "estimated_pass_rate": 0.7491, "estimated_quality": 0.8796, "finalizer": "worker_c", "independent_verification...
{ "candidate_count": 15, "pass_rate": 0.7491, "quality": 0.8796, "quality_target_met": true, "utility": 78.484464 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.262,"estimated_latency_ms":124830,"estimated_pass_rate":0.7491,"estimated_quality":0.8796,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":23.043,"max_latency_ms":164886,"policy":"str...
{ "ambiguity": 0.4741, "category": "operations", "complexity": 0.9143, "consequence": 0.8487, "evidence_need": 0.8246, "family": "incident_response", "input_tokens": 4120, "request_id": "synthetic-incident_response-017631", "reversibility": 0.3495, "risk": 0.6913, "summary": "Prioritize actions du...
[ { "credits_per_call": 3.606, "id": "worker_a", "p95_latency_ms": 51645, "pass_rate": 0.7282, "provider_group": "provider_y", "quality": 0.8334, "strengths": [ "reasoning", "review", "writing" ] }, { "credits_per_call": 1.22, "id": "worker_b", "p95_la...
{ "max_calls": 3, "max_credits": 16.173, "max_latency_ms": 146788, "minimum_quality": 0.8891 }
debugging
synthetic-debugging-016940
{ "access": { "finalizer": [ "writer", "reviewer" ], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 14.03, "estimated_latency_ms": 138337, "estimated_pass_rate": 0.7616, "estimated_quality": 0.9168, "finalizer": "worker_b", "independent_verification"...
{ "candidate_count": 15, "pass_rate": 0.7616, "quality": 0.9168, "quality_target_met": true, "utility": 73.690446 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":14.03,"estimated_latency_ms":138337,"estimated_pass_rate":0.7616,"estimated_quality":0.9168,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":16.173,"max_latency_ms":146788,"policy":"stri...
{ "ambiguity": 0.3524, "category": "coding", "complexity": 0.8067, "consequence": 0.5658, "evidence_need": 0.6377, "family": "debugging", "input_tokens": 4800, "request_id": "synthetic-debugging-016940", "reversibility": 0.607, "risk": 0.6807, "summary": "Find the root cause of a concurrency-sensi...
[ { "credits_per_call": 2.782, "id": "worker_a", "p95_latency_ms": 57883, "pass_rate": 0.7328, "provider_group": "provider_z", "quality": 0.8835, "strengths": [ "reasoning", "review", "writing" ] }, { "credits_per_call": 10.31, "id": "worker_b", "p95_l...
{ "max_calls": 2, "max_credits": 22.705, "max_latency_ms": 266919, "minimum_quality": 0.8655 }
research_synthesis
synthetic-research_synthesis-002381
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 18.107, "estimated_latency_ms": 148071, "estimated_pass_rate": 0.8974, "estimated_quality": 0.941, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": 2...
{ "candidate_count": 9, "pass_rate": 0.8974, "quality": 0.941, "quality_target_met": true, "utility": 72.268711 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":18.107,"estimated_latency_ms":148071,"estimated_pass_rate":0.8974,"estimated_quality":0.941,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":22.705,"max_latency_ms":266919,"policy":"balanced","reason_codes":["in...
{ "ambiguity": 0.6179, "category": "research", "complexity": 0.527, "consequence": 0.5215, "evidence_need": 0.7247, "family": "research_synthesis", "input_tokens": 1160, "request_id": "synthetic-research_synthesis-002381", "reversibility": 0.9362, "risk": 0.5226, "summary": "Review competing appro...
[ { "credits_per_call": 1.17, "id": "worker_a", "p95_latency_ms": 24939, "pass_rate": 0.4344, "provider_group": "provider_x", "quality": 0.6942, "strengths": [ "coding", "drafting", "speed" ] }, { "credits_per_call": 14.448, "id": "worker_b", "p95_late...
{ "max_calls": 3, "max_credits": 20.587, "max_latency_ms": 201858, "minimum_quality": 0.7814 }
research_synthesis
synthetic-research_synthesis-020581
{ "access": { "finalizer": [ "writer", "reviewer" ], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 18.015, "estimated_latency_ms": 165567, "estimated_pass_rate": 0.7115, "estimated_quality": 0.896, "finalizer": "worker_c", "independent_verification"...
{ "candidate_count": 15, "pass_rate": 0.7115, "quality": 0.896, "quality_target_met": true, "utility": 69.030084 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.015,"estimated_latency_ms":165567,"estimated_pass_rate":0.7115,"estimated_quality":0.896,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":20.587,"max_latency_ms":201858,"policy":"stri...
{ "ambiguity": 0.7298, "category": "research", "complexity": 0.6893, "consequence": 0.5394, "evidence_need": 0.7516, "family": "research_synthesis", "input_tokens": 960, "request_id": "synthetic-research_synthesis-020581", "reversibility": 0.8649, "risk": 0.2811, "summary": "Produce a decision mem...
[ { "credits_per_call": 3.396, "id": "worker_a", "p95_latency_ms": 77740, "pass_rate": 0.7345, "provider_group": "provider_y", "quality": 0.7952, "strengths": [ "reasoning", "review", "writing" ] }, { "credits_per_call": 1.196, "id": "worker_b", "p95_l...
{ "max_calls": 2, "max_credits": 5.69, "max_latency_ms": 144150, "minimum_quality": 0.8456 }
feature_implementation
synthetic-feature_implementation-010707
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 3.948, "estimated_latency_ms": 79711, "estimated_pass_rate": 0.5967, "estimated_quality": 0.8013, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": 5....
{ "candidate_count": 4, "pass_rate": 0.5967, "quality": 0.8013, "quality_target_met": false, "utility": 54.170275 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":3.948,"estimated_latency_ms":79711,"estimated_pass_rate":0.5967,"estimated_quality":0.8013,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":5.69,"max_latency_ms":144150,"policy":"balanced","reason_codes":["best_...
{ "ambiguity": 0.463, "category": "coding", "complexity": 0.7943, "consequence": 0.5363, "evidence_need": 0.6472, "family": "feature_implementation", "input_tokens": 6120, "request_id": "synthetic-feature_implementation-010707", "reversibility": 0.736, "risk": 0.2718, "summary": "Implement deploym...
[ { "credits_per_call": 1.152, "id": "worker_a", "p95_latency_ms": 21626, "pass_rate": 0.5782, "provider_group": "provider_x", "quality": 0.7893, "strengths": [ "coding", "drafting", "speed" ] }, { "credits_per_call": 12.327, "id": "worker_b", "p95_lat...
{ "max_calls": 2, "max_credits": 9.002, "max_latency_ms": 166037, "minimum_quality": 0.8695 }
incident_response
synthetic-incident_response-014247
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 5.346, "estimated_latency_ms": 101499, "estimated_pass_rate": 0.6358, "estimated_quality": 0.7868, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": 9...
{ "candidate_count": 4, "pass_rate": 0.6358, "quality": 0.7868, "quality_target_met": false, "utility": 57.746403 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":5.346,"estimated_latency_ms":101499,"estimated_pass_rate":0.6358,"estimated_quality":0.7868,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":9.002,"max_latency_ms":166037,"policy":"balanced","reason_codes":["bes...
{ "ambiguity": 0.7626, "category": "operations", "complexity": 0.6604, "consequence": 0.8036, "evidence_need": 0.5638, "family": "incident_response", "input_tokens": 2480, "request_id": "synthetic-incident_response-014247", "reversibility": 0.1662, "risk": 0.8029, "summary": "Prioritize actions du...
[ { "credits_per_call": 10.586, "id": "worker_a", "p95_latency_ms": 76894, "pass_rate": 0.995, "provider_group": "provider_z", "quality": 0.9336, "strengths": [ "implementation", "reasoning", "synthesis" ] }, { "credits_per_call": 4.14, "id": "worker_b", ...
{ "max_calls": 1, "max_credits": 1.953, "max_latency_ms": 28949, "minimum_quality": 0.5611 }
product_tradeoff
synthetic-product_tradeoff-007880
{ "access": { "finalizer": [], "reviewer": [], "writer": [] }, "estimated_credits": 1.023, "estimated_latency_ms": 24349, "estimated_pass_rate": 0.4221, "estimated_quality": 0.6896, "finalizer": null, "independent_verification": false, "max_calls": 1, "max_credits": 1.953, "max_latency...
{ "candidate_count": 1, "pass_rate": 0.4221, "quality": 0.6896, "quality_target_met": true, "utility": 45.011884 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.023,"estimated_latency_ms":24349,"estimated_pass_rate":0.4221,"estimated_quality":0.6896,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.953,"max_latency_ms":28949,"policy":"lean","reason_codes":["latency_constrai...
{ "ambiguity": 0.3551, "category": "decision", "complexity": 0.5701, "consequence": 0.6205, "evidence_need": 0.3271, "family": "product_tradeoff", "input_tokens": 6920, "request_id": "synthetic-product_tradeoff-007880", "reversibility": 0.5711, "risk": 0.2492, "summary": "Recommend whether to laun...
[ { "credits_per_call": 3.762, "id": "worker_a", "p95_latency_ms": 49859, "pass_rate": 0.76, "provider_group": "provider_x", "quality": 0.8931, "strengths": [ "reasoning", "review", "writing" ] }, { "credits_per_call": 12.382, "id": "worker_b", "p95_la...
{ "max_calls": 3, "max_credits": 27.574, "max_latency_ms": 170703, "minimum_quality": 0.8719 }
product_tradeoff
synthetic-product_tradeoff-001736
{ "access": { "finalizer": [ "writer", "reviewer" ], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 20.485, "estimated_latency_ms": 153718, "estimated_pass_rate": 0.7309, "estimated_quality": 0.918, "finalizer": "worker_a", "independent_verification"...
{ "candidate_count": 15, "pass_rate": 0.7309, "quality": 0.918, "quality_target_met": true, "utility": 68.833324 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":20.485,"estimated_latency_ms":153718,"estimated_pass_rate":0.7309,"estimated_quality":0.918,"finalizer":"worker_a","independent_verification":true,"max_calls":3,"max_credits":27.574,"max_latency_ms":170703,"policy":"stri...
{ "ambiguity": 0.6836, "category": "decision", "complexity": 0.6477, "consequence": 0.314, "evidence_need": 0.3256, "family": "product_tradeoff", "input_tokens": 5800, "request_id": "synthetic-product_tradeoff-001736", "reversibility": 0.6563, "risk": 0.4052, "summary": "Evaluate build-versus-buy ...
[ { "credits_per_call": 15.251, "id": "worker_a", "p95_latency_ms": 75276, "pass_rate": 0.9456, "provider_group": "provider_y", "quality": 0.9877, "strengths": [ "implementation", "reasoning", "synthesis" ] }, { "credits_per_call": 1.195, "id": "worker_b",...
{ "max_calls": 3, "max_credits": 20.921, "max_latency_ms": 217071, "minimum_quality": 0.8887 }
product_tradeoff
synthetic-product_tradeoff-018656
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 18.009, "estimated_latency_ms": 152313, "estimated_pass_rate": 0.8931, "estimated_quality": 0.9368, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": ...
{ "candidate_count": 15, "pass_rate": 0.8931, "quality": 0.9368, "quality_target_met": true, "utility": 68.714824 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":18.009,"estimated_latency_ms":152313,"estimated_pass_rate":0.8931,"estimated_quality":0.9368,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":20.921,"max_latency_ms":217071,"policy":"balanced","reason_codes":["c...
{ "ambiguity": 0.7692, "category": "decision", "complexity": 0.5776, "consequence": 0.2936, "evidence_need": 0.6431, "family": "product_tradeoff", "input_tokens": 7240, "request_id": "synthetic-product_tradeoff-018656", "reversibility": 0.8056, "risk": 0.2621, "summary": "Recommend whether to laun...
[ { "credits_per_call": 1.136, "id": "worker_a", "p95_latency_ms": 30312, "pass_rate": 0.5462, "provider_group": "provider_z", "quality": 0.7345, "strengths": [ "coding", "drafting", "speed" ] }, { "credits_per_call": 14.849, "id": "worker_b", "p95_lat...
{ "max_calls": 3, "max_credits": 25.939, "max_latency_ms": 214529, "minimum_quality": 0.8157 }
debugging
synthetic-debugging-014516
{ "access": { "finalizer": [ "writer", "reviewer" ], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 19.349, "estimated_latency_ms": 162505, "estimated_pass_rate": 0.7209, "estimated_quality": 0.9203, "finalizer": "worker_c", "independent_verification...
{ "candidate_count": 15, "pass_rate": 0.7209, "quality": 0.9203, "quality_target_met": true, "utility": 71.873836 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":19.349,"estimated_latency_ms":162505,"estimated_pass_rate":0.7209,"estimated_quality":0.9203,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":25.939,"max_latency_ms":214529,"policy":"str...
{ "ambiguity": 0.5902, "category": "coding", "complexity": 0.6748, "consequence": 0.4109, "evidence_need": 0.6252, "family": "debugging", "input_tokens": 1520, "request_id": "synthetic-debugging-014516", "reversibility": 0.4402, "risk": 0.4978, "summary": "Find the root cause of a concurrency-sens...
[ { "credits_per_call": 0.936, "id": "worker_a", "p95_latency_ms": 20960, "pass_rate": 0.5019, "provider_group": "provider_z", "quality": 0.7645, "strengths": [ "coding", "drafting", "speed" ] }, { "credits_per_call": 3.087, "id": "worker_b", "p95_late...
{ "max_calls": 2, "max_credits": 16.015, "max_latency_ms": 240291, "minimum_quality": 0.7934 }
research_synthesis
synthetic-research_synthesis-010453
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 15.752, "estimated_latency_ms": 141743, "estimated_pass_rate": 0.8755, "estimated_quality": 0.91, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": 16...
{ "candidate_count": 9, "pass_rate": 0.8755, "quality": 0.91, "quality_target_met": true, "utility": 66.943368 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":15.752,"estimated_latency_ms":141743,"estimated_pass_rate":0.8755,"estimated_quality":0.91,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":16.015,"max_latency_ms":240291,"policy":"balanced","reason_codes":["com...
{ "ambiguity": 0.7443, "category": "research", "complexity": 0.8893, "consequence": 0.4833, "evidence_need": 0.6069, "family": "research_synthesis", "input_tokens": 4160, "request_id": "synthetic-research_synthesis-010453", "reversibility": 0.953, "risk": 0.2988, "summary": "Produce a decision mem...
[ { "credits_per_call": 0.88, "id": "worker_a", "p95_latency_ms": 32655, "pass_rate": 0.533, "provider_group": "provider_y", "quality": 0.7251, "strengths": [ "coding", "drafting", "speed" ] }, { "credits_per_call": 11.838, "id": "worker_b", "p95_laten...
{ "max_calls": 3, "max_credits": 8.42, "max_latency_ms": 132172, "minimum_quality": 0.7735 }
debugging
synthetic-debugging-014604
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 4.404, "estimated_latency_ms": 92527, "estimated_pass_rate": 0.5581, "estimated_quality": 0.7833, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": 8....
{ "candidate_count": 4, "pass_rate": 0.5581, "quality": 0.7833, "quality_target_met": true, "utility": 55.374657 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":4.404,"estimated_latency_ms":92527,"estimated_pass_rate":0.5581,"estimated_quality":0.7833,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":8.42,"max_latency_ms":132172,"policy":"balanced","reason_codes":["indep...
{ "ambiguity": 0.6141, "category": "coding", "complexity": 0.6778, "consequence": 0.3225, "evidence_need": 0.6567, "family": "debugging", "input_tokens": 1160, "request_id": "synthetic-debugging-014604", "reversibility": 0.7063, "risk": 0.6984, "summary": "Explain why OAuth callbacks fails only un...
[ { "credits_per_call": 3.263, "id": "worker_a", "p95_latency_ms": 59522, "pass_rate": 0.735, "provider_group": "provider_z", "quality": 0.8632, "strengths": [ "reasoning", "review", "writing" ] }, { "credits_per_call": 10.06, "id": "worker_b", "p95_la...
{ "max_calls": 2, "max_credits": 9.074, "max_latency_ms": 258566, "minimum_quality": 0.8375 }
incident_response
synthetic-incident_response-006799
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 4, "estimated_latency_ms": 113958, "estimated_pass_rate": 0.6381, "estimated_quality": 0.8007, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": 9.074...
{ "candidate_count": 4, "pass_rate": 0.6381, "quality": 0.8007, "quality_target_met": false, "utility": 58.864762 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":113958,"estimated_pass_rate":0.6381,"estimated_quality":0.8007,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":9.074,"max_latency_ms":258566,"policy":"balanced","reason_codes":["best_...
{ "ambiguity": 0.7311, "category": "operations", "complexity": 0.8153, "consequence": 0.7635, "evidence_need": 0.6239, "family": "incident_response", "input_tokens": 7080, "request_id": "synthetic-incident_response-006799", "reversibility": 0.1736, "risk": 0.7146, "summary": "Plan immediate contai...
[ { "credits_per_call": 3.114, "id": "worker_a", "p95_latency_ms": 82192, "pass_rate": 0.7228, "provider_group": "provider_z", "quality": 0.9002, "strengths": [ "drafting", "reasoning", "review", "writing" ] }, { "credits_per_call": 13.729, "id": "wo...
{ "max_calls": 3, "max_credits": 17.376, "max_latency_ms": 199643, "minimum_quality": 0.9266 }
debugging
synthetic-debugging-006372
{ "access": { "finalizer": [ "writer", "reviewer" ], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 15.351, "estimated_latency_ms": 155359, "estimated_pass_rate": 0.7643, "estimated_quality": 0.9313, "finalizer": "worker_b", "independent_verification...
{ "candidate_count": 15, "pass_rate": 0.7643, "quality": 0.9313, "quality_target_met": true, "utility": 68.669152 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":15.351,"estimated_latency_ms":155359,"estimated_pass_rate":0.7643,"estimated_quality":0.9313,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":17.376,"max_latency_ms":199643,"policy":"str...
{ "ambiguity": 0.4837, "category": "coding", "complexity": 0.7682, "consequence": 0.4544, "evidence_need": 0.5794, "family": "debugging", "input_tokens": 4840, "request_id": "synthetic-debugging-006372", "reversibility": 0.5201, "risk": 0.5268, "summary": "Find the root cause of a concurrency-sens...
[ { "credits_per_call": 3.939, "id": "worker_a", "p95_latency_ms": 72013, "pass_rate": 0.7279, "provider_group": "provider_x", "quality": 0.9132, "strengths": [ "reasoning", "review", "writing" ] }, { "credits_per_call": 10.578, "id": "worker_b", "p95_...
{ "max_calls": 3, "max_credits": 21.392, "max_latency_ms": 240891, "minimum_quality": 0.8736 }
incident_response
synthetic-incident_response-004327
{ "access": { "finalizer": [ "writer", "reviewer" ], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 16.897, "estimated_latency_ms": 196231, "estimated_pass_rate": 0.7701, "estimated_quality": 0.8975, "finalizer": "worker_b", "independent_verification...
{ "candidate_count": 15, "pass_rate": 0.7701, "quality": 0.8975, "quality_target_met": true, "utility": 75.011972 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.897,"estimated_latency_ms":196231,"estimated_pass_rate":0.7701,"estimated_quality":0.8975,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":21.392,"max_latency_ms":240891,"policy":"str...
{ "ambiguity": 0.429, "category": "operations", "complexity": 0.5651, "consequence": 0.8023, "evidence_need": 0.7092, "family": "incident_response", "input_tokens": 4320, "request_id": "synthetic-incident_response-004327", "reversibility": 0.2127, "risk": 0.7767, "summary": "Prioritize actions dur...
[ { "credits_per_call": 4.147, "id": "worker_a", "p95_latency_ms": 82122, "pass_rate": 0.791, "provider_group": "provider_x", "quality": 0.8737, "strengths": [ "drafting", "reasoning", "review", "writing" ] }, { "credits_per_call": 11.784, "id": "wor...
{ "max_calls": 3, "max_credits": 22.551, "max_latency_ms": 203879, "minimum_quality": 0.9257 }
debugging
synthetic-debugging-010204
{ "access": { "finalizer": [ "writer", "reviewer" ], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 16.671, "estimated_latency_ms": 140751, "estimated_pass_rate": 0.7525, "estimated_quality": 0.8894, "finalizer": "worker_c", "independent_verification...
{ "candidate_count": 15, "pass_rate": 0.7525, "quality": 0.8894, "quality_target_met": false, "utility": 73.03646 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.671,"estimated_latency_ms":140751,"estimated_pass_rate":0.7525,"estimated_quality":0.8894,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":22.551,"max_latency_ms":203879,"policy":"str...
{ "ambiguity": 0.7087, "category": "coding", "complexity": 0.7295, "consequence": 0.4704, "evidence_need": 0.6378, "family": "debugging", "input_tokens": 6880, "request_id": "synthetic-debugging-010204", "reversibility": 0.4398, "risk": 0.6483, "summary": "Explain why access control fails only und...
[ { "credits_per_call": 1.061, "id": "worker_a", "p95_latency_ms": 28575, "pass_rate": 0.5789, "provider_group": "provider_y", "quality": 0.7186, "strengths": [ "coding", "drafting", "speed" ] }, { "credits_per_call": 4.214, "id": "worker_b", "p95_late...
{ "max_calls": 3, "max_credits": 21.124, "max_latency_ms": 204648, "minimum_quality": 0.9074 }
incident_response
synthetic-incident_response-006575
{ "access": { "finalizer": [ "writer", "reviewer" ], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 16.248, "estimated_latency_ms": 155613, "estimated_pass_rate": 0.818, "estimated_quality": 0.9249, "finalizer": "worker_b", "independent_verification"...
{ "candidate_count": 15, "pass_rate": 0.818, "quality": 0.9249, "quality_target_met": true, "utility": 84.286231 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":16.248,"estimated_latency_ms":155613,"estimated_pass_rate":0.818,"estimated_quality":0.9249,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":21.124,"max_latency_ms":204648,"policy":"stri...
{ "ambiguity": 0.3568, "category": "operations", "complexity": 0.7918, "consequence": 0.8267, "evidence_need": 0.8798, "family": "incident_response", "input_tokens": 1400, "request_id": "synthetic-incident_response-006575", "reversibility": 0.4656, "risk": 0.9294, "summary": "Prioritize actions du...
[ { "credits_per_call": 1.197, "id": "worker_a", "p95_latency_ms": 30430, "pass_rate": 0.6161, "provider_group": "provider_z", "quality": 0.7817, "strengths": [ "coding", "drafting", "speed" ] }, { "credits_per_call": 11.109, "id": "worker_b", "p95_lat...
{ "max_calls": 3, "max_credits": 2.848, "max_latency_ms": 32031, "minimum_quality": 0.7131 }
feature_implementation
synthetic-feature_implementation-007891
{ "access": { "finalizer": [], "reviewer": [], "writer": [] }, "estimated_credits": 0.933, "estimated_latency_ms": 17731, "estimated_pass_rate": 0.4007, "estimated_quality": 0.59, "finalizer": null, "independent_verification": false, "max_calls": 1, "max_credits": 2.848, "max_latency_m...
{ "candidate_count": 1, "pass_rate": 0.4007, "quality": 0.59, "quality_target_met": false, "utility": 35.841703 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":0.933,"estimated_latency_ms":17731,"estimated_pass_rate":0.4007,"estimated_quality":0.59,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":2.848,"max_latency_ms":32031,"policy":"lean","reason_codes":["best_feasible_belo...
{ "ambiguity": 0.2673, "category": "coding", "complexity": 0.6667, "consequence": 0.5391, "evidence_need": 0.5956, "family": "feature_implementation", "input_tokens": 7920, "request_id": "synthetic-feature_implementation-007891", "reversibility": 0.4842, "risk": 0.4009, "summary": "Implement usage...
[ { "credits_per_call": 0.933, "id": "worker_a", "p95_latency_ms": 17731, "pass_rate": 0.529, "provider_group": "provider_x", "quality": 0.6774, "strengths": [ "coding", "drafting", "speed" ] }, { "credits_per_call": 12.469, "id": "worker_b", "p95_late...
{ "max_calls": 1, "max_credits": 1.97, "max_latency_ms": 38235, "minimum_quality": 0.491 }
product_tradeoff
synthetic-product_tradeoff-002720
{ "access": { "finalizer": [], "reviewer": [], "writer": [] }, "estimated_credits": 1.097, "estimated_latency_ms": 24779, "estimated_pass_rate": 0.4218, "estimated_quality": 0.6853, "finalizer": null, "independent_verification": false, "max_calls": 1, "max_credits": 1.97, "max_latency_...
{ "candidate_count": 1, "pass_rate": 0.4218, "quality": 0.6853, "quality_target_met": true, "utility": 45.37571 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.097,"estimated_latency_ms":24779,"estimated_pass_rate":0.4218,"estimated_quality":0.6853,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.97,"max_latency_ms":38235,"policy":"lean","reason_codes":["single_call_suffi...
{ "ambiguity": 0.3927, "category": "decision", "complexity": 0.3864, "consequence": 0.2335, "evidence_need": 0.3459, "family": "product_tradeoff", "input_tokens": 2120, "request_id": "synthetic-product_tradeoff-002720", "reversibility": 0.5868, "risk": 0.2154, "summary": "Recommend whether to laun...
[ { "credits_per_call": 14.162, "id": "worker_a", "p95_latency_ms": 56596, "pass_rate": 0.995, "provider_group": "provider_y", "quality": 0.9279, "strengths": [ "implementation", "reasoning", "synthesis" ] }, { "credits_per_call": 3.631, "id": "worker_b", ...
{ "max_calls": 2, "max_credits": 18.437, "max_latency_ms": 209755, "minimum_quality": 0.8114 }
debugging
synthetic-debugging-007948
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 13.768, "estimated_latency_ms": 121551, "estimated_pass_rate": 0.9115, "estimated_quality": 0.9252, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": ...
{ "candidate_count": 9, "pass_rate": 0.9115, "quality": 0.9252, "quality_target_met": true, "utility": 70.826852 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":13.768,"estimated_latency_ms":121551,"estimated_pass_rate":0.9115,"estimated_quality":0.9252,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":18.437,"max_latency_ms":209755,"policy":"balanced","reason_codes":["i...
{ "ambiguity": 0.4323, "category": "coding", "complexity": 0.6012, "consequence": 0.5675, "evidence_need": 0.5857, "family": "debugging", "input_tokens": 2000, "request_id": "synthetic-debugging-007948", "reversibility": 0.58, "risk": 0.3312, "summary": "Diagnose an intermittent failure in tenant-...
[ { "credits_per_call": 2.738, "id": "worker_a", "p95_latency_ms": 68983, "pass_rate": 0.8514, "provider_group": "provider_x", "quality": 0.8481, "strengths": [ "reasoning", "review", "writing" ] }, { "credits_per_call": 1.089, "id": "worker_b", "p95_l...
{ "max_calls": 3, "max_credits": 20.32, "max_latency_ms": 191862, "minimum_quality": 0.8172 }
debugging
synthetic-debugging-020500
{ "access": { "finalizer": [ "writer", "reviewer" ], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 17.648, "estimated_latency_ms": 155675, "estimated_pass_rate": 0.7408, "estimated_quality": 0.9024, "finalizer": "worker_c", "independent_verification...
{ "candidate_count": 15, "pass_rate": 0.7408, "quality": 0.9024, "quality_target_met": true, "utility": 68.532 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose. INPUT={"constraints...
loom-conductor-v2
synthetic-empirical-v1
train
{"access":{"finalizer":["writer","reviewer"],"reviewer":["writer"],"writer":[]},"estimated_credits":17.648,"estimated_latency_ms":155675,"estimated_pass_rate":0.7408,"estimated_quality":0.9024,"finalizer":"worker_c","independent_verification":true,"max_calls":3,"max_credits":20.32,"max_latency_ms":191862,"policy":"stri...
{ "ambiguity": 0.393, "category": "coding", "complexity": 0.7252, "consequence": 0.4132, "evidence_need": 0.7387, "family": "debugging", "input_tokens": 4920, "request_id": "synthetic-debugging-020500", "reversibility": 0.5714, "risk": 0.3664, "summary": "Diagnose an intermittent failure in data r...
[ { "credits_per_call": 0.8, "id": "worker_a", "p95_latency_ms": 23308, "pass_rate": 0.5824, "provider_group": "provider_z", "quality": 0.8016, "strengths": [ "coding", "drafting", "speed" ] }, { "credits_per_call": 3.815, "id": "worker_b", "p95_latenc...
{ "max_calls": 3, "max_credits": 24.619, "max_latency_ms": 213896, "minimum_quality": 0.7871 }
research_synthesis
synthetic-research_synthesis-005325
{ "access": { "finalizer": [ "writer", "reviewer" ], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 18.874, "estimated_latency_ms": 153587, "estimated_pass_rate": 0.7129, "estimated_quality": 0.9074, "finalizer": "worker_b", "independent_verification...
{ "candidate_count": 15, "pass_rate": 0.7129, "quality": 0.9074, "quality_target_met": true, "utility": 72.244937 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":18.874,"estimated_latency_ms":153587,"estimated_pass_rate":0.7129,"estimated_quality":0.9074,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":24.619,"max_latency_ms":213896,"policy":"str...
{ "ambiguity": 0.8185, "category": "research", "complexity": 0.5743, "consequence": 0.355, "evidence_need": 0.7683, "family": "research_synthesis", "input_tokens": 6960, "request_id": "synthetic-research_synthesis-005325", "reversibility": 0.775, "risk": 0.5297, "summary": "Produce a decision memo...
[ { "credits_per_call": 1.048, "id": "worker_a", "p95_latency_ms": 21957, "pass_rate": 0.464, "provider_group": "provider_z", "quality": 0.6636, "strengths": [ "coding", "drafting", "speed" ] }, { "credits_per_call": 14.306, "id": "worker_b", "p95_late...
{ "max_calls": 3, "max_credits": 23.027, "max_latency_ms": 188869, "minimum_quality": 0.9558 }
research_synthesis
synthetic-research_synthesis-012797
{ "access": { "finalizer": [ "writer", "reviewer" ], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 17.605, "estimated_latency_ms": 166537, "estimated_pass_rate": 0.6796, "estimated_quality": 0.9075, "finalizer": "worker_b", "independent_verification...
{ "candidate_count": 15, "pass_rate": 0.6796, "quality": 0.9075, "quality_target_met": false, "utility": 70.588426 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and 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":17.605,"estimated_latency_ms":166537,"estimated_pass_rate":0.6796,"estimated_quality":0.9075,"finalizer":"worker_b","independent_verification":true,"max_calls":3,"max_credits":23.027,"max_latency_ms":188869,"policy":"str...
{ "ambiguity": 0.8745, "category": "research", "complexity": 0.5488, "consequence": 0.5137, "evidence_need": 0.9246, "family": "research_synthesis", "input_tokens": 1760, "request_id": "synthetic-research_synthesis-012797", "reversibility": 0.8125, "risk": 0.5216, "summary": "Produce a decision me...
[ { "credits_per_call": 3.082, "id": "worker_a", "p95_latency_ms": 63186, "pass_rate": 0.7323, "provider_group": "provider_x", "quality": 0.8665, "strengths": [ "reasoning", "review", "writing" ] }, { "credits_per_call": 13.526, "id": "worker_b", "p95_...
{ "max_calls": 1, "max_credits": 1.802, "max_latency_ms": 47986, "minimum_quality": 0.75 }
incident_response
synthetic-incident_response-003511
{ "access": { "finalizer": [], "reviewer": [], "writer": [] }, "estimated_credits": 1.208, "estimated_latency_ms": 30457, "estimated_pass_rate": 0.3654, "estimated_quality": 0.5832, "finalizer": null, "independent_verification": false, "max_calls": 1, "max_credits": 1.802, "max_latency...
{ "candidate_count": 1, "pass_rate": 0.3654, "quality": 0.5832, "quality_target_met": false, "utility": 12.827861 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":1.208,"estimated_latency_ms":30457,"estimated_pass_rate":0.3654,"estimated_quality":0.5832,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":1.802,"max_latency_ms":47986,"policy":"lean","reason_codes":["best_feasible_be...
{ "ambiguity": 0.5314, "category": "operations", "complexity": 0.6897, "consequence": 0.9556, "evidence_need": 0.7821, "family": "incident_response", "input_tokens": 4160, "request_id": "synthetic-incident_response-003511", "reversibility": 0.4046, "risk": 0.7119, "summary": "Review an outage invo...
[ { "credits_per_call": 10.14, "id": "worker_a", "p95_latency_ms": 72485, "pass_rate": 0.995, "provider_group": "provider_z", "quality": 0.9163, "strengths": [ "implementation", "reasoning", "synthesis" ] }, { "credits_per_call": 1.208, "id": "worker_b", ...
{ "max_calls": 3, "max_credits": 13.309, "max_latency_ms": 185225, "minimum_quality": 0.8952 }
incident_response
synthetic-incident_response-000903
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 11.266, "estimated_latency_ms": 91137, "estimated_pass_rate": 0.7088, "estimated_quality": 0.8789, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": 1...
{ "candidate_count": 7, "pass_rate": 0.7088, "quality": 0.8789, "quality_target_met": false, "utility": 64.656333 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs 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":11.266,"estimated_latency_ms":91137,"estimated_pass_rate":0.7088,"estimated_quality":0.8789,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":13.309,"max_latency_ms":185225,"policy":"balanced","reason_codes":["be...
{ "ambiguity": 0.6489, "category": "operations", "complexity": 0.648, "consequence": 0.6218, "evidence_need": 0.7274, "family": "incident_response", "input_tokens": 7040, "request_id": "synthetic-incident_response-000903", "reversibility": 0.3062, "risk": 0.6395, "summary": "Plan immediate contain...
[ { "credits_per_call": 10.419, "id": "worker_a", "p95_latency_ms": 60463, "pass_rate": 0.9457, "provider_group": "provider_y", "quality": 0.9537, "strengths": [ "implementation", "reasoning", "synthesis" ] }, { "credits_per_call": 0.847, "id": "worker_b",...
{ "max_calls": 1, "max_credits": 3.07, "max_latency_ms": 47286, "minimum_quality": 0.7017 }
content_revision
synthetic-content_revision-007658
{ "access": { "finalizer": [], "reviewer": [], "writer": [] }, "estimated_credits": 0.899, "estimated_latency_ms": 28657, "estimated_pass_rate": 0.3989, "estimated_quality": 0.6864, "finalizer": null, "independent_verification": false, "max_calls": 1, "max_credits": 3.07, "max_latency_...
{ "candidate_count": 1, "pass_rate": 0.3989, "quality": 0.6864, "quality_target_met": false, "utility": 46.311903 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose. INPUT={"constraints...
loom-conductor-v2
synthetic-empirical-v1
train
{"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.899,"estimated_latency_ms":28657,"estimated_pass_rate":0.3989,"estimated_quality":0.6864,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.07,"max_latency_ms":47286,"policy":"lean","reason_codes":["best_feasible_bel...
{ "ambiguity": 0.2302, "category": "writing", "complexity": 0.3666, "consequence": 0.2502, "evidence_need": 0.2268, "family": "content_revision", "input_tokens": 7320, "request_id": "synthetic-content_revision-007658", "reversibility": 0.8025, "risk": 0.0531, "summary": "Rewrite a background jobs ...
[ { "credits_per_call": 2.864, "id": "worker_a", "p95_latency_ms": 77802, "pass_rate": 0.9151, "provider_group": "provider_y", "quality": 0.9758, "strengths": [ "reasoning", "review", "writing" ] }, { "credits_per_call": 0.899, "id": "worker_b", "p95_l...
{ "max_calls": 2, "max_credits": 23.101, "max_latency_ms": 262667, "minimum_quality": 0.8484 }
product_tradeoff
synthetic-product_tradeoff-009768
{ "access": { "finalizer": [], "reviewer": [ "writer" ], "writer": [] }, "estimated_credits": 19.207, "estimated_latency_ms": 150754, "estimated_pass_rate": 0.8906, "estimated_quality": 0.9135, "finalizer": null, "independent_verification": true, "max_calls": 2, "max_credits": ...
{ "candidate_count": 9, "pass_rate": 0.8906, "quality": 0.9135, "quality_target_met": true, "utility": 68.115905 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose. INPUT={"constraints...
loom-conductor-v2
synthetic-empirical-v1
train
{"access":{"finalizer":[],"reviewer":["writer"],"writer":[]},"estimated_credits":19.207,"estimated_latency_ms":150754,"estimated_pass_rate":0.8906,"estimated_quality":0.9135,"finalizer":null,"independent_verification":true,"max_calls":2,"max_credits":23.101,"max_latency_ms":262667,"policy":"balanced","reason_codes":["c...
{ "ambiguity": 0.5324, "category": "decision", "complexity": 0.3992, "consequence": 0.2409, "evidence_need": 0.4703, "family": "product_tradeoff", "input_tokens": 1480, "request_id": "synthetic-product_tradeoff-009768", "reversibility": 0.7374, "risk": 0.4078, "summary": "Evaluate build-versus-buy...
[ { "credits_per_call": 4.245, "id": "worker_a", "p95_latency_ms": 62943, "pass_rate": 0.7915, "provider_group": "provider_y", "quality": 0.8813, "strengths": [ "drafting", "reasoning", "review", "writing" ] }, { "credits_per_call": 14.962, "id": "wo...
{ "max_calls": 1, "max_credits": 3.244, "max_latency_ms": 31406, "minimum_quality": 0.4995 }
incident_response
synthetic-incident_response-006711
{ "access": { "finalizer": [], "reviewer": [], "writer": [] }, "estimated_credits": 0.979, "estimated_latency_ms": 18362, "estimated_pass_rate": 0.3651, "estimated_quality": 0.6682, "finalizer": null, "independent_verification": false, "max_calls": 1, "max_credits": 3.244, "max_latency...
{ "candidate_count": 1, "pass_rate": 0.3651, "quality": 0.6682, "quality_target_met": true, "utility": 45.082191 }
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose. INPUT={"constraints...
loom-conductor-v2
synthetic-empirical-v1
train
{"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":0.979,"estimated_latency_ms":18362,"estimated_pass_rate":0.3651,"estimated_quality":0.6682,"finalizer":null,"independent_verification":false,"max_calls":1,"max_credits":3.244,"max_latency_ms":31406,"policy":"lean","reason_codes":["complex_task","i...
{ "ambiguity": 0.7374, "category": "operations", "complexity": 0.6723, "consequence": 0.5803, "evidence_need": 0.7241, "family": "incident_response", "input_tokens": 6880, "request_id": "synthetic-incident_response-006711", "reversibility": 0.403, "risk": 0.5999, "summary": "Prioritize actions dur...
[ { "credits_per_call": 12.356, "id": "worker_a", "p95_latency_ms": 81862, "pass_rate": 0.9406, "provider_group": "provider_z", "quality": 0.9735, "strengths": [ "drafting", "implementation", "reasoning", "synthesis" ] }, { "credits_per_call": 3.629, ...