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":8.183,"max_latency_ms":131462,"minimum_quality":0.7922},"task":{"ambiguity":0.3821,"category":"review","complexity":0.5158,"consequence":0.7812,"evidence_need":0.8584,"family":"policy_compliance","input_tokens":160,"reversibility":0.4322,"risk":0.6112,"summary":"Review whether observability satisfies a documented retention policy."},"workers":[{"credits_per_call":3.001,"id":"worker_a","p95_latency_ms":45421,"pass_rate":0.768,"provider_group":"provider_z","quality":0.8251,"strengths":["drafting","reasoning","review","writing"]},{"credits_per_call":14.065,"id":"worker_b","p95_latency_ms":86567,"pass_rate":0.995,"provider_group":"provider_y","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.1,"id":"worker_c","p95_latency_ms":30166,"pass_rate":0.5681,"provider_group":"provider_x","quality":0.7291,"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":24.764,"max_latency_ms":213132,"minimum_quality":0.89},"task":{"ambiguity":0.6242,"category":"analysis","complexity":0.6833,"consequence":0.2908,"evidence_need":0.6476,"family":"performance_tuning","input_tokens":440,"reversibility":0.5865,"risk":0.5112,"summary":"Choose between throughput and tail-latency changes for private credentials."},"workers":[{"credits_per_call":13.1,"id":"worker_a","p95_latency_ms":52144,"pass_rate":0.995,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":4.212,"id":"worker_b","p95_latency_ms":82416,"pass_rate":0.8689,"provider_group":"provider_y","quality":0.9396,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.013,"id":"worker_c","p95_latency_ms":30273,"pass_rate":0.4741,"provider_group":"provider_z","quality":0.7363,"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":1,"max_credits":1.964,"max_latency_ms":47485,"minimum_quality":0.5609},"task":{"ambiguity":0.6696,"category":"review","complexity":0.4007,"consequence":0.85,"evidence_need":0.6211,"family":"policy_compliance","input_tokens":880,"reversibility":0.5791,"risk":0.733,"summary":"Review whether background jobs satisfies a documented retention policy."},"workers":[{"credits_per_call":4.027,"id":"worker_a","p95_latency_ms":79908,"pass_rate":0.8209,"provider_group":"provider_x","quality":0.8704,"strengths":["reasoning","review","writing"]},{"credits_per_call":11.962,"id":"worker_b","p95_latency_ms":86720,"pass_rate":0.995,"provider_group":"provider_y","quality":0.9164,"strengths":["drafting","implementation","reasoning","synthesis"]},{"credits_per_call":1.178,"id":"worker_c","p95_latency_ms":27970,"pass_rate":0.485,"provider_group":"provider_z","quality":0.7596,"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":3,"max_credits":18.9,"max_latency_ms":205425,"minimum_quality":0.918},"task":{"ambiguity":0.7387,"category":"review","complexity":0.8236,"consequence":0.6434,"evidence_need":0.8429,"family":"policy_compliance","input_tokens":7400,"reversibility":0.6331,"risk":0.4557,"summary":"Review whether rate limiting satisfies a documented retention policy."},"workers":[{"credits_per_call":3.054,"id":"worker_a","p95_latency_ms":74149,"pass_rate":0.753,"provider_group":"provider_y","quality":0.8278,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.018,"id":"worker_b","p95_latency_ms":24814,"pass_rate":0.5277,"provider_group":"provider_x","quality":0.7653,"strengths":["coding","drafting","speed"]},{"credits_per_call":13.09,"id":"worker_c","p95_latency_ms":60986,"pass_rate":0.995,"provider_group":"provider_z","quality":0.9891,"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":9.691,"max_latency_ms":222170,"minimum_quality":0.8438},"task":{"ambiguity":0.5621,"category":"coding","complexity":0.7942,"consequence":0.5131,"evidence_need":0.4701,"family":"migration_planning","input_tokens":4520,"reversibility":0.4312,"risk":0.5227,"summary":"Review a staged migration for usage metering and identify irreversible steps."},"workers":[{"credits_per_call":0.972,"id":"worker_a","p95_latency_ms":32100,"pass_rate":0.4847,"provider_group":"provider_z","quality":0.7163,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.859,"id":"worker_b","p95_latency_ms":51599,"pass_rate":0.8641,"provider_group":"provider_x","quality":0.8527,"strengths":["reasoning","review","writing"]},{"credits_per_call":12.588,"id":"worker_c","p95_latency_ms":79539,"pass_rate":0.9051,"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":3,"max_credits":20.28,"max_latency_ms":207090,"minimum_quality":0.8474},"task":{"ambiguity":0.4564,"category":"coding","complexity":0.9135,"consequence":0.504,"evidence_need":0.4354,"family":"migration_planning","input_tokens":4280,"reversibility":0.2516,"risk":0.5905,"summary":"Plan a zero-downtime migration of artifact storage with rollback checkpoints."},"workers":[{"credits_per_call":3.424,"id":"worker_a","p95_latency_ms":78445,"pass_rate":0.7745,"provider_group":"provider_y","quality":0.9195,"strengths":["reasoning","review","writing"]},{"credits_per_call":13.426,"id":"worker_b","p95_latency_ms":83931,"pass_rate":0.9609,"provider_group":"provider_z","quality":0.9286,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.875,"id":"worker_c","p95_latency_ms":26250,"pass_rate":0.5853,"provider_group":"provider_x","quality":0.7342,"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":22.501,"max_latency_ms":205905,"minimum_quality":0.7863},"task":{"ambiguity":0.6109,"category":"analysis","complexity":0.7359,"consequence":0.3387,"evidence_need":0.4504,"family":"performance_tuning","input_tokens":6040,"reversibility":0.5906,"risk":0.5233,"summary":"Choose between throughput and tail-latency changes for private credentials."},"workers":[{"credits_per_call":11.969,"id":"worker_a","p95_latency_ms":79201,"pass_rate":0.995,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.944,"id":"worker_b","p95_latency_ms":76757,"pass_rate":0.8467,"provider_group":"provider_z","quality":0.9611,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.001,"id":"worker_c","p95_latency_ms":21607,"pass_rate":0.5354,"provider_group":"provider_y","quality":0.7261,"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":2.855,"max_latency_ms":35665,"minimum_quality":0.5907},"task":{"ambiguity":0.4409,"category":"analysis","complexity":0.6225,"consequence":0.5134,"evidence_need":0.5235,"family":"performance_tuning","input_tokens":3440,"reversibility":0.6322,"risk":0.5208,"summary":"Review a proposed optimization for artifact storage for hidden regressions."},"workers":[{"credits_per_call":4.031,"id":"worker_a","p95_latency_ms":65390,"pass_rate":0.9153,"provider_group":"provider_z","quality":0.9381,"strengths":["reasoning","review","writing"]},{"credits_per_call":14.981,"id":"worker_b","p95_latency_ms":60117,"pass_rate":0.995,"provider_group":"provider_y","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.126,"id":"worker_c","p95_latency_ms":24207,"pass_rate":0.5134,"provider_group":"provider_x","quality":0.6324,"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":19.12,"max_latency_ms":147771,"minimum_quality":0.8567},"task":{"ambiguity":0.4951,"category":"review","complexity":0.8162,"consequence":0.7071,"evidence_need":0.8245,"family":"policy_compliance","input_tokens":7360,"reversibility":0.3616,"risk":0.8401,"summary":"Review whether observability satisfies a documented retention policy."},"workers":[{"credits_per_call":3.309,"id":"worker_a","p95_latency_ms":45641,"pass_rate":0.7843,"provider_group":"provider_x","quality":0.852,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.796,"id":"worker_b","p95_latency_ms":30818,"pass_rate":0.4844,"provider_group":"provider_y","quality":0.7452,"strengths":["coding","drafting","speed"]},{"credits_per_call":11.759,"id":"worker_c","p95_latency_ms":66403,"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":2,"max_credits":10.327,"max_latency_ms":212611,"minimum_quality":0.8473},"task":{"ambiguity":0.523,"category":"analysis","complexity":0.8147,"consequence":0.5262,"evidence_need":0.6579,"family":"performance_tuning","input_tokens":4560,"reversibility":0.6351,"risk":0.4084,"summary":"Diagnose latency variance in prompt caching and rank the next experiments."},"workers":[{"credits_per_call":0.972,"id":"worker_a","p95_latency_ms":22409,"pass_rate":0.4143,"provider_group":"provider_y","quality":0.6451,"strengths":["coding","drafting","reasoning","speed"]},{"credits_per_call":3.102,"id":"worker_b","p95_latency_ms":59640,"pass_rate":0.8521,"provider_group":"provider_z","quality":0.9738,"strengths":["reasoning","review","writing"]},{"credits_per_call":13.267,"id":"worker_c","p95_latency_ms":83375,"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":1,"max_credits":2.759,"max_latency_ms":25841,"minimum_quality":0.6512},"task":{"ambiguity":0.6919,"category":"review","complexity":0.6118,"consequence":0.9316,"evidence_need":0.9102,"family":"policy_compliance","input_tokens":120,"reversibility":0.5413,"risk":0.7718,"summary":"Audit a workflow for artifact storage against explicit access requirements."},"workers":[{"credits_per_call":12.719,"id":"worker_a","p95_latency_ms":71099,"pass_rate":0.995,"provider_group":"provider_z","quality":0.9582,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":4.075,"id":"worker_b","p95_latency_ms":70461,"pass_rate":0.8659,"provider_group":"provider_x","quality":0.9184,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.953,"id":"worker_c","p95_latency_ms":23157,"pass_rate":0.5481,"provider_group":"provider_y","quality":0.7187,"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":18.75,"max_latency_ms":193340,"minimum_quality":0.9326},"task":{"ambiguity":0.3922,"category":"coding","complexity":0.8877,"consequence":0.8425,"evidence_need":0.4028,"family":"migration_planning","input_tokens":4600,"reversibility":0.5649,"risk":0.5904,"summary":"Review a staged migration for OAuth callbacks and identify irreversible steps."},"workers":[{"credits_per_call":10.701,"id":"worker_a","p95_latency_ms":67385,"pass_rate":0.995,"provider_group":"provider_z","quality":0.975,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.806,"id":"worker_b","p95_latency_ms":24717,"pass_rate":0.6034,"provider_group":"provider_y","quality":0.7904,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.194,"id":"worker_c","p95_latency_ms":72779,"pass_rate":0.7501,"provider_group":"provider_x","quality":0.8775,"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":20.629,"max_latency_ms":172681,"minimum_quality":0.8866},"task":{"ambiguity":0.66,"category":"coding","complexity":0.8699,"consequence":0.4612,"evidence_need":0.5712,"family":"migration_planning","input_tokens":1000,"reversibility":0.4352,"risk":0.5189,"summary":"Design compatibility testing for a access control schema migration."},"workers":[{"credits_per_call":12.744,"id":"worker_a","p95_latency_ms":75407,"pass_rate":0.9623,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.026,"id":"worker_b","p95_latency_ms":23827,"pass_rate":0.5258,"provider_group":"provider_y","quality":0.68,"strengths":["coding","drafting","speed"]},{"credits_per_call":4.099,"id":"worker_c","p95_latency_ms":47244,"pass_rate":0.8536,"provider_group":"provider_x","quality":0.8114,"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":12.647,"max_latency_ms":158974,"minimum_quality":0.6882},"task":{"ambiguity":0.6098,"category":"review","complexity":0.5219,"consequence":0.7475,"evidence_need":0.7668,"family":"policy_compliance","input_tokens":1880,"reversibility":0.4864,"risk":0.7709,"summary":"Review whether provider failover satisfies a documented retention policy."},"workers":[{"credits_per_call":13.772,"id":"worker_a","p95_latency_ms":64071,"pass_rate":0.995,"provider_group":"provider_y","quality":0.9401,"strengths":["drafting","implementation","reasoning","synthesis"]},{"credits_per_call":0.798,"id":"worker_b","p95_latency_ms":28335,"pass_rate":0.4678,"provider_group":"provider_x","quality":0.697,"strengths":["coding","drafting","speed"]},{"credits_per_call":2.851,"id":"worker_c","p95_latency_ms":79209,"pass_rate":0.7965,"provider_group":"provider_z","quality":0.9081,"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":3.001,"max_latency_ms":38536,"minimum_quality":0.6228},"task":{"ambiguity":0.6603,"category":"coding","complexity":0.6291,"consequence":0.4993,"evidence_need":0.8437,"family":"migration_planning","input_tokens":4880,"reversibility":0.4409,"risk":0.556,"summary":"Plan a zero-downtime migration of usage metering with rollback checkpoints."},"workers":[{"credits_per_call":4.186,"id":"worker_a","p95_latency_ms":50087,"pass_rate":0.8279,"provider_group":"provider_x","quality":0.8332,"strengths":["reasoning","review","writing"]},{"credits_per_call":13.669,"id":"worker_b","p95_latency_ms":85249,"pass_rate":0.985,"provider_group":"provider_z","quality":0.9278,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.064,"id":"worker_c","p95_latency_ms":25804,"pass_rate":0.501,"provider_group":"provider_y","quality":0.7124,"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":18.966,"max_latency_ms":88411,"minimum_quality":0.7345},"task":{"ambiguity":0.5413,"category":"review","complexity":0.8269,"consequence":0.7593,"evidence_need":0.5632,"family":"policy_compliance","input_tokens":4040,"reversibility":0.4319,"risk":0.5949,"summary":"Audit a workflow for webhook delivery against explicit access requirements."},"workers":[{"credits_per_call":1.063,"id":"worker_a","p95_latency_ms":22788,"pass_rate":0.6154,"provider_group":"provider_y","quality":0.7491,"strengths":["coding","drafting","speed"]},{"credits_per_call":15.353,"id":"worker_b","p95_latency_ms":59017,"pass_rate":0.9386,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.528,"id":"worker_c","p95_latency_ms":65335,"pass_rate":0.8361,"provider_group":"provider_x","quality":0.8469,"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":3,"max_credits":24.146,"max_latency_ms":241777,"minimum_quality":0.9598},"task":{"ambiguity":0.663,"category":"coding","complexity":0.6915,"consequence":0.5531,"evidence_need":0.7216,"family":"migration_planning","input_tokens":360,"reversibility":0.3378,"risk":0.7117,"summary":"Review a staged migration for data retention and identify irreversible steps."},"workers":[{"credits_per_call":0.89,"id":"worker_a","p95_latency_ms":22585,"pass_rate":0.5146,"provider_group":"provider_x","quality":0.6827,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.228,"id":"worker_b","p95_latency_ms":81908,"pass_rate":0.85,"provider_group":"provider_y","quality":0.8946,"strengths":["reasoning","review","writing"]},{"credits_per_call":14.365,"id":"worker_c","p95_latency_ms":82805,"pass_rate":0.9921,"provider_group":"provider_z","quality":0.9857,"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":1.84,"max_latency_ms":40581,"minimum_quality":0.709},"task":{"ambiguity":0.7495,"category":"analysis","complexity":0.6072,"consequence":0.4956,"evidence_need":0.629,"family":"performance_tuning","input_tokens":2080,"reversibility":0.729,"risk":0.2877,"summary":"Review a proposed optimization for provider failover for hidden regressions."},"workers":[{"credits_per_call":1.07,"id":"worker_a","p95_latency_ms":23092,"pass_rate":0.466,"provider_group":"provider_x","quality":0.715,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.535,"id":"worker_b","p95_latency_ms":47256,"pass_rate":0.802,"provider_group":"provider_y","quality":0.9373,"strengths":["reasoning","review","writing"]},{"credits_per_call":12.417,"id":"worker_c","p95_latency_ms":72220,"pass_rate":0.9678,"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":11.131,"max_latency_ms":120825,"minimum_quality":0.7216},"task":{"ambiguity":0.7065,"category":"review","complexity":0.4375,"consequence":0.8925,"evidence_need":0.6814,"family":"policy_compliance","input_tokens":1800,"reversibility":0.3359,"risk":0.5633,"summary":"Identify evidence required before approving webhook delivery for production."},"workers":[{"credits_per_call":11.483,"id":"worker_a","p95_latency_ms":90278,"pass_rate":0.983,"provider_group":"provider_y","quality":0.9497,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.961,"id":"worker_b","p95_latency_ms":18210,"pass_rate":0.5534,"provider_group":"provider_x","quality":0.774,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.344,"id":"worker_c","p95_latency_ms":44881,"pass_rate":0.8136,"provider_group":"provider_z","quality":0.9166,"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":2,"max_credits":8.208,"max_latency_ms":106136,"minimum_quality":0.7402},"task":{"ambiguity":0.7519,"category":"review","complexity":0.5858,"consequence":0.6306,"evidence_need":0.7718,"family":"policy_compliance","input_tokens":7600,"reversibility":0.5042,"risk":0.8074,"summary":"Audit a workflow for prompt caching against explicit access requirements."},"workers":[{"credits_per_call":12.774,"id":"worker_a","p95_latency_ms":78840,"pass_rate":0.9057,"provider_group":"provider_z","quality":0.995,"strengths":["drafting","implementation","reasoning","synthesis"]},{"credits_per_call":3.776,"id":"worker_b","p95_latency_ms":49596,"pass_rate":0.8153,"provider_group":"provider_x","quality":0.8708,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.128,"id":"worker_c","p95_latency_ms":25928,"pass_rate":0.5758,"provider_group":"provider_y","quality":0.6952,"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":22.158,"max_latency_ms":226192,"minimum_quality":0.819},"task":{"ambiguity":0.4208,"category":"analysis","complexity":0.6344,"consequence":0.6544,"evidence_need":0.7005,"family":"performance_tuning","input_tokens":1960,"reversibility":0.8001,"risk":0.3731,"summary":"Choose between throughput and tail-latency changes for database failover."},"workers":[{"credits_per_call":12.663,"id":"worker_a","p95_latency_ms":53766,"pass_rate":0.9575,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":4.172,"id":"worker_b","p95_latency_ms":81324,"pass_rate":0.8978,"provider_group":"provider_z","quality":0.8756,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.985,"id":"worker_c","p95_latency_ms":22703,"pass_rate":0.5439,"provider_group":"provider_y","quality":0.6318,"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":8.527,"max_latency_ms":127391,"minimum_quality":0.8985},"task":{"ambiguity":0.7795,"category":"review","complexity":0.7901,"consequence":0.7627,"evidence_need":0.5905,"family":"policy_compliance","input_tokens":7440,"reversibility":0.5035,"risk":0.7419,"summary":"Review whether OAuth callbacks satisfies a documented retention policy."},"workers":[{"credits_per_call":2.921,"id":"worker_a","p95_latency_ms":73243,"pass_rate":0.8049,"provider_group":"provider_x","quality":0.823,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.97,"id":"worker_b","p95_latency_ms":21458,"pass_rate":0.5668,"provider_group":"provider_z","quality":0.7283,"strengths":["coding","drafting","speed"]},{"credits_per_call":10.137,"id":"worker_c","p95_latency_ms":58819,"pass_rate":0.9608,"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":14.34,"max_latency_ms":291888,"minimum_quality":0.76},"task":{"ambiguity":0.7422,"category":"review","complexity":0.5607,"consequence":0.7243,"evidence_need":0.8271,"family":"policy_compliance","input_tokens":2320,"reversibility":0.3757,"risk":0.807,"summary":"Audit a workflow for provider failover against explicit access requirements."},"workers":[{"credits_per_call":1.116,"id":"worker_a","p95_latency_ms":28848,"pass_rate":0.5779,"provider_group":"provider_x","quality":0.7756,"strengths":["coding","drafting","speed"]},{"credits_per_call":10.631,"id":"worker_b","p95_latency_ms":86288,"pass_rate":0.9352,"provider_group":"provider_z","quality":0.9241,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":2.801,"id":"worker_c","p95_latency_ms":75765,"pass_rate":0.7982,"provider_group":"provider_y","quality":0.8347,"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":13.797,"max_latency_ms":154991,"minimum_quality":0.6916},"task":{"ambiguity":0.5128,"category":"review","complexity":0.4513,"consequence":0.7922,"evidence_need":0.5553,"family":"policy_compliance","input_tokens":4200,"reversibility":0.454,"risk":0.5056,"summary":"Audit a workflow for artifact storage against explicit access requirements."},"workers":[{"credits_per_call":0.88,"id":"worker_a","p95_latency_ms":20262,"pass_rate":0.606,"provider_group":"provider_x","quality":0.7375,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.019,"id":"worker_b","p95_latency_ms":64243,"pass_rate":0.8815,"provider_group":"provider_z","quality":0.8588,"strengths":["drafting","reasoning","review","writing"]},{"credits_per_call":13.977,"id":"worker_c","p95_latency_ms":62212,"pass_rate":0.995,"provider_group":"provider_y","quality":0.9654,"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":2,"max_credits":3.965,"max_latency_ms":24271,"minimum_quality":0.5156},"task":{"ambiguity":0.5367,"category":"review","complexity":0.5619,"consequence":0.8756,"evidence_need":0.8565,"family":"policy_compliance","input_tokens":6960,"reversibility":0.3829,"risk":0.7993,"summary":"Audit a workflow for schema evolution against explicit access requirements."},"workers":[{"credits_per_call":4.236,"id":"worker_a","p95_latency_ms":66315,"pass_rate":0.7744,"provider_group":"provider_z","quality":0.9229,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.153,"id":"worker_b","p95_latency_ms":19402,"pass_rate":0.5719,"provider_group":"provider_x","quality":0.6885,"strengths":["coding","drafting","speed"]},{"credits_per_call":10.133,"id":"worker_c","p95_latency_ms":81711,"pass_rate":0.9397,"provider_group":"provider_y","quality":0.9719,"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":20.409,"max_latency_ms":180258,"minimum_quality":0.7959},"task":{"ambiguity":0.4316,"category":"review","complexity":0.6947,"consequence":0.8388,"evidence_need":0.9102,"family":"policy_compliance","input_tokens":3840,"reversibility":0.4665,"risk":0.7352,"summary":"Review whether access control satisfies a documented retention policy."},"workers":[{"credits_per_call":10.247,"id":"worker_a","p95_latency_ms":83671,"pass_rate":0.995,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.114,"id":"worker_b","p95_latency_ms":17608,"pass_rate":0.5382,"provider_group":"provider_y","quality":0.7839,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.409,"id":"worker_c","p95_latency_ms":67655,"pass_rate":0.8839,"provider_group":"provider_x","quality":0.9017,"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":3,"max_credits":9.602,"max_latency_ms":162015,"minimum_quality":0.8647},"task":{"ambiguity":0.6742,"category":"coding","complexity":0.757,"consequence":0.5365,"evidence_need":0.573,"family":"migration_planning","input_tokens":7400,"reversibility":0.3867,"risk":0.3676,"summary":"Design compatibility testing for a deployment rollback schema migration."},"workers":[{"credits_per_call":1.01,"id":"worker_a","p95_latency_ms":19294,"pass_rate":0.5533,"provider_group":"provider_z","quality":0.756,"strengths":["coding","drafting","speed"]},{"credits_per_call":4.11,"id":"worker_b","p95_latency_ms":56984,"pass_rate":0.8837,"provider_group":"provider_x","quality":0.8499,"strengths":["coding","reasoning","review","writing"]},{"credits_per_call":12.792,"id":"worker_c","p95_latency_ms":72215,"pass_rate":0.9747,"provider_group":"provider_y","quality":0.9169,"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":18.917,"max_latency_ms":151559,"minimum_quality":0.8835},"task":{"ambiguity":0.6565,"category":"coding","complexity":0.902,"consequence":0.4832,"evidence_need":0.4731,"family":"migration_planning","input_tokens":6960,"reversibility":0.6266,"risk":0.6327,"summary":"Review a staged migration for OAuth callbacks and identify irreversible steps."},"workers":[{"credits_per_call":0.98,"id":"worker_a","p95_latency_ms":25377,"pass_rate":0.4796,"provider_group":"provider_x","quality":0.6769,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.426,"id":"worker_b","p95_latency_ms":46338,"pass_rate":0.8149,"provider_group":"provider_z","quality":0.8296,"strengths":["coding","reasoning","review","writing"]},{"credits_per_call":11.217,"id":"worker_c","p95_latency_ms":55692,"pass_rate":0.9459,"provider_group":"provider_y","quality":0.9912,"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":20.071,"max_latency_ms":194173,"minimum_quality":0.8189},"task":{"ambiguity":0.6159,"category":"coding","complexity":0.6387,"consequence":0.5226,"evidence_need":0.62,"family":"migration_planning","input_tokens":4800,"reversibility":0.611,"risk":0.6635,"summary":"Plan a zero-downtime migration of artifact storage with rollback checkpoints."},"workers":[{"credits_per_call":3.992,"id":"worker_a","p95_latency_ms":69263,"pass_rate":0.8069,"provider_group":"provider_z","quality":0.8033,"strengths":["coding","reasoning","review","writing"]},{"credits_per_call":0.926,"id":"worker_b","p95_latency_ms":20272,"pass_rate":0.48,"provider_group":"provider_x","quality":0.6894,"strengths":["coding","drafting","speed"]},{"credits_per_call":13.552,"id":"worker_c","p95_latency_ms":51178,"pass_rate":0.9185,"provider_group":"provider_y","quality":0.9131,"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":26.269,"max_latency_ms":222941,"minimum_quality":0.9482},"task":{"ambiguity":0.5396,"category":"coding","complexity":0.8904,"consequence":0.4067,"evidence_need":0.4659,"family":"migration_planning","input_tokens":1120,"reversibility":0.6293,"risk":0.6682,"summary":"Plan a zero-downtime migration of OAuth callbacks with rollback checkpoints."},"workers":[{"credits_per_call":3.764,"id":"worker_a","p95_latency_ms":77022,"pass_rate":0.7319,"provider_group":"provider_y","quality":0.8339,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.131,"id":"worker_b","p95_latency_ms":21630,"pass_rate":0.4843,"provider_group":"provider_z","quality":0.7252,"strengths":["coding","drafting","speed"]},{"credits_per_call":14.074,"id":"worker_c","p95_latency_ms":56919,"pass_rate":0.9449,"provider_group":"provider_x","quality":0.9893,"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":19.039,"max_latency_ms":181451,"minimum_quality":0.8943},"task":{"ambiguity":0.614,"category":"review","complexity":0.7824,"consequence":0.8466,"evidence_need":0.8941,"family":"policy_compliance","input_tokens":2360,"reversibility":0.5036,"risk":0.5986,"summary":"Audit a workflow for artifact storage against explicit access requirements."},"workers":[{"credits_per_call":0.807,"id":"worker_a","p95_latency_ms":28674,"pass_rate":0.5956,"provider_group":"provider_x","quality":0.7433,"strengths":["coding","drafting","speed"]},{"credits_per_call":11.825,"id":"worker_b","p95_latency_ms":61881,"pass_rate":0.995,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.7,"id":"worker_c","p95_latency_ms":69465,"pass_rate":0.7261,"provider_group":"provider_y","quality":0.8898,"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":2.474,"max_latency_ms":38502,"minimum_quality":0.6574},"task":{"ambiguity":0.5333,"category":"review","complexity":0.6503,"consequence":0.8869,"evidence_need":0.5599,"family":"policy_compliance","input_tokens":5920,"reversibility":0.3993,"risk":0.5761,"summary":"Identify evidence required before approving data retention for production."},"workers":[{"credits_per_call":0.946,"id":"worker_a","p95_latency_ms":19686,"pass_rate":0.5962,"provider_group":"provider_x","quality":0.7853,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.73,"id":"worker_b","p95_latency_ms":64066,"pass_rate":0.7265,"provider_group":"provider_z","quality":0.9232,"strengths":["reasoning","review","writing"]},{"credits_per_call":13.225,"id":"worker_c","p95_latency_ms":90175,"pass_rate":0.995,"provider_group":"provider_y","quality":0.9867,"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":2,"max_credits":2.469,"max_latency_ms":35197,"minimum_quality":0.6244},"task":{"ambiguity":0.3859,"category":"coding","complexity":0.6337,"consequence":0.6955,"evidence_need":0.6255,"family":"migration_planning","input_tokens":160,"reversibility":0.4737,"risk":0.5194,"summary":"Design compatibility testing for a usage metering schema migration."},"workers":[{"credits_per_call":13.134,"id":"worker_a","p95_latency_ms":50613,"pass_rate":0.995,"provider_group":"provider_y","quality":0.995,"strengths":["coding","implementation","reasoning","synthesis"]},{"credits_per_call":3.473,"id":"worker_b","p95_latency_ms":61385,"pass_rate":0.8022,"provider_group":"provider_x","quality":0.8097,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.036,"id":"worker_c","p95_latency_ms":28027,"pass_rate":0.5395,"provider_group":"provider_z","quality":0.7206,"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=

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":1,"max_credits":3.35,"max_latency_ms":48017,"minimum_quality":0.7266},"task":{"ambiguity":0.364,"category":"review","complexity":0.691,"consequence":0.528,"evidence_need":0.7003,"family":"policy_compliance","input_tokens":5920,"reversibility":0.6237,"risk":0.6197,"summary":"Identify evidence required before approving artifact storage for production."},"workers":[{"credits_per_call":9.951,"id":"worker_a","p95_latency_ms":89207,"pass_rate":0.9739,"provider_group":"provider_y","quality":0.9804,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":4.183,"id":"worker_b","p95_latency_ms":69998,"pass_rate":0.8143,"provider_group":"provider_x","quality":0.9218,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.082,"id":"worker_c","p95_latency_ms":31573,"pass_rate":0.467,"provider_group":"provider_z","quality":0.8045,"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":8.743,"max_latency_ms":118120,"minimum_quality":0.7006},"task":{"ambiguity":0.6232,"category":"review","complexity":0.5781,"consequence":0.7355,"evidence_need":0.9351,"family":"policy_compliance","input_tokens":4360,"reversibility":0.42,"risk":0.5137,"summary":"Review whether prompt caching satisfies a documented retention policy."},"workers":[{"credits_per_call":2.844,"id":"worker_a","p95_latency_ms":73488,"pass_rate":0.8665,"provider_group":"provider_x","quality":0.9172,"strengths":["drafting","reasoning","review","writing"]},{"credits_per_call":1.07,"id":"worker_b","p95_latency_ms":28111,"pass_rate":0.4966,"provider_group":"provider_z","quality":0.7364,"strengths":["coding","drafting","speed"]},{"credits_per_call":11.171,"id":"worker_c","p95_latency_ms":50554,"pass_rate":0.995,"provider_group":"provider_y","quality":0.9532,"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":21.777,"max_latency_ms":236478,"minimum_quality":0.8412},"task":{"ambiguity":0.6272,"category":"review","complexity":0.5703,"consequence":0.8612,"evidence_need":0.8903,"family":"policy_compliance","input_tokens":1280,"reversibility":0.305,"risk":0.6632,"summary":"Review whether usage metering satisfies a documented retention policy."},"workers":[{"credits_per_call":2.824,"id":"worker_a","p95_latency_ms":61412,"pass_rate":0.7364,"provider_group":"provider_z","quality":0.8704,"strengths":["drafting","reasoning","review","writing"]},{"credits_per_call":12.821,"id":"worker_b","p95_latency_ms":86782,"pass_rate":0.929,"provider_group":"provider_x","quality":0.922,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.109,"id":"worker_c","p95_latency_ms":27466,"pass_rate":0.4575,"provider_group":"provider_y","quality":0.7016,"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":1.436,"max_latency_ms":34644,"minimum_quality":0.6658},"task":{"ambiguity":0.5715,"category":"analysis","complexity":0.6333,"consequence":0.5466,"evidence_need":0.5324,"family":"performance_tuning","input_tokens":4880,"reversibility":0.897,"risk":0.4571,"summary":"Review a proposed optimization for deployment rollback for hidden regressions."},"workers":[{"credits_per_call":13.138,"id":"worker_a","p95_latency_ms":78834,"pass_rate":0.995,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.978,"id":"worker_b","p95_latency_ms":66292,"pass_rate":0.93,"provider_group":"provider_y","quality":0.8887,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.998,"id":"worker_c","p95_latency_ms":21386,"pass_rate":0.5147,"provider_group":"provider_z","quality":0.6521,"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":2.238,"max_latency_ms":26692,"minimum_quality":0.5782},"task":{"ambiguity":0.3561,"category":"review","complexity":0.738,"consequence":0.62,"evidence_need":0.832,"family":"policy_compliance","input_tokens":7400,"reversibility":0.4814,"risk":0.7325,"summary":"Review whether API-key rotation satisfies a documented retention policy."},"workers":[{"credits_per_call":2.945,"id":"worker_a","p95_latency_ms":53251,"pass_rate":0.813,"provider_group":"provider_y","quality":0.8178,"strengths":["reasoning","review","writing"]},{"credits_per_call":12.579,"id":"worker_b","p95_latency_ms":63545,"pass_rate":0.995,"provider_group":"provider_z","quality":0.9353,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.961,"id":"worker_c","p95_latency_ms":17948,"pass_rate":0.4765,"provider_group":"provider_x","quality":0.7763,"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":25.402,"max_latency_ms":226220,"minimum_quality":0.8901},"task":{"ambiguity":0.3968,"category":"coding","complexity":0.6715,"consequence":0.4029,"evidence_need":0.4321,"family":"migration_planning","input_tokens":1680,"reversibility":0.2751,"risk":0.7059,"summary":"Plan a zero-downtime migration of deployment rollback with rollback checkpoints."},"workers":[{"credits_per_call":14.419,"id":"worker_a","p95_latency_ms":67083,"pass_rate":0.9735,"provider_group":"provider_x","quality":0.995,"strengths":["coding","implementation","reasoning","synthesis"]},{"credits_per_call":1.148,"id":"worker_b","p95_latency_ms":31983,"pass_rate":0.57,"provider_group":"provider_y","quality":0.6933,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.831,"id":"worker_c","p95_latency_ms":70644,"pass_rate":0.8269,"provider_group":"provider_z","quality":0.8297,"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":2.379,"max_latency_ms":28078,"minimum_quality":0.5159},"task":{"ambiguity":0.4846,"category":"review","complexity":0.5954,"consequence":0.7282,"evidence_need":0.9479,"family":"policy_compliance","input_tokens":4360,"reversibility":0.3655,"risk":0.5855,"summary":"Identify evidence required before approving webhook delivery for production."},"workers":[{"credits_per_call":0.934,"id":"worker_a","p95_latency_ms":20055,"pass_rate":0.5174,"provider_group":"provider_z","quality":0.6822,"strengths":["coding","drafting","speed"]},{"credits_per_call":4.242,"id":"worker_b","p95_latency_ms":76263,"pass_rate":0.8253,"provider_group":"provider_x","quality":0.8397,"strengths":["reasoning","review","writing"]},{"credits_per_call":15.299,"id":"worker_c","p95_latency_ms":56039,"pass_rate":0.9687,"provider_group":"provider_y","quality":0.956,"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":20.328,"max_latency_ms":181523,"minimum_quality":0.915},"task":{"ambiguity":0.7361,"category":"review","complexity":0.7211,"consequence":0.7248,"evidence_need":0.8621,"family":"policy_compliance","input_tokens":3120,"reversibility":0.4072,"risk":0.6165,"summary":"Audit a workflow for database failover against explicit access requirements."},"workers":[{"credits_per_call":12.989,"id":"worker_a","p95_latency_ms":61674,"pass_rate":0.9098,"provider_group":"provider_x","quality":0.9933,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.837,"id":"worker_b","p95_latency_ms":24273,"pass_rate":0.5549,"provider_group":"provider_z","quality":0.6943,"strengths":["coding","drafting","speed"]},{"credits_per_call":4.04,"id":"worker_c","p95_latency_ms":57750,"pass_rate":0.7678,"provider_group":"provider_y","quality":0.8927,"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":2.639,"max_latency_ms":37594,"minimum_quality":0.7583},"task":{"ambiguity":0.4507,"category":"coding","complexity":0.9041,"consequence":0.8162,"evidence_need":0.4896,"family":"migration_planning","input_tokens":1680,"reversibility":0.4152,"risk":0.3858,"summary":"Design compatibility testing for a observability schema migration."},"workers":[{"credits_per_call":3.817,"id":"worker_a","p95_latency_ms":48548,"pass_rate":0.8607,"provider_group":"provider_z","quality":0.86,"strengths":["reasoning","review","writing"]},{"credits_per_call":15.43,"id":"worker_b","p95_latency_ms":62600,"pass_rate":0.9069,"provider_group":"provider_x","quality":0.9915,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.937,"id":"worker_c","p95_latency_ms":19011,"pass_rate":0.5189,"provider_group":"provider_y","quality":0.7711,"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":15.601,"max_latency_ms":189811,"minimum_quality":0.9596},"task":{"ambiguity":0.5192,"category":"coding","complexity":0.9243,"consequence":0.5473,"evidence_need":0.6571,"family":"migration_planning","input_tokens":3120,"reversibility":0.5713,"risk":0.525,"summary":"Review a staged migration for model routing and identify irreversible steps."},"workers":[{"credits_per_call":1.063,"id":"worker_a","p95_latency_ms":26506,"pass_rate":0.5071,"provider_group":"provider_y","quality":0.7147,"strengths":["coding","drafting","speed"]},{"credits_per_call":10.049,"id":"worker_b","p95_latency_ms":65021,"pass_rate":0.9113,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.825,"id":"worker_c","p95_latency_ms":53893,"pass_rate":0.8486,"provider_group":"provider_z","quality":0.8485,"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":2.16,"max_latency_ms":39938,"minimum_quality":0.5159},"task":{"ambiguity":0.6118,"category":"review","complexity":0.4028,"consequence":0.5929,"evidence_need":0.6319,"family":"policy_compliance","input_tokens":5280,"reversibility":0.6891,"risk":0.5193,"summary":"Review whether tenant-scoped caching satisfies a documented retention policy."},"workers":[{"credits_per_call":1.099,"id":"worker_a","p95_latency_ms":21610,"pass_rate":0.5424,"provider_group":"provider_x","quality":0.8018,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.777,"id":"worker_b","p95_latency_ms":74488,"pass_rate":0.7471,"provider_group":"provider_z","quality":0.919,"strengths":["reasoning","review","writing"]},{"credits_per_call":13.341,"id":"worker_c","p95_latency_ms":69879,"pass_rate":0.9428,"provider_group":"provider_y","quality":0.9919,"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":2,"max_credits":15.131,"max_latency_ms":194184,"minimum_quality":0.8653},"task":{"ambiguity":0.4908,"category":"review","complexity":0.4416,"consequence":0.7349,"evidence_need":0.772,"family":"policy_compliance","input_tokens":3280,"reversibility":0.6423,"risk":0.7646,"summary":"Audit a workflow for artifact storage against explicit access requirements."},"workers":[{"credits_per_call":2.841,"id":"worker_a","p95_latency_ms":69500,"pass_rate":0.8374,"provider_group":"provider_z","quality":0.8604,"strengths":["reasoning","review","writing"]},{"credits_per_call":10.021,"id":"worker_b","p95_latency_ms":50663,"pass_rate":0.9371,"provider_group":"provider_x","quality":0.9765,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.191,"id":"worker_c","p95_latency_ms":21057,"pass_rate":0.543,"provider_group":"provider_y","quality":0.701,"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":22.186,"max_latency_ms":170759,"minimum_quality":0.8457},"task":{"ambiguity":0.3606,"category":"review","complexity":0.8426,"consequence":0.5954,"evidence_need":0.7049,"family":"policy_compliance","input_tokens":6160,"reversibility":0.5752,"risk":0.8358,"summary":"Identify evidence required before approving OAuth callbacks for production."},"workers":[{"credits_per_call":1.08,"id":"worker_a","p95_latency_ms":21786,"pass_rate":0.573,"provider_group":"provider_z","quality":0.7444,"strengths":["coding","drafting","speed"]},{"credits_per_call":4.154,"id":"worker_b","p95_latency_ms":61337,"pass_rate":0.8165,"provider_group":"provider_y","quality":0.8611,"strengths":["drafting","reasoning","review","writing"]},{"credits_per_call":14.57,"id":"worker_c","p95_latency_ms":51061,"pass_rate":0.921,"provider_group":"provider_x","quality":0.9774,"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":1.583,"max_latency_ms":28982,"minimum_quality":0.7365},"task":{"ambiguity":0.7139,"category":"analysis","complexity":0.804,"consequence":0.338,"evidence_need":0.4539,"family":"performance_tuning","input_tokens":1480,"reversibility":0.5821,"risk":0.252,"summary":"Review a proposed optimization for schema evolution for hidden regressions."},"workers":[{"credits_per_call":3.634,"id":"worker_a","p95_latency_ms":71535,"pass_rate":0.8252,"provider_group":"provider_y","quality":0.9563,"strengths":["reasoning","review","writing"]},{"credits_per_call":11.873,"id":"worker_b","p95_latency_ms":74798,"pass_rate":0.995,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.013,"id":"worker_c","p95_latency_ms":17881,"pass_rate":0.5114,"provider_group":"provider_x","quality":0.665,"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":19.867,"max_latency_ms":173430,"minimum_quality":0.9114},"task":{"ambiguity":0.5989,"category":"coding","complexity":0.6676,"consequence":0.7378,"evidence_need":0.6077,"family":"migration_planning","input_tokens":6840,"reversibility":0.3712,"risk":0.4724,"summary":"Plan a zero-downtime migration of webhook delivery with rollback checkpoints."},"workers":[{"credits_per_call":13.813,"id":"worker_a","p95_latency_ms":58909,"pass_rate":0.943,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.079,"id":"worker_b","p95_latency_ms":26937,"pass_rate":0.4809,"provider_group":"provider_x","quality":0.752,"strengths":["coding","drafting","speed"]},{"credits_per_call":2.844,"id":"worker_c","p95_latency_ms":80816,"pass_rate":0.8765,"provider_group":"provider_y","quality":0.9188,"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":3.966,"max_latency_ms":51483,"minimum_quality":0.5568},"task":{"ambiguity":0.4173,"category":"review","complexity":0.7998,"consequence":0.5735,"evidence_need":0.8894,"family":"policy_compliance","input_tokens":3120,"reversibility":0.6523,"risk":0.8197,"summary":"Identify evidence required before approving prompt caching for production."},"workers":[{"credits_per_call":1.18,"id":"worker_a","p95_latency_ms":25863,"pass_rate":0.4653,"provider_group":"provider_y","quality":0.684,"strengths":["coding","drafting","speed"]},{"credits_per_call":4.162,"id":"worker_b","p95_latency_ms":72829,"pass_rate":0.755,"provider_group":"provider_x","quality":0.8053,"strengths":["reasoning","review","writing"]},{"credits_per_call":15.217,"id":"worker_c","p95_latency_ms":73259,"pass_rate":0.9015,"provider_group":"provider_z","quality":0.9536,"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":22.086,"max_latency_ms":173583,"minimum_quality":0.9022},"task":{"ambiguity":0.496,"category":"coding","complexity":0.7483,"consequence":0.6118,"evidence_need":0.427,"family":"migration_planning","input_tokens":1280,"reversibility":0.4719,"risk":0.4801,"summary":"Design compatibility testing for a observability schema migration."},"workers":[{"credits_per_call":14.301,"id":"worker_a","p95_latency_ms":61119,"pass_rate":0.9627,"provider_group":"provider_z","quality":0.952,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.146,"id":"worker_b","p95_latency_ms":30529,"pass_rate":0.5981,"provider_group":"provider_x","quality":0.7729,"strengths":["coding","drafting","speed"]},{"credits_per_call":4.062,"id":"worker_c","p95_latency_ms":78058,"pass_rate":0.7729,"provider_group":"provider_y","quality":0.8092,"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":3.185,"max_latency_ms":25353,"minimum_quality":0.7011},"task":{"ambiguity":0.6461,"category":"analysis","complexity":0.4855,"consequence":0.5356,"evidence_need":0.7465,"family":"performance_tuning","input_tokens":7440,"reversibility":0.8688,"risk":0.498,"summary":"Choose between throughput and tail-latency changes for deployment rollback."},"workers":[{"credits_per_call":12.619,"id":"worker_a","p95_latency_ms":66292,"pass_rate":0.9724,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.927,"id":"worker_b","p95_latency_ms":22852,"pass_rate":0.5001,"provider_group":"provider_x","quality":0.679,"strengths":["coding","drafting","reasoning","speed"]},{"credits_per_call":3.243,"id":"worker_c","p95_latency_ms":82573,"pass_rate":0.8053,"provider_group":"provider_y","quality":0.9703,"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":3.968,"max_latency_ms":29947,"minimum_quality":0.4852},"task":{"ambiguity":0.6586,"category":"review","complexity":0.7171,"consequence":0.8821,"evidence_need":0.7674,"family":"policy_compliance","input_tokens":6560,"reversibility":0.3839,"risk":0.7007,"summary":"Audit a workflow for background jobs against explicit access requirements."},"workers":[{"credits_per_call":13.802,"id":"worker_a","p95_latency_ms":92193,"pass_rate":0.9403,"provider_group":"provider_x","quality":0.995,"strengths":["drafting","implementation","reasoning","synthesis"]},{"credits_per_call":3.112,"id":"worker_b","p95_latency_ms":79932,"pass_rate":0.7642,"provider_group":"provider_y","quality":0.8617,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.082,"id":"worker_c","p95_latency_ms":24231,"pass_rate":0.5293,"provider_group":"provider_z","quality":0.7873,"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":1.731,"max_latency_ms":35470,"minimum_quality":0.6794},"task":{"ambiguity":0.3622,"category":"review","complexity":0.8078,"consequence":0.5077,"evidence_need":0.8119,"family":"policy_compliance","input_tokens":2440,"reversibility":0.6095,"risk":0.641,"summary":"Identify evidence required before approving OAuth callbacks for production."},"workers":[{"credits_per_call":3.149,"id":"worker_a","p95_latency_ms":59852,"pass_rate":0.878,"provider_group":"provider_z","quality":0.9068,"strengths":["reasoning","review","writing"]},{"credits_per_call":11.439,"id":"worker_b","p95_latency_ms":65644,"pass_rate":0.995,"provider_group":"provider_y","quality":0.9715,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.916,"id":"worker_c","p95_latency_ms":25256,"pass_rate":0.6108,"provider_group":"provider_x","quality":0.7457,"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":3.123,"max_latency_ms":33639,"minimum_quality":0.5388},"task":{"ambiguity":0.5161,"category":"analysis","complexity":0.4703,"consequence":0.3328,"evidence_need":0.5178,"family":"performance_tuning","input_tokens":5440,"reversibility":0.5629,"risk":0.3083,"summary":"Review a proposed optimization for private credentials for hidden regressions."},"workers":[{"credits_per_call":13.965,"id":"worker_a","p95_latency_ms":83523,"pass_rate":0.995,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.097,"id":"worker_b","p95_latency_ms":19904,"pass_rate":0.4066,"provider_group":"provider_y","quality":0.6947,"strengths":["coding","drafting","reasoning","speed"]},{"credits_per_call":2.912,"id":"worker_c","p95_latency_ms":51882,"pass_rate":0.9192,"provider_group":"provider_x","quality":0.9071,"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":17.039,"max_latency_ms":193873,"minimum_quality":0.7086},"task":{"ambiguity":0.5603,"category":"review","complexity":0.7636,"consequence":0.6373,"evidence_need":0.7675,"family":"policy_compliance","input_tokens":2160,"reversibility":0.5711,"risk":0.7847,"summary":"Review whether private credentials satisfies a documented retention policy."},"workers":[{"credits_per_call":1.076,"id":"worker_a","p95_latency_ms":24129,"pass_rate":0.5806,"provider_group":"provider_x","quality":0.7239,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.723,"id":"worker_b","p95_latency_ms":81620,"pass_rate":0.8001,"provider_group":"provider_y","quality":0.9118,"strengths":["reasoning","review","writing"]},{"credits_per_call":14.318,"id":"worker_c","p95_latency_ms":70077,"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":24.782,"max_latency_ms":182742,"minimum_quality":0.8146},"task":{"ambiguity":0.451,"category":"review","complexity":0.7521,"consequence":0.9258,"evidence_need":0.7848,"family":"policy_compliance","input_tokens":1560,"reversibility":0.4493,"risk":0.8486,"summary":"Review whether prompt caching satisfies a documented retention policy."},"workers":[{"credits_per_call":3.049,"id":"worker_a","p95_latency_ms":47167,"pass_rate":0.8632,"provider_group":"provider_z","quality":0.898,"strengths":["drafting","reasoning","review","writing"]},{"credits_per_call":13.963,"id":"worker_b","p95_latency_ms":80239,"pass_rate":0.9494,"provider_group":"provider_x","quality":0.9667,"strengths":["drafting","implementation","reasoning","synthesis"]},{"credits_per_call":0.948,"id":"worker_c","p95_latency_ms":27134,"pass_rate":0.552,"provider_group":"provider_y","quality":0.7862,"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":5.626,"max_latency_ms":131278,"minimum_quality":0.868},"task":{"ambiguity":0.5769,"category":"coding","complexity":0.6991,"consequence":0.5377,"evidence_need":0.7916,"family":"migration_planning","input_tokens":7480,"reversibility":0.4896,"risk":0.3668,"summary":"Review a staged migration for OAuth callbacks and identify irreversible steps."},"workers":[{"credits_per_call":12.249,"id":"worker_a","p95_latency_ms":76734,"pass_rate":0.9744,"provider_group":"provider_z","quality":0.9362,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.155,"id":"worker_b","p95_latency_ms":26010,"pass_rate":0.6073,"provider_group":"provider_x","quality":0.6962,"strengths":["coding","drafting","speed"]},{"credits_per_call":2.924,"id":"worker_c","p95_latency_ms":70762,"pass_rate":0.8718,"provider_group":"provider_y","quality":0.8542,"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=