Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":5.699,"max_latency_ms":101209,"minimum_quality":0.8859},"task":{"ambiguity":0.3258,"category":"coding","complexity":0.6263,"consequence":0.5823,"evidence_need":0.6028,"family":"migration_planning","input_tokens":4720,"reversibility":0.5126,"risk":0.4229,"summary":"Review a staged migration for deployment rollback and identify irreversible steps."},"workers":[{"credits_per_call":1.218,"id":"worker_a","p95_latency_ms":29998,"pass_rate":0.4773,"provider_group":"provider_x","quality":0.7181,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.745,"id":"worker_b","p95_latency_ms":55997,"pass_rate":0.7659,"provider_group":"provider_y","quality":0.8001,"strengths":["reasoning","review","writing"]},{"credits_per_call":11.662,"id":"worker_c","p95_latency_ms":59199,"pass_rate":0.991,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":11.248,"max_latency_ms":152367,"minimum_quality":0.8994},"task":{"ambiguity":0.608,"category":"review","complexity":0.6052,"consequence":0.7416,"evidence_need":0.5677,"family":"policy_compliance","input_tokens":8000,"reversibility":0.6009,"risk":0.8263,"summary":"Audit a workflow for private credentials against explicit access requirements."},"workers":[{"credits_per_call":9.962,"id":"worker_a","p95_latency_ms":56719,"pass_rate":0.995,"provider_group":"provider_x","quality":0.9134,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.019,"id":"worker_b","p95_latency_ms":59175,"pass_rate":0.798,"provider_group":"provider_z","quality":0.8694,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.795,"id":"worker_c","p95_latency_ms":27651,"pass_rate":0.507,"provider_group":"provider_y","quality":0.7173,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":1.23,"max_latency_ms":30327,"minimum_quality":0.5871},"task":{"ambiguity":0.4237,"category":"coding","complexity":0.9493,"consequence":0.682,"evidence_need":0.6295,"family":"migration_planning","input_tokens":5720,"reversibility":0.6119,"risk":0.5927,"summary":"Review a staged migration for background jobs and identify irreversible steps."},"workers":[{"credits_per_call":13.793,"id":"worker_a","p95_latency_ms":49485,"pass_rate":0.9013,"provider_group":"provider_y","quality":0.9451,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.833,"id":"worker_b","p95_latency_ms":26623,"pass_rate":0.5276,"provider_group":"provider_z","quality":0.7453,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.326,"id":"worker_c","p95_latency_ms":45998,"pass_rate":0.7513,"provider_group":"provider_x","quality":0.8018,"strengths":["coding","reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":18.507,"max_latency_ms":185803,"minimum_quality":0.7484},"task":{"ambiguity":0.4027,"category":"analysis","complexity":0.4504,"consequence":0.5843,"evidence_need":0.4821,"family":"performance_tuning","input_tokens":4040,"reversibility":0.7108,"risk":0.379,"summary":"Diagnose latency variance in background jobs and rank the next experiments."},"workers":[{"credits_per_call":2.868,"id":"worker_a","p95_latency_ms":61027,"pass_rate":0.9228,"provider_group":"provider_x","quality":0.926,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.857,"id":"worker_b","p95_latency_ms":28398,"pass_rate":0.4506,"provider_group":"provider_y","quality":0.6975,"strengths":["coding","drafting","reasoning","speed"]},{"credits_per_call":11.17,"id":"worker_c","p95_latency_ms":62795,"pass_rate":0.995,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":26.51,"max_latency_ms":186541,"minimum_quality":0.8065},"task":{"ambiguity":0.5333,"category":"coding","complexity":0.943,"consequence":0.7806,"evidence_need":0.5719,"family":"migration_planning","input_tokens":6720,"reversibility":0.4597,"risk":0.6281,"summary":"Plan a zero-downtime migration of database failover with rollback checkpoints."},"workers":[{"credits_per_call":4.031,"id":"worker_a","p95_latency_ms":46147,"pass_rate":0.8673,"provider_group":"provider_z","quality":0.8813,"strengths":["reasoning","review","writing"]},{"credits_per_call":14.983,"id":"worker_b","p95_latency_ms":50017,"pass_rate":0.939,"provider_group":"provider_y","quality":0.9149,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.929,"id":"worker_c","p95_latency_ms":32786,"pass_rate":0.5884,"provider_group":"provider_x","quality":0.7164,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":19.534,"max_latency_ms":213551,"minimum_quality":0.7752},"task":{"ambiguity":0.5446,"category":"coding","complexity":0.8232,"consequence":0.675,"evidence_need":0.8457,"family":"migration_planning","input_tokens":4360,"reversibility":0.2706,"risk":0.5565,"summary":"Review a staged migration for OAuth callbacks and identify irreversible steps."},"workers":[{"credits_per_call":14.312,"id":"worker_a","p95_latency_ms":56625,"pass_rate":0.995,"provider_group":"provider_x","quality":0.9109,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.133,"id":"worker_b","p95_latency_ms":29748,"pass_rate":0.55,"provider_group":"provider_z","quality":0.7303,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.68,"id":"worker_c","p95_latency_ms":56891,"pass_rate":0.8657,"provider_group":"provider_y","quality":0.9168,"strengths":["reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":13.936,"max_latency_ms":126246,"minimum_quality":0.7621},"task":{"ambiguity":0.7957,"category":"review","complexity":0.5682,"consequence":0.5693,"evidence_need":0.7439,"family":"policy_compliance","input_tokens":2000,"reversibility":0.3268,"risk":0.8237,"summary":"Identify evidence required before approving data retention for production."},"workers":[{"credits_per_call":3.594,"id":"worker_a","p95_latency_ms":61563,"pass_rate":0.7785,"provider_group":"provider_y","quality":0.8596,"strengths":["drafting","reasoning","review","writing"]},{"credits_per_call":11.563,"id":"worker_b","p95_latency_ms":73216,"pass_rate":0.9501,"provider_group":"provider_x","quality":0.995,"strengths":["drafting","implementation","reasoning","synthesis"]},{"credits_per_call":0.967,"id":"worker_c","p95_latency_ms":27439,"pass_rate":0.5241,"provider_group":"provider_z","quality":0.7348,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=

drafting implementation reasoning synthesis


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":1.78,"max_latency_ms":42064,"minimum_quality":0.5785},"task":{"ambiguity":0.322,"category":"coding","complexity":0.7828,"consequence":0.4391,"evidence_need":0.5933,"family":"migration_planning","input_tokens":5400,"reversibility":0.4697,"risk":0.3595,"summary":"Design compatibility testing for a API-key rotation schema migration."},"workers":[{"credits_per_call":3.921,"id":"worker_a","p95_latency_ms":55374,"pass_rate":0.7934,"provider_group":"provider_y","quality":0.9022,"strengths":["reasoning","review","writing"]},{"credits_per_call":10.198,"id":"worker_b","p95_latency_ms":88211,"pass_rate":0.995,"provider_group":"provider_z","quality":0.9695,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.927,"id":"worker_c","p95_latency_ms":23800,"pass_rate":0.498,"provider_group":"provider_x","quality":0.7362,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":19.648,"max_latency_ms":224054,"minimum_quality":0.8327},"task":{"ambiguity":0.7773,"category":"review","complexity":0.7625,"consequence":0.7792,"evidence_need":0.9128,"family":"policy_compliance","input_tokens":5680,"reversibility":0.5571,"risk":0.7043,"summary":"Identify evidence required before approving streaming inference for production."},"workers":[{"credits_per_call":10.778,"id":"worker_a","p95_latency_ms":63632,"pass_rate":0.995,"provider_group":"provider_y","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":4.075,"id":"worker_b","p95_latency_ms":49747,"pass_rate":0.724,"provider_group":"provider_x","quality":0.8428,"strengths":["drafting","reasoning","review","writing"]},{"credits_per_call":0.971,"id":"worker_c","p95_latency_ms":31995,"pass_rate":0.5957,"provider_group":"provider_z","quality":0.7434,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":13.461,"max_latency_ms":140226,"minimum_quality":0.8257},"task":{"ambiguity":0.7352,"category":"coding","complexity":0.8884,"consequence":0.5311,"evidence_need":0.8039,"family":"migration_planning","input_tokens":5760,"reversibility":0.276,"risk":0.7217,"summary":"Design compatibility testing for a database failover schema migration."},"workers":[{"credits_per_call":15.327,"id":"worker_a","p95_latency_ms":92561,"pass_rate":0.971,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.114,"id":"worker_b","p95_latency_ms":27721,"pass_rate":0.5391,"provider_group":"provider_y","quality":0.7428,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.835,"id":"worker_c","p95_latency_ms":52175,"pass_rate":0.7626,"provider_group":"provider_x","quality":0.8118,"strengths":["coding","reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":2.395,"max_latency_ms":29995,"minimum_quality":0.7524},"task":{"ambiguity":0.3092,"category":"coding","complexity":0.9455,"consequence":0.6125,"evidence_need":0.838,"family":"migration_planning","input_tokens":520,"reversibility":0.561,"risk":0.35,"summary":"Design compatibility testing for a model routing schema migration."},"workers":[{"credits_per_call":4.197,"id":"worker_a","p95_latency_ms":78672,"pass_rate":0.7793,"provider_group":"provider_z","quality":0.9076,"strengths":["coding","reasoning","review","writing"]},{"credits_per_call":12.207,"id":"worker_b","p95_latency_ms":72670,"pass_rate":0.995,"provider_group":"provider_y","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.075,"id":"worker_c","p95_latency_ms":27215,"pass_rate":0.5044,"provider_group":"provider_x","quality":0.7791,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":1.584,"max_latency_ms":37820,"minimum_quality":0.5001},"task":{"ambiguity":0.594,"category":"coding","complexity":0.6131,"consequence":0.7135,"evidence_need":0.8412,"family":"migration_planning","input_tokens":7440,"reversibility":0.4788,"risk":0.5957,"summary":"Plan a zero-downtime migration of model routing with rollback checkpoints."},"workers":[{"credits_per_call":2.908,"id":"worker_a","p95_latency_ms":76991,"pass_rate":0.8205,"provider_group":"provider_x","quality":0.8672,"strengths":["reasoning","review","writing"]},{"credits_per_call":12.474,"id":"worker_b","p95_latency_ms":66346,"pass_rate":0.9534,"provider_group":"provider_z","quality":0.9572,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.155,"id":"worker_c","p95_latency_ms":23376,"pass_rate":0.4561,"provider_group":"provider_y","quality":0.6878,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":20.911,"max_latency_ms":208084,"minimum_quality":0.9116},"task":{"ambiguity":0.4614,"category":"coding","complexity":0.7238,"consequence":0.8007,"evidence_need":0.4286,"family":"migration_planning","input_tokens":5360,"reversibility":0.2517,"risk":0.4812,"summary":"Design compatibility testing for a API-key rotation schema migration."},"workers":[{"credits_per_call":3.579,"id":"worker_a","p95_latency_ms":67981,"pass_rate":0.8082,"provider_group":"provider_z","quality":0.8074,"strengths":["coding","reasoning","review","writing"]},{"credits_per_call":1.098,"id":"worker_b","p95_latency_ms":20293,"pass_rate":0.5208,"provider_group":"provider_x","quality":0.7643,"strengths":["coding","drafting","speed"]},{"credits_per_call":13.49,"id":"worker_c","p95_latency_ms":67006,"pass_rate":0.9237,"provider_group":"provider_y","quality":0.9681,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":17.505,"max_latency_ms":176436,"minimum_quality":0.8347},"task":{"ambiguity":0.4346,"category":"coding","complexity":0.8949,"consequence":0.7329,"evidence_need":0.8269,"family":"migration_planning","input_tokens":7120,"reversibility":0.6462,"risk":0.4828,"summary":"Plan a zero-downtime migration of model routing with rollback checkpoints."},"workers":[{"credits_per_call":11.845,"id":"worker_a","p95_latency_ms":77287,"pass_rate":0.9237,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.958,"id":"worker_b","p95_latency_ms":20774,"pass_rate":0.5153,"provider_group":"provider_x","quality":0.7301,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.3,"id":"worker_c","p95_latency_ms":44525,"pass_rate":0.7771,"provider_group":"provider_y","quality":0.903,"strengths":["reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":2.748,"max_latency_ms":27545,"minimum_quality":0.5198},"task":{"ambiguity":0.6752,"category":"review","complexity":0.8028,"consequence":0.5109,"evidence_need":0.7618,"family":"policy_compliance","input_tokens":4320,"reversibility":0.5064,"risk":0.5686,"summary":"Review whether model routing satisfies a documented retention policy."},"workers":[{"credits_per_call":0.82,"id":"worker_a","p95_latency_ms":24425,"pass_rate":0.4543,"provider_group":"provider_y","quality":0.6933,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.365,"id":"worker_b","p95_latency_ms":74565,"pass_rate":0.7671,"provider_group":"provider_z","quality":0.8921,"strengths":["reasoning","review","writing"]},{"credits_per_call":11.88,"id":"worker_c","p95_latency_ms":70752,"pass_rate":0.995,"provider_group":"provider_x","quality":0.995,"strengths":["drafting","implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":19.193,"max_latency_ms":185692,"minimum_quality":0.8668},"task":{"ambiguity":0.7147,"category":"review","complexity":0.4151,"consequence":0.9335,"evidence_need":0.8794,"family":"policy_compliance","input_tokens":1960,"reversibility":0.4529,"risk":0.5963,"summary":"Audit a workflow for credit reservation against explicit access requirements."},"workers":[{"credits_per_call":1.176,"id":"worker_a","p95_latency_ms":24068,"pass_rate":0.5906,"provider_group":"provider_z","quality":0.7834,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.731,"id":"worker_b","p95_latency_ms":68319,"pass_rate":0.7323,"provider_group":"provider_x","quality":0.9219,"strengths":["reasoning","review","writing"]},{"credits_per_call":11.104,"id":"worker_c","p95_latency_ms":82702,"pass_rate":0.9591,"provider_group":"provider_y","quality":0.9425,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":19.122,"max_latency_ms":168495,"minimum_quality":0.8976},"task":{"ambiguity":0.6302,"category":"coding","complexity":0.5585,"consequence":0.6128,"evidence_need":0.6792,"family":"migration_planning","input_tokens":3800,"reversibility":0.4019,"risk":0.4811,"summary":"Design compatibility testing for a private credentials schema migration."},"workers":[{"credits_per_call":13.791,"id":"worker_a","p95_latency_ms":74490,"pass_rate":0.9415,"provider_group":"provider_x","quality":0.9648,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.108,"id":"worker_b","p95_latency_ms":22928,"pass_rate":0.5266,"provider_group":"provider_y","quality":0.7327,"strengths":["coding","drafting","speed"]},{"credits_per_call":2.747,"id":"worker_c","p95_latency_ms":64606,"pass_rate":0.8447,"provider_group":"provider_z","quality":0.8799,"strengths":["coding","reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":18.252,"max_latency_ms":218434,"minimum_quality":0.8375},"task":{"ambiguity":0.7076,"category":"analysis","complexity":0.813,"consequence":0.4462,"evidence_need":0.6906,"family":"performance_tuning","input_tokens":6120,"reversibility":0.5821,"risk":0.4272,"summary":"Review a proposed optimization for private credentials for hidden regressions."},"workers":[{"credits_per_call":1.028,"id":"worker_a","p95_latency_ms":32317,"pass_rate":0.4623,"provider_group":"provider_x","quality":0.7149,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.284,"id":"worker_b","p95_latency_ms":68560,"pass_rate":0.7977,"provider_group":"provider_z","quality":0.9832,"strengths":["reasoning","review","writing"]},{"credits_per_call":12.921,"id":"worker_c","p95_latency_ms":53921,"pass_rate":0.995,"provider_group":"provider_y","quality":0.995,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":7.399,"max_latency_ms":265063,"minimum_quality":0.6995},"task":{"ambiguity":0.3584,"category":"review","complexity":0.6396,"consequence":0.7404,"evidence_need":0.732,"family":"policy_compliance","input_tokens":3840,"reversibility":0.6609,"risk":0.7803,"summary":"Identify evidence required before approving schema evolution for production."},"workers":[{"credits_per_call":0.935,"id":"worker_a","p95_latency_ms":30606,"pass_rate":0.4509,"provider_group":"provider_x","quality":0.7554,"strengths":["coding","drafting","speed"]},{"credits_per_call":14.31,"id":"worker_b","p95_latency_ms":90892,"pass_rate":0.9425,"provider_group":"provider_z","quality":0.9919,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.542,"id":"worker_c","p95_latency_ms":67146,"pass_rate":0.7517,"provider_group":"provider_y","quality":0.839,"strengths":["reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":2.28,"max_latency_ms":23743,"minimum_quality":0.5689},"task":{"ambiguity":0.7775,"category":"review","complexity":0.6164,"consequence":0.9278,"evidence_need":0.9419,"family":"policy_compliance","input_tokens":6680,"reversibility":0.4176,"risk":0.6014,"summary":"Audit a workflow for database failover against explicit access requirements."},"workers":[{"credits_per_call":3.125,"id":"worker_a","p95_latency_ms":64730,"pass_rate":0.8427,"provider_group":"provider_x","quality":0.8825,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.129,"id":"worker_b","p95_latency_ms":20288,"pass_rate":0.6118,"provider_group":"provider_z","quality":0.7759,"strengths":["coding","drafting","speed"]},{"credits_per_call":12.773,"id":"worker_c","p95_latency_ms":49240,"pass_rate":0.944,"provider_group":"provider_y","quality":0.9473,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":1.708,"max_latency_ms":36841,"minimum_quality":0.5267},"task":{"ambiguity":0.4093,"category":"coding","complexity":0.822,"consequence":0.575,"evidence_need":0.5727,"family":"migration_planning","input_tokens":3360,"reversibility":0.4884,"risk":0.3869,"summary":"Design compatibility testing for a deployment rollback schema migration."},"workers":[{"credits_per_call":15.164,"id":"worker_a","p95_latency_ms":57245,"pass_rate":0.9718,"provider_group":"provider_y","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":2.865,"id":"worker_b","p95_latency_ms":62304,"pass_rate":0.8352,"provider_group":"provider_z","quality":0.9077,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.21,"id":"worker_c","p95_latency_ms":31905,"pass_rate":0.4512,"provider_group":"provider_x","quality":0.7852,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":19.561,"max_latency_ms":253191,"minimum_quality":0.8355},"task":{"ambiguity":0.6051,"category":"review","complexity":0.5442,"consequence":0.6151,"evidence_need":0.842,"family":"policy_compliance","input_tokens":1760,"reversibility":0.6505,"risk":0.5635,"summary":"Identify evidence required before approving provider failover for production."},"workers":[{"credits_per_call":1.011,"id":"worker_a","p95_latency_ms":23628,"pass_rate":0.5321,"provider_group":"provider_z","quality":0.6938,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.227,"id":"worker_b","p95_latency_ms":68755,"pass_rate":0.8809,"provider_group":"provider_y","quality":0.9128,"strengths":["reasoning","review","writing"]},{"credits_per_call":11.271,"id":"worker_c","p95_latency_ms":91817,"pass_rate":0.995,"provider_group":"provider_x","quality":0.9244,"strengths":["drafting","implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":21.791,"max_latency_ms":219535,"minimum_quality":0.948},"task":{"ambiguity":0.6766,"category":"review","complexity":0.823,"consequence":0.7412,"evidence_need":0.7389,"family":"policy_compliance","input_tokens":4000,"reversibility":0.3331,"risk":0.5605,"summary":"Audit a workflow for credit reservation against explicit access requirements."},"workers":[{"credits_per_call":10.404,"id":"worker_a","p95_latency_ms":85801,"pass_rate":0.9674,"provider_group":"provider_y","quality":0.995,"strengths":["drafting","implementation","reasoning","synthesis"]},{"credits_per_call":4.094,"id":"worker_b","p95_latency_ms":68806,"pass_rate":0.83,"provider_group":"provider_z","quality":0.806,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.156,"id":"worker_c","p95_latency_ms":18643,"pass_rate":0.4868,"provider_group":"provider_x","quality":0.7476,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":22.753,"max_latency_ms":192804,"minimum_quality":0.8137},"task":{"ambiguity":0.5632,"category":"coding","complexity":0.5567,"consequence":0.7737,"evidence_need":0.7494,"family":"migration_planning","input_tokens":4920,"reversibility":0.2751,"risk":0.5618,"summary":"Design compatibility testing for a deployment rollback schema migration."},"workers":[{"credits_per_call":1.118,"id":"worker_a","p95_latency_ms":31324,"pass_rate":0.5879,"provider_group":"provider_y","quality":0.7756,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.522,"id":"worker_b","p95_latency_ms":60504,"pass_rate":0.842,"provider_group":"provider_z","quality":0.8786,"strengths":["reasoning","review","writing"]},{"credits_per_call":12.47,"id":"worker_c","p95_latency_ms":82793,"pass_rate":0.9135,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":23.288,"max_latency_ms":257193,"minimum_quality":0.8967},"task":{"ambiguity":0.4201,"category":"review","complexity":0.7445,"consequence":0.8765,"evidence_need":0.6739,"family":"policy_compliance","input_tokens":240,"reversibility":0.6287,"risk":0.652,"summary":"Review whether API-key rotation satisfies a documented retention policy."},"workers":[{"credits_per_call":1.145,"id":"worker_a","p95_latency_ms":23147,"pass_rate":0.6002,"provider_group":"provider_y","quality":0.7819,"strengths":["coding","drafting","speed"]},{"credits_per_call":12.575,"id":"worker_b","p95_latency_ms":88958,"pass_rate":0.9344,"provider_group":"provider_z","quality":0.9475,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":4.062,"id":"worker_c","p95_latency_ms":73093,"pass_rate":0.8163,"provider_group":"provider_x","quality":0.8956,"strengths":["drafting","reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":2.642,"max_latency_ms":34413,"minimum_quality":0.529},"task":{"ambiguity":0.7212,"category":"coding","complexity":0.7456,"consequence":0.5134,"evidence_need":0.4697,"family":"migration_planning","input_tokens":2520,"reversibility":0.4364,"risk":0.6078,"summary":"Design compatibility testing for a rate limiting schema migration."},"workers":[{"credits_per_call":11.437,"id":"worker_a","p95_latency_ms":84727,"pass_rate":0.9184,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.375,"id":"worker_b","p95_latency_ms":59412,"pass_rate":0.8576,"provider_group":"provider_y","quality":0.8712,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.847,"id":"worker_c","p95_latency_ms":25201,"pass_rate":0.4703,"provider_group":"provider_x","quality":0.74,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":11.224,"max_latency_ms":174312,"minimum_quality":0.8168},"task":{"ambiguity":0.7456,"category":"review","complexity":0.8435,"consequence":0.6052,"evidence_need":0.5583,"family":"policy_compliance","input_tokens":1840,"reversibility":0.6792,"risk":0.5595,"summary":"Identify evidence required before approving schema evolution for production."},"workers":[{"credits_per_call":3.358,"id":"worker_a","p95_latency_ms":77729,"pass_rate":0.7906,"provider_group":"provider_y","quality":0.8317,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.067,"id":"worker_b","p95_latency_ms":20617,"pass_rate":0.4712,"provider_group":"provider_z","quality":0.7178,"strengths":["coding","drafting","speed"]},{"credits_per_call":14.093,"id":"worker_c","p95_latency_ms":52152,"pass_rate":0.995,"provider_group":"provider_x","quality":0.995,"strengths":["drafting","implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":18.903,"max_latency_ms":183078,"minimum_quality":0.8413},"task":{"ambiguity":0.6229,"category":"coding","complexity":0.5906,"consequence":0.7372,"evidence_need":0.6979,"family":"migration_planning","input_tokens":2120,"reversibility":0.3544,"risk":0.5863,"summary":"Plan a zero-downtime migration of data retention with rollback checkpoints."},"workers":[{"credits_per_call":1.074,"id":"worker_a","p95_latency_ms":25751,"pass_rate":0.4921,"provider_group":"provider_z","quality":0.779,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.057,"id":"worker_b","p95_latency_ms":77264,"pass_rate":0.8198,"provider_group":"provider_y","quality":0.849,"strengths":["coding","reasoning","review","writing"]},{"credits_per_call":11.034,"id":"worker_c","p95_latency_ms":63219,"pass_rate":0.995,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":16.641,"max_latency_ms":239240,"minimum_quality":0.8778},"task":{"ambiguity":0.4971,"category":"coding","complexity":0.8673,"consequence":0.4831,"evidence_need":0.8341,"family":"migration_planning","input_tokens":7240,"reversibility":0.3009,"risk":0.5875,"summary":"Design compatibility testing for a streaming inference schema migration."},"workers":[{"credits_per_call":0.952,"id":"worker_a","p95_latency_ms":19433,"pass_rate":0.5955,"provider_group":"provider_z","quality":0.8036,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.673,"id":"worker_b","p95_latency_ms":74318,"pass_rate":0.7488,"provider_group":"provider_y","quality":0.8459,"strengths":["coding","reasoning","review","writing"]},{"credits_per_call":10.47,"id":"worker_c","p95_latency_ms":88177,"pass_rate":0.995,"provider_group":"provider_x","quality":0.9654,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":21.444,"max_latency_ms":201324,"minimum_quality":0.7448},"task":{"ambiguity":0.6235,"category":"analysis","complexity":0.8511,"consequence":0.3805,"evidence_need":0.5142,"family":"performance_tuning","input_tokens":3040,"reversibility":0.7587,"risk":0.3448,"summary":"Review a proposed optimization for data retention for hidden regressions."},"workers":[{"credits_per_call":15.112,"id":"worker_a","p95_latency_ms":74062,"pass_rate":0.995,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.956,"id":"worker_b","p95_latency_ms":32170,"pass_rate":0.5414,"provider_group":"provider_z","quality":0.7162,"strengths":["coding","drafting","reasoning","speed"]},{"credits_per_call":3.147,"id":"worker_c","p95_latency_ms":52811,"pass_rate":0.8403,"provider_group":"provider_y","quality":0.931,"strengths":["reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":3.171,"max_latency_ms":39659,"minimum_quality":0.6242},"task":{"ambiguity":0.3391,"category":"coding","complexity":0.7999,"consequence":0.549,"evidence_need":0.4893,"family":"migration_planning","input_tokens":6800,"reversibility":0.6491,"risk":0.4908,"summary":"Review a staged migration for usage metering and identify irreversible steps."},"workers":[{"credits_per_call":13.386,"id":"worker_a","p95_latency_ms":55775,"pass_rate":0.9646,"provider_group":"provider_x","quality":0.94,"strengths":["coding","implementation","reasoning","synthesis"]},{"credits_per_call":1.017,"id":"worker_b","p95_latency_ms":21589,"pass_rate":0.5683,"provider_group":"provider_z","quality":0.7454,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.987,"id":"worker_c","p95_latency_ms":71903,"pass_rate":0.8784,"provider_group":"provider_y","quality":0.9008,"strengths":["coding","reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=

coding implementation reasoning synthesis


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":2.649,"max_latency_ms":52259,"minimum_quality":0.502},"task":{"ambiguity":0.5171,"category":"coding","complexity":0.6148,"consequence":0.7029,"evidence_need":0.6888,"family":"migration_planning","input_tokens":3280,"reversibility":0.3774,"risk":0.5051,"summary":"Plan a zero-downtime migration of usage metering with rollback checkpoints."},"workers":[{"credits_per_call":0.988,"id":"worker_a","p95_latency_ms":30933,"pass_rate":0.5704,"provider_group":"provider_z","quality":0.7175,"strengths":["coding","drafting","speed"]},{"credits_per_call":15.189,"id":"worker_b","p95_latency_ms":73760,"pass_rate":0.995,"provider_group":"provider_y","quality":0.984,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.49,"id":"worker_c","p95_latency_ms":81698,"pass_rate":0.864,"provider_group":"provider_x","quality":0.8185,"strengths":["reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":2.602,"max_latency_ms":38749,"minimum_quality":0.5154},"task":{"ambiguity":0.5727,"category":"analysis","complexity":0.509,"consequence":0.4081,"evidence_need":0.6379,"family":"performance_tuning","input_tokens":5680,"reversibility":0.8,"risk":0.3103,"summary":"Diagnose latency variance in access control and rank the next experiments."},"workers":[{"credits_per_call":10.622,"id":"worker_a","p95_latency_ms":77480,"pass_rate":0.995,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.086,"id":"worker_b","p95_latency_ms":21676,"pass_rate":0.5211,"provider_group":"provider_y","quality":0.7395,"strengths":["coding","drafting","reasoning","speed"]},{"credits_per_call":4.126,"id":"worker_c","p95_latency_ms":82844,"pass_rate":0.9007,"provider_group":"provider_z","quality":0.9563,"strengths":["reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":3.274,"max_latency_ms":28038,"minimum_quality":0.7042},"task":{"ambiguity":0.3567,"category":"coding","complexity":0.7287,"consequence":0.641,"evidence_need":0.5215,"family":"migration_planning","input_tokens":1400,"reversibility":0.2615,"risk":0.5004,"summary":"Plan a zero-downtime migration of private credentials with rollback checkpoints."},"workers":[{"credits_per_call":2.856,"id":"worker_a","p95_latency_ms":61002,"pass_rate":0.8597,"provider_group":"provider_z","quality":0.8779,"strengths":["coding","reasoning","review","writing"]},{"credits_per_call":11.367,"id":"worker_b","p95_latency_ms":62037,"pass_rate":0.9316,"provider_group":"provider_y","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.861,"id":"worker_c","p95_latency_ms":20875,"pass_rate":0.6151,"provider_group":"provider_x","quality":0.7574,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":7.427,"max_latency_ms":253028,"minimum_quality":0.8611},"task":{"ambiguity":0.3623,"category":"coding","complexity":0.8973,"consequence":0.5132,"evidence_need":0.6741,"family":"migration_planning","input_tokens":5880,"reversibility":0.3216,"risk":0.5396,"summary":"Design compatibility testing for a tenant-scoped caching schema migration."},"workers":[{"credits_per_call":2.892,"id":"worker_a","p95_latency_ms":71685,"pass_rate":0.7494,"provider_group":"provider_x","quality":0.8666,"strengths":["reasoning","review","writing"]},{"credits_per_call":10.584,"id":"worker_b","p95_latency_ms":79308,"pass_rate":0.9288,"provider_group":"provider_z","quality":0.995,"strengths":["coding","implementation","reasoning","synthesis"]},{"credits_per_call":1.2,"id":"worker_c","p95_latency_ms":30205,"pass_rate":0.5985,"provider_group":"provider_y","quality":0.7667,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":24.099,"max_latency_ms":202747,"minimum_quality":0.944},"task":{"ambiguity":0.4481,"category":"coding","complexity":0.6712,"consequence":0.559,"evidence_need":0.6087,"family":"migration_planning","input_tokens":3080,"reversibility":0.503,"risk":0.7373,"summary":"Review a staged migration for background jobs and identify irreversible steps."},"workers":[{"credits_per_call":13.615,"id":"worker_a","p95_latency_ms":68407,"pass_rate":0.995,"provider_group":"provider_y","quality":0.9606,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":2.876,"id":"worker_b","p95_latency_ms":57479,"pass_rate":0.8615,"provider_group":"provider_x","quality":0.8885,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.916,"id":"worker_c","p95_latency_ms":32286,"pass_rate":0.6064,"provider_group":"provider_z","quality":0.724,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":19.147,"max_latency_ms":227110,"minimum_quality":0.8164},"task":{"ambiguity":0.4364,"category":"coding","complexity":0.639,"consequence":0.7773,"evidence_need":0.7715,"family":"migration_planning","input_tokens":5760,"reversibility":0.56,"risk":0.4311,"summary":"Design compatibility testing for a schema evolution schema migration."},"workers":[{"credits_per_call":0.841,"id":"worker_a","p95_latency_ms":19949,"pass_rate":0.5437,"provider_group":"provider_z","quality":0.7622,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.103,"id":"worker_b","p95_latency_ms":54876,"pass_rate":0.7891,"provider_group":"provider_y","quality":0.8243,"strengths":["reasoning","review","writing"]},{"credits_per_call":14.624,"id":"worker_c","p95_latency_ms":88928,"pass_rate":0.9828,"provider_group":"provider_x","quality":0.995,"strengths":["coding","implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":16.617,"max_latency_ms":240115,"minimum_quality":0.8332},"task":{"ambiguity":0.3622,"category":"coding","complexity":0.8442,"consequence":0.6344,"evidence_need":0.4156,"family":"migration_planning","input_tokens":4040,"reversibility":0.3937,"risk":0.551,"summary":"Review a staged migration for tenant-scoped caching and identify irreversible steps."},"workers":[{"credits_per_call":1.025,"id":"worker_a","p95_latency_ms":28659,"pass_rate":0.5945,"provider_group":"provider_x","quality":0.684,"strengths":["coding","drafting","speed"]},{"credits_per_call":11.633,"id":"worker_b","p95_latency_ms":89806,"pass_rate":0.995,"provider_group":"provider_y","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":2.736,"id":"worker_c","p95_latency_ms":60588,"pass_rate":0.8553,"provider_group":"provider_z","quality":0.8605,"strengths":["reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":6.907,"max_latency_ms":224038,"minimum_quality":0.8875},"task":{"ambiguity":0.4915,"category":"review","complexity":0.6212,"consequence":0.6376,"evidence_need":0.5623,"family":"policy_compliance","input_tokens":4560,"reversibility":0.5889,"risk":0.7034,"summary":"Audit a workflow for rate limiting against explicit access requirements."},"workers":[{"credits_per_call":13.413,"id":"worker_a","p95_latency_ms":75851,"pass_rate":0.9565,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.689,"id":"worker_b","p95_latency_ms":76513,"pass_rate":0.7936,"provider_group":"provider_y","quality":0.9215,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.095,"id":"worker_c","p95_latency_ms":24884,"pass_rate":0.484,"provider_group":"provider_x","quality":0.7813,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":2.627,"max_latency_ms":21900,"minimum_quality":0.6166},"task":{"ambiguity":0.677,"category":"coding","complexity":0.7289,"consequence":0.6069,"evidence_need":0.643,"family":"migration_planning","input_tokens":5520,"reversibility":0.4139,"risk":0.5938,"summary":"Plan a zero-downtime migration of observability with rollback checkpoints."},"workers":[{"credits_per_call":4.039,"id":"worker_a","p95_latency_ms":50698,"pass_rate":0.8307,"provider_group":"provider_z","quality":0.8211,"strengths":["coding","reasoning","review","writing"]},{"credits_per_call":12.932,"id":"worker_b","p95_latency_ms":86098,"pass_rate":0.9265,"provider_group":"provider_y","quality":0.9739,"strengths":["coding","implementation","reasoning","synthesis"]},{"credits_per_call":1.084,"id":"worker_c","p95_latency_ms":20407,"pass_rate":0.6176,"provider_group":"provider_x","quality":0.7771,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":22.253,"max_latency_ms":206182,"minimum_quality":0.8321},"task":{"ambiguity":0.3632,"category":"review","complexity":0.8138,"consequence":0.761,"evidence_need":0.7991,"family":"policy_compliance","input_tokens":7240,"reversibility":0.559,"risk":0.7489,"summary":"Review whether database failover satisfies a documented retention policy."},"workers":[{"credits_per_call":3.146,"id":"worker_a","p95_latency_ms":58716,"pass_rate":0.748,"provider_group":"provider_z","quality":0.9187,"strengths":["drafting","reasoning","review","writing"]},{"credits_per_call":1.004,"id":"worker_b","p95_latency_ms":24009,"pass_rate":0.536,"provider_group":"provider_y","quality":0.7675,"strengths":["coding","drafting","speed"]},{"credits_per_call":15.085,"id":"worker_c","p95_latency_ms":84826,"pass_rate":0.9853,"provider_group":"provider_x","quality":0.9781,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":1.389,"max_latency_ms":57419,"minimum_quality":0.4917},"task":{"ambiguity":0.3075,"category":"analysis","complexity":0.6569,"consequence":0.4905,"evidence_need":0.3547,"family":"performance_tuning","input_tokens":5320,"reversibility":0.6557,"risk":0.3289,"summary":"Review a proposed optimization for webhook delivery for hidden regressions."},"workers":[{"credits_per_call":3.773,"id":"worker_a","p95_latency_ms":78187,"pass_rate":0.8554,"provider_group":"provider_y","quality":0.9873,"strengths":["reasoning","review","writing"]},{"credits_per_call":12.888,"id":"worker_b","p95_latency_ms":51069,"pass_rate":0.995,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.876,"id":"worker_c","p95_latency_ms":30354,"pass_rate":0.5231,"provider_group":"provider_z","quality":0.622,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":8.342,"max_latency_ms":203559,"minimum_quality":0.8356},"task":{"ambiguity":0.4649,"category":"coding","complexity":0.8628,"consequence":0.6517,"evidence_need":0.6622,"family":"migration_planning","input_tokens":960,"reversibility":0.6492,"risk":0.3874,"summary":"Review a staged migration for deployment rollback and identify irreversible steps."},"workers":[{"credits_per_call":0.817,"id":"worker_a","p95_latency_ms":31937,"pass_rate":0.5212,"provider_group":"provider_y","quality":0.7404,"strengths":["coding","drafting","speed"]},{"credits_per_call":2.96,"id":"worker_b","p95_latency_ms":77209,"pass_rate":0.7824,"provider_group":"provider_z","quality":0.8731,"strengths":["reasoning","review","writing"]},{"credits_per_call":13.539,"id":"worker_c","p95_latency_ms":91391,"pass_rate":0.995,"provider_group":"provider_x","quality":0.9845,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":7.258,"max_latency_ms":264283,"minimum_quality":0.7986},"task":{"ambiguity":0.448,"category":"coding","complexity":0.9149,"consequence":0.556,"evidence_need":0.4091,"family":"migration_planning","input_tokens":4360,"reversibility":0.6101,"risk":0.5479,"summary":"Plan a zero-downtime migration of prompt caching with rollback checkpoints."},"workers":[{"credits_per_call":0.89,"id":"worker_a","p95_latency_ms":30115,"pass_rate":0.4515,"provider_group":"provider_z","quality":0.7501,"strengths":["coding","drafting","speed"]},{"credits_per_call":11.33,"id":"worker_b","p95_latency_ms":81306,"pass_rate":0.9927,"provider_group":"provider_y","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.738,"id":"worker_c","p95_latency_ms":79570,"pass_rate":0.8719,"provider_group":"provider_x","quality":0.9053,"strengths":["coding","reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":18.05,"max_latency_ms":132600,"minimum_quality":0.685},"task":{"ambiguity":0.7013,"category":"coding","complexity":0.592,"consequence":0.708,"evidence_need":0.561,"family":"migration_planning","input_tokens":1040,"reversibility":0.2574,"risk":0.4441,"summary":"Design compatibility testing for a access control schema migration."},"workers":[{"credits_per_call":12.284,"id":"worker_a","p95_latency_ms":75392,"pass_rate":0.9672,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.937,"id":"worker_b","p95_latency_ms":26644,"pass_rate":0.4874,"provider_group":"provider_y","quality":0.7191,"strengths":["coding","drafting","speed"]},{"credits_per_call":2.98,"id":"worker_c","p95_latency_ms":68222,"pass_rate":0.7888,"provider_group":"provider_z","quality":0.8828,"strengths":["reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":15.293,"max_latency_ms":191312,"minimum_quality":0.8838},"task":{"ambiguity":0.7054,"category":"coding","complexity":0.8065,"consequence":0.7783,"evidence_need":0.5543,"family":"migration_planning","input_tokens":2800,"reversibility":0.6203,"risk":0.4747,"summary":"Design compatibility testing for a background jobs schema migration."},"workers":[{"credits_per_call":11.75,"id":"worker_a","p95_latency_ms":57982,"pass_rate":0.9593,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.06,"id":"worker_b","p95_latency_ms":18115,"pass_rate":0.4947,"provider_group":"provider_z","quality":0.7218,"strengths":["coding","drafting","speed"]},{"credits_per_call":2.991,"id":"worker_c","p95_latency_ms":48884,"pass_rate":0.7925,"provider_group":"provider_y","quality":0.9112,"strengths":["reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":24.09,"max_latency_ms":221273,"minimum_quality":0.9429},"task":{"ambiguity":0.7689,"category":"review","complexity":0.4259,"consequence":0.8806,"evidence_need":0.6571,"family":"policy_compliance","input_tokens":6400,"reversibility":0.4008,"risk":0.7309,"summary":"Identify evidence required before approving webhook delivery for production."},"workers":[{"credits_per_call":13.368,"id":"worker_a","p95_latency_ms":92450,"pass_rate":0.9209,"provider_group":"provider_y","quality":0.9208,"strengths":["drafting","implementation","reasoning","synthesis"]},{"credits_per_call":1.147,"id":"worker_b","p95_latency_ms":25767,"pass_rate":0.4867,"provider_group":"provider_z","quality":0.7279,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.274,"id":"worker_c","p95_latency_ms":81226,"pass_rate":0.755,"provider_group":"provider_x","quality":0.8326,"strengths":["reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":2.023,"max_latency_ms":49020,"minimum_quality":0.607},"task":{"ambiguity":0.7356,"category":"analysis","complexity":0.5814,"consequence":0.6409,"evidence_need":0.3547,"family":"performance_tuning","input_tokens":800,"reversibility":0.8726,"risk":0.4674,"summary":"Review a proposed optimization for prompt caching for hidden regressions."},"workers":[{"credits_per_call":3.898,"id":"worker_a","p95_latency_ms":63826,"pass_rate":0.7896,"provider_group":"provider_y","quality":0.8968,"strengths":["reasoning","review","writing"]},{"credits_per_call":10.789,"id":"worker_b","p95_latency_ms":67943,"pass_rate":0.995,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.844,"id":"worker_c","p95_latency_ms":31491,"pass_rate":0.4383,"provider_group":"provider_x","quality":0.6212,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":17.443,"max_latency_ms":166247,"minimum_quality":0.8706},"task":{"ambiguity":0.7256,"category":"coding","complexity":0.6712,"consequence":0.5385,"evidence_need":0.4381,"family":"migration_planning","input_tokens":3200,"reversibility":0.5071,"risk":0.5049,"summary":"Plan a zero-downtime migration of access control with rollback checkpoints."},"workers":[{"credits_per_call":10.814,"id":"worker_a","p95_latency_ms":75234,"pass_rate":0.995,"provider_group":"provider_x","quality":0.9285,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.13,"id":"worker_b","p95_latency_ms":51923,"pass_rate":0.8634,"provider_group":"provider_y","quality":0.8308,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.071,"id":"worker_c","p95_latency_ms":29333,"pass_rate":0.5442,"provider_group":"provider_z","quality":0.7777,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":9.115,"max_latency_ms":184369,"minimum_quality":0.7368},"task":{"ambiguity":0.5636,"category":"analysis","complexity":0.8525,"consequence":0.6859,"evidence_need":0.5894,"family":"performance_tuning","input_tokens":7880,"reversibility":0.8804,"risk":0.546,"summary":"Choose between throughput and tail-latency changes for observability."},"workers":[{"credits_per_call":14.028,"id":"worker_a","p95_latency_ms":72107,"pass_rate":0.995,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.934,"id":"worker_b","p95_latency_ms":73410,"pass_rate":0.8525,"provider_group":"provider_y","quality":0.8987,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.902,"id":"worker_c","p95_latency_ms":29170,"pass_rate":0.5047,"provider_group":"provider_x","quality":0.6796,"strengths":["coding","drafting","reasoning","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":22.51,"max_latency_ms":229571,"minimum_quality":0.786},"task":{"ambiguity":0.5615,"category":"coding","complexity":0.5607,"consequence":0.6663,"evidence_need":0.55,"family":"migration_planning","input_tokens":2120,"reversibility":0.5687,"risk":0.5854,"summary":"Plan a zero-downtime migration of streaming inference with rollback checkpoints."},"workers":[{"credits_per_call":3.806,"id":"worker_a","p95_latency_ms":63336,"pass_rate":0.8311,"provider_group":"provider_x","quality":0.8109,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.184,"id":"worker_b","p95_latency_ms":27101,"pass_rate":0.5328,"provider_group":"provider_y","quality":0.7719,"strengths":["coding","drafting","speed"]},{"credits_per_call":13.288,"id":"worker_c","p95_latency_ms":90218,"pass_rate":0.9395,"provider_group":"provider_z","quality":0.9588,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":2.566,"max_latency_ms":39269,"minimum_quality":0.6618},"task":{"ambiguity":0.5531,"category":"review","complexity":0.5002,"consequence":0.6397,"evidence_need":0.7828,"family":"policy_compliance","input_tokens":400,"reversibility":0.4763,"risk":0.6556,"summary":"Audit a workflow for usage metering against explicit access requirements."},"workers":[{"credits_per_call":0.943,"id":"worker_a","p95_latency_ms":25339,"pass_rate":0.5866,"provider_group":"provider_z","quality":0.7614,"strengths":["coding","drafting","speed"]},{"credits_per_call":10.827,"id":"worker_b","p95_latency_ms":88379,"pass_rate":0.9333,"provider_group":"provider_y","quality":0.9857,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.509,"id":"worker_c","p95_latency_ms":78194,"pass_rate":0.7261,"provider_group":"provider_x","quality":0.8842,"strengths":["reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":24.07,"max_latency_ms":235502,"minimum_quality":0.9005},"task":{"ambiguity":0.5001,"category":"review","complexity":0.7345,"consequence":0.7673,"evidence_need":0.5587,"family":"policy_compliance","input_tokens":5480,"reversibility":0.5137,"risk":0.8167,"summary":"Review whether artifact storage satisfies a documented retention policy."},"workers":[{"credits_per_call":3.522,"id":"worker_a","p95_latency_ms":68501,"pass_rate":0.8769,"provider_group":"provider_x","quality":0.7992,"strengths":["reasoning","review","writing"]},{"credits_per_call":12.966,"id":"worker_b","p95_latency_ms":79485,"pass_rate":0.995,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.07,"id":"worker_c","p95_latency_ms":20026,"pass_rate":0.6022,"provider_group":"provider_y","quality":0.7364,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":18.726,"max_latency_ms":222136,"minimum_quality":0.8815},"task":{"ambiguity":0.4541,"category":"coding","complexity":0.8506,"consequence":0.5773,"evidence_need":0.7883,"family":"migration_planning","input_tokens":3240,"reversibility":0.3327,"risk":0.6417,"summary":"Design compatibility testing for a webhook delivery schema migration."},"workers":[{"credits_per_call":2.846,"id":"worker_a","p95_latency_ms":68436,"pass_rate":0.7495,"provider_group":"provider_y","quality":0.8215,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.953,"id":"worker_b","p95_latency_ms":26417,"pass_rate":0.4538,"provider_group":"provider_z","quality":0.7386,"strengths":["coding","drafting","speed"]},{"credits_per_call":14.419,"id":"worker_c","p95_latency_ms":64204,"pass_rate":0.931,"provider_group":"provider_x","quality":0.9135,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":9.701,"max_latency_ms":170950,"minimum_quality":0.7798},"task":{"ambiguity":0.6335,"category":"analysis","complexity":0.6379,"consequence":0.6979,"evidence_need":0.7385,"family":"performance_tuning","input_tokens":7760,"reversibility":0.7527,"risk":0.4842,"summary":"Review a proposed optimization for usage metering for hidden regressions."},"workers":[{"credits_per_call":1.185,"id":"worker_a","p95_latency_ms":24378,"pass_rate":0.4394,"provider_group":"provider_y","quality":0.6984,"strengths":["coding","drafting","reasoning","speed"]},{"credits_per_call":10.418,"id":"worker_b","p95_latency_ms":63083,"pass_rate":0.995,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.033,"id":"worker_c","p95_latency_ms":67535,"pass_rate":0.8136,"provider_group":"provider_z","quality":0.9535,"strengths":["reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":17.199,"max_latency_ms":182246,"minimum_quality":0.808},"task":{"ambiguity":0.6117,"category":"analysis","complexity":0.6823,"consequence":0.293,"evidence_need":0.3106,"family":"performance_tuning","input_tokens":7160,"reversibility":0.6623,"risk":0.3059,"summary":"Review a proposed optimization for OAuth callbacks for hidden regressions."},"workers":[{"credits_per_call":10.736,"id":"worker_a","p95_latency_ms":71506,"pass_rate":0.995,"provider_group":"provider_y","quality":0.9926,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.827,"id":"worker_b","p95_latency_ms":23154,"pass_rate":0.5329,"provider_group":"provider_x","quality":0.7387,"strengths":["coding","drafting","reasoning","speed"]},{"credits_per_call":4.091,"id":"worker_c","p95_latency_ms":73517,"pass_rate":0.8873,"provider_group":"provider_z","quality":0.9765,"strengths":["reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":18.694,"max_latency_ms":266612,"minimum_quality":0.8608},"task":{"ambiguity":0.4742,"category":"coding","complexity":0.9285,"consequence":0.5567,"evidence_need":0.4838,"family":"migration_planning","input_tokens":1800,"reversibility":0.5311,"risk":0.4053,"summary":"Review a staged migration for webhook delivery and identify irreversible steps."},"workers":[{"credits_per_call":1.062,"id":"worker_a","p95_latency_ms":22301,"pass_rate":0.5276,"provider_group":"provider_x","quality":0.7782,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.473,"id":"worker_b","p95_latency_ms":82004,"pass_rate":0.8205,"provider_group":"provider_z","quality":0.8314,"strengths":["reasoning","review","writing"]},{"credits_per_call":12.991,"id":"worker_c","p95_latency_ms":82207,"pass_rate":0.9557,"provider_group":"provider_y","quality":0.9512,"strengths":["coding","implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=