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":2.235,"max_latency_ms":40454,"minimum_quality":0.6409},"task":{"ambiguity":0.5457,"category":"analysis","complexity":0.7277,"consequence":0.3566,"evidence_need":0.6265,"family":"performance_tuning","input_tokens":5320,"reversibility":0.5789,"risk":0.4082,"summary":"Review a proposed optimization for access control for hidden regressions."},"workers":[{"credits_per_call":1.195,"id":"worker_a","p95_latency_ms":25918,"pass_rate":0.501,"provider_group":"provider_x","quality":0.6373,"strengths":["coding","drafting","speed"]},{"credits_per_call":12.103,"id":"worker_b","p95_latency_ms":84183,"pass_rate":0.9943,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.811,"id":"worker_c","p95_latency_ms":69562,"pass_rate":0.9374,"provider_group":"provider_y","quality":0.9402,"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":2.722,"max_latency_ms":25099,"minimum_quality":0.7236},"task":{"ambiguity":0.7554,"category":"review","complexity":0.5602,"consequence":0.8507,"evidence_need":0.5559,"family":"policy_compliance","input_tokens":3960,"reversibility":0.6837,"risk":0.7722,"summary":"Review whether data retention satisfies a documented retention policy."},"workers":[{"credits_per_call":1.152,"id":"worker_a","p95_latency_ms":21746,"pass_rate":0.5042,"provider_group":"provider_x","quality":0.7729,"strengths":["coding","drafting","speed"]},{"credits_per_call":14.791,"id":"worker_b","p95_latency_ms":59572,"pass_rate":0.9868,"provider_group":"provider_z","quality":0.9187,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.132,"id":"worker_c","p95_latency_ms":53331,"pass_rate":0.7521,"provider_group":"provider_y","quality":0.9056,"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":6.556,"max_latency_ms":104227,"minimum_quality":0.7729},"task":{"ambiguity":0.7472,"category":"review","complexity":0.5686,"consequence":0.6565,"evidence_need":0.752,"family":"policy_compliance","input_tokens":120,"reversibility":0.58,"risk":0.8449,"summary":"Review whether OAuth callbacks satisfies a documented retention policy."},"workers":[{"credits_per_call":12.285,"id":"worker_a","p95_latency_ms":60288,"pass_rate":0.9312,"provider_group":"provider_z","quality":0.9608,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.799,"id":"worker_b","p95_latency_ms":22119,"pass_rate":0.5835,"provider_group":"provider_x","quality":0.6755,"strengths":["coding","drafting","speed"]},{"credits_per_call":4.081,"id":"worker_c","p95_latency_ms":46635,"pass_rate":0.8717,"provider_group":"provider_y","quality":0.8441,"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":14.583,"max_latency_ms":210666,"minimum_quality":0.8313},"task":{"ambiguity":0.4445,"category":"coding","complexity":0.7661,"consequence":0.4867,"evidence_need":0.5696,"family":"migration_planning","input_tokens":3080,"reversibility":0.3149,"risk":0.6309,"summary":"Review a staged migration for prompt caching and identify irreversible steps."},"workers":[{"credits_per_call":3.413,"id":"worker_a","p95_latency_ms":63720,"pass_rate":0.8392,"provider_group":"provider_z","quality":0.8674,"strengths":["coding","reasoning","review","writing"]},{"credits_per_call":12.721,"id":"worker_b","p95_latency_ms":74014,"pass_rate":0.9181,"provider_group":"provider_y","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.87,"id":"worker_c","p95_latency_ms":28828,"pass_rate":0.5902,"provider_group":"provider_x","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=


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":3.908,"max_latency_ms":42001,"minimum_quality":0.5276},"task":{"ambiguity":0.5449,"category":"review","complexity":0.5704,"consequence":0.7618,"evidence_need":0.5712,"family":"policy_compliance","input_tokens":4640,"reversibility":0.4058,"risk":0.7422,"summary":"Identify evidence required before approving OAuth callbacks for production."},"workers":[{"credits_per_call":10.816,"id":"worker_a","p95_latency_ms":77472,"pass_rate":0.9858,"provider_group":"provider_y","quality":0.995,"strengths":["drafting","implementation","reasoning","synthesis"]},{"credits_per_call":0.966,"id":"worker_b","p95_latency_ms":24210,"pass_rate":0.5844,"provider_group":"provider_z","quality":0.785,"strengths":["coding","drafting","speed"]},{"credits_per_call":4.057,"id":"worker_c","p95_latency_ms":60525,"pass_rate":0.8115,"provider_group":"provider_x","quality":0.8899,"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=

drafting implementation reasoning synthesis


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":1.827,"max_latency_ms":35514,"minimum_quality":0.6553},"task":{"ambiguity":0.4242,"category":"coding","complexity":0.9013,"consequence":0.6008,"evidence_need":0.6114,"family":"migration_planning","input_tokens":3000,"reversibility":0.5094,"risk":0.4603,"summary":"Review a staged migration for streaming inference and identify irreversible steps."},"workers":[{"credits_per_call":12.57,"id":"worker_a","p95_latency_ms":66186,"pass_rate":0.9106,"provider_group":"provider_z","quality":0.9321,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":4.165,"id":"worker_b","p95_latency_ms":80411,"pass_rate":0.8447,"provider_group":"provider_y","quality":0.9071,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.022,"id":"worker_c","p95_latency_ms":32269,"pass_rate":0.4651,"provider_group":"provider_x","quality":0.7077,"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":18.641,"max_latency_ms":187716,"minimum_quality":0.9084},"task":{"ambiguity":0.3375,"category":"coding","complexity":0.8854,"consequence":0.6022,"evidence_need":0.5449,"family":"migration_planning","input_tokens":6760,"reversibility":0.4861,"risk":0.421,"summary":"Review a staged migration for usage metering and identify irreversible steps."},"workers":[{"credits_per_call":11.447,"id":"worker_a","p95_latency_ms":50640,"pass_rate":0.9367,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.98,"id":"worker_b","p95_latency_ms":23293,"pass_rate":0.492,"provider_group":"provider_z","quality":0.778,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.587,"id":"worker_c","p95_latency_ms":69884,"pass_rate":0.8662,"provider_group":"provider_y","quality":0.8416,"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":19.817,"max_latency_ms":205407,"minimum_quality":0.85},"task":{"ambiguity":0.6911,"category":"coding","complexity":0.897,"consequence":0.7446,"evidence_need":0.4554,"family":"migration_planning","input_tokens":5360,"reversibility":0.5361,"risk":0.7277,"summary":"Design compatibility testing for a credit reservation schema migration."},"workers":[{"credits_per_call":3.294,"id":"worker_a","p95_latency_ms":58927,"pass_rate":0.8428,"provider_group":"provider_y","quality":0.8215,"strengths":["coding","reasoning","review","writing"]},{"credits_per_call":12.19,"id":"worker_b","p95_latency_ms":74799,"pass_rate":0.9417,"provider_group":"provider_z","quality":0.9203,"strengths":["coding","implementation","reasoning","synthesis"]},{"credits_per_call":0.819,"id":"worker_c","p95_latency_ms":18215,"pass_rate":0.6073,"provider_group":"provider_x","quality":0.773,"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":2,"max_credits":11.519,"max_latency_ms":136704,"minimum_quality":0.79},"task":{"ambiguity":0.4727,"category":"review","complexity":0.4893,"consequence":0.9156,"evidence_need":0.6521,"family":"policy_compliance","input_tokens":5480,"reversibility":0.4341,"risk":0.6138,"summary":"Audit a workflow for streaming inference against explicit access requirements."},"workers":[{"credits_per_call":3.36,"id":"worker_a","p95_latency_ms":67146,"pass_rate":0.7456,"provider_group":"provider_x","quality":0.8824,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.977,"id":"worker_b","p95_latency_ms":31905,"pass_rate":0.4599,"provider_group":"provider_z","quality":0.7479,"strengths":["coding","drafting","speed"]},{"credits_per_call":12.462,"id":"worker_c","p95_latency_ms":77854,"pass_rate":0.9147,"provider_group":"provider_y","quality":0.9154,"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":3.154,"max_latency_ms":35365,"minimum_quality":0.67},"task":{"ambiguity":0.3645,"category":"review","complexity":0.456,"consequence":0.8043,"evidence_need":0.892,"family":"policy_compliance","input_tokens":4560,"reversibility":0.3201,"risk":0.4729,"summary":"Review whether schema evolution satisfies a documented retention policy."},"workers":[{"credits_per_call":3.761,"id":"worker_a","p95_latency_ms":75824,"pass_rate":0.834,"provider_group":"provider_x","quality":0.8927,"strengths":["drafting","reasoning","review","writing"]},{"credits_per_call":1.088,"id":"worker_b","p95_latency_ms":20161,"pass_rate":0.6092,"provider_group":"provider_z","quality":0.7693,"strengths":["coding","drafting","speed"]},{"credits_per_call":12.599,"id":"worker_c","p95_latency_ms":87164,"pass_rate":0.994,"provider_group":"provider_y","quality":0.9492,"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":9.795,"max_latency_ms":220962,"minimum_quality":0.83},"task":{"ambiguity":0.6238,"category":"coding","complexity":0.5978,"consequence":0.7374,"evidence_need":0.6811,"family":"migration_planning","input_tokens":6240,"reversibility":0.2644,"risk":0.731,"summary":"Design compatibility testing for a background jobs schema migration."},"workers":[{"credits_per_call":13.906,"id":"worker_a","p95_latency_ms":62495,"pass_rate":0.9837,"provider_group":"provider_x","quality":0.9741,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":2.809,"id":"worker_b","p95_latency_ms":76886,"pass_rate":0.7765,"provider_group":"provider_z","quality":0.8222,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.85,"id":"worker_c","p95_latency_ms":32126,"pass_rate":0.5819,"provider_group":"provider_y","quality":0.7932,"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":24.824,"max_latency_ms":228436,"minimum_quality":0.9468},"task":{"ambiguity":0.5392,"category":"review","complexity":0.7281,"consequence":0.7327,"evidence_need":0.6315,"family":"policy_compliance","input_tokens":6320,"reversibility":0.3918,"risk":0.6382,"summary":"Review whether rate limiting satisfies a documented retention policy."},"workers":[{"credits_per_call":0.787,"id":"worker_a","p95_latency_ms":27602,"pass_rate":0.4907,"provider_group":"provider_x","quality":0.7823,"strengths":["coding","drafting","speed"]},{"credits_per_call":4.05,"id":"worker_b","p95_latency_ms":61573,"pass_rate":0.7934,"provider_group":"provider_z","quality":0.8536,"strengths":["reasoning","review","writing"]},{"credits_per_call":14.243,"id":"worker_c","p95_latency_ms":91209,"pass_rate":0.9362,"provider_group":"provider_y","quality":0.9694,"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":10.331,"max_latency_ms":130167,"minimum_quality":0.7803},"task":{"ambiguity":0.6306,"category":"coding","complexity":0.8988,"consequence":0.7055,"evidence_need":0.8226,"family":"migration_planning","input_tokens":7760,"reversibility":0.3595,"risk":0.5816,"summary":"Plan a zero-downtime migration of webhook delivery with rollback checkpoints."},"workers":[{"credits_per_call":13.042,"id":"worker_a","p95_latency_ms":72897,"pass_rate":0.9234,"provider_group":"provider_z","quality":0.9803,"strengths":["coding","implementation","reasoning","synthesis"]},{"credits_per_call":3.825,"id":"worker_b","p95_latency_ms":63340,"pass_rate":0.8605,"provider_group":"provider_y","quality":0.8404,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.15,"id":"worker_c","p95_latency_ms":31628,"pass_rate":0.4872,"provider_group":"provider_x","quality":0.7064,"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":25.274,"max_latency_ms":151147,"minimum_quality":0.825},"task":{"ambiguity":0.7486,"category":"coding","complexity":0.9301,"consequence":0.436,"evidence_need":0.7313,"family":"migration_planning","input_tokens":3480,"reversibility":0.4787,"risk":0.5754,"summary":"Review a staged migration for background jobs and identify irreversible steps."},"workers":[{"credits_per_call":14.341,"id":"worker_a","p95_latency_ms":51267,"pass_rate":0.8947,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.745,"id":"worker_b","p95_latency_ms":60839,"pass_rate":0.8434,"provider_group":"provider_z","quality":0.8118,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.037,"id":"worker_c","p95_latency_ms":25119,"pass_rate":0.4898,"provider_group":"provider_y","quality":0.7747,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":2.258,"max_latency_ms":52890,"minimum_quality":0.5107},"task":{"ambiguity":0.7135,"category":"review","complexity":0.4885,"consequence":0.7791,"evidence_need":0.5546,"family":"policy_compliance","input_tokens":2560,"reversibility":0.4627,"risk":0.6368,"summary":"Identify evidence required before approving credit reservation for production."},"workers":[{"credits_per_call":14.546,"id":"worker_a","p95_latency_ms":56981,"pass_rate":0.9078,"provider_group":"provider_y","quality":0.9711,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.881,"id":"worker_b","p95_latency_ms":27411,"pass_rate":0.5027,"provider_group":"provider_x","quality":0.7153,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.62,"id":"worker_c","p95_latency_ms":53436,"pass_rate":0.8362,"provider_group":"provider_z","quality":0.8528,"strengths":["reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":2.532,"max_latency_ms":39742,"minimum_quality":0.7284},"task":{"ambiguity":0.5125,"category":"review","complexity":0.7217,"consequence":0.7385,"evidence_need":0.8369,"family":"policy_compliance","input_tokens":5200,"reversibility":0.3415,"risk":0.6291,"summary":"Review whether background jobs satisfies a documented retention policy."},"workers":[{"credits_per_call":0.864,"id":"worker_a","p95_latency_ms":24629,"pass_rate":0.5515,"provider_group":"provider_x","quality":0.7512,"strengths":["coding","drafting","speed"]},{"credits_per_call":9.956,"id":"worker_b","p95_latency_ms":66625,"pass_rate":0.995,"provider_group":"provider_y","quality":0.9514,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":2.869,"id":"worker_c","p95_latency_ms":56751,"pass_rate":0.7405,"provider_group":"provider_z","quality":0.9123,"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":7.955,"max_latency_ms":111835,"minimum_quality":0.748},"task":{"ambiguity":0.7286,"category":"coding","complexity":0.8777,"consequence":0.8419,"evidence_need":0.6189,"family":"migration_planning","input_tokens":2440,"reversibility":0.4345,"risk":0.5196,"summary":"Design compatibility testing for a deployment rollback schema migration."},"workers":[{"credits_per_call":3.322,"id":"worker_a","p95_latency_ms":74849,"pass_rate":0.7503,"provider_group":"provider_z","quality":0.8615,"strengths":["reasoning","review","writing"]},{"credits_per_call":15.119,"id":"worker_b","p95_latency_ms":90254,"pass_rate":0.886,"provider_group":"provider_x","quality":0.9669,"strengths":["coding","implementation","reasoning","synthesis"]},{"credits_per_call":1.015,"id":"worker_c","p95_latency_ms":22391,"pass_rate":0.604,"provider_group":"provider_y","quality":0.7582,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":18.406,"max_latency_ms":131779,"minimum_quality":0.7578},"task":{"ambiguity":0.3809,"category":"analysis","complexity":0.5525,"consequence":0.4881,"evidence_need":0.5414,"family":"performance_tuning","input_tokens":6080,"reversibility":0.6033,"risk":0.4754,"summary":"Review a proposed optimization for private credentials for hidden regressions."},"workers":[{"credits_per_call":3.963,"id":"worker_a","p95_latency_ms":80384,"pass_rate":0.9275,"provider_group":"provider_x","quality":0.9151,"strengths":["reasoning","review","writing"]},{"credits_per_call":12.672,"id":"worker_b","p95_latency_ms":49843,"pass_rate":0.9598,"provider_group":"provider_y","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.97,"id":"worker_c","p95_latency_ms":18496,"pass_rate":0.4605,"provider_group":"provider_z","quality":0.7057,"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":3.583,"max_latency_ms":28565,"minimum_quality":0.5903},"task":{"ambiguity":0.3951,"category":"coding","complexity":0.6312,"consequence":0.6297,"evidence_need":0.5806,"family":"migration_planning","input_tokens":5000,"reversibility":0.3819,"risk":0.6536,"summary":"Design compatibility testing for a access control schema migration."},"workers":[{"credits_per_call":2.999,"id":"worker_a","p95_latency_ms":75796,"pass_rate":0.7447,"provider_group":"provider_z","quality":0.916,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.869,"id":"worker_b","p95_latency_ms":18116,"pass_rate":0.4605,"provider_group":"provider_x","quality":0.7694,"strengths":["coding","drafting","speed"]},{"credits_per_call":10.013,"id":"worker_c","p95_latency_ms":74333,"pass_rate":0.9326,"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":17.784,"max_latency_ms":148255,"minimum_quality":0.8041},"task":{"ambiguity":0.6628,"category":"analysis","complexity":0.7664,"consequence":0.5621,"evidence_need":0.472,"family":"performance_tuning","input_tokens":4240,"reversibility":0.6212,"risk":0.2724,"summary":"Review a proposed optimization for tenant-scoped caching for hidden regressions."},"workers":[{"credits_per_call":1.066,"id":"worker_a","p95_latency_ms":24231,"pass_rate":0.503,"provider_group":"provider_z","quality":0.7115,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.03,"id":"worker_b","p95_latency_ms":53094,"pass_rate":0.7958,"provider_group":"provider_y","quality":0.9287,"strengths":["reasoning","review","writing"]},{"credits_per_call":10.683,"id":"worker_c","p95_latency_ms":66867,"pass_rate":0.9674,"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":2,"max_credits":11.819,"max_latency_ms":170154,"minimum_quality":0.8899},"task":{"ambiguity":0.5495,"category":"coding","complexity":0.6426,"consequence":0.6195,"evidence_need":0.5438,"family":"migration_planning","input_tokens":7240,"reversibility":0.6311,"risk":0.3537,"summary":"Plan a zero-downtime migration of deployment rollback with rollback checkpoints."},"workers":[{"credits_per_call":14.368,"id":"worker_a","p95_latency_ms":63543,"pass_rate":0.916,"provider_group":"provider_y","quality":0.9163,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.139,"id":"worker_b","p95_latency_ms":20037,"pass_rate":0.5273,"provider_group":"provider_z","quality":0.7435,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.515,"id":"worker_c","p95_latency_ms":51325,"pass_rate":0.8843,"provider_group":"provider_x","quality":0.8368,"strengths":["reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":6.624,"max_latency_ms":95964,"minimum_quality":0.7829},"task":{"ambiguity":0.7186,"category":"coding","complexity":0.7004,"consequence":0.4823,"evidence_need":0.5098,"family":"migration_planning","input_tokens":1680,"reversibility":0.5276,"risk":0.643,"summary":"Plan a zero-downtime migration of access control with rollback checkpoints."},"workers":[{"credits_per_call":3.737,"id":"worker_a","p95_latency_ms":62690,"pass_rate":0.8817,"provider_group":"provider_y","quality":0.9098,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.935,"id":"worker_b","p95_latency_ms":21886,"pass_rate":0.5609,"provider_group":"provider_x","quality":0.7061,"strengths":["coding","drafting","speed"]},{"credits_per_call":14.877,"id":"worker_c","p95_latency_ms":71914,"pass_rate":0.9093,"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":1,"max_credits":1.931,"max_latency_ms":35886,"minimum_quality":0.524},"task":{"ambiguity":0.6879,"category":"review","complexity":0.6401,"consequence":0.9115,"evidence_need":0.6391,"family":"policy_compliance","input_tokens":3240,"reversibility":0.5064,"risk":0.845,"summary":"Review whether model routing satisfies a documented retention policy."},"workers":[{"credits_per_call":3.646,"id":"worker_a","p95_latency_ms":70402,"pass_rate":0.7688,"provider_group":"provider_y","quality":0.8708,"strengths":["drafting","reasoning","review","writing"]},{"credits_per_call":12.027,"id":"worker_b","p95_latency_ms":77417,"pass_rate":0.995,"provider_group":"provider_z","quality":0.9566,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.14,"id":"worker_c","p95_latency_ms":32787,"pass_rate":0.6131,"provider_group":"provider_x","quality":0.7572,"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":10.438,"max_latency_ms":129503,"minimum_quality":0.798},"task":{"ambiguity":0.6712,"category":"review","complexity":0.6372,"consequence":0.7531,"evidence_need":0.7539,"family":"policy_compliance","input_tokens":2240,"reversibility":0.5378,"risk":0.6948,"summary":"Identify evidence required before approving private credentials for production."},"workers":[{"credits_per_call":3.211,"id":"worker_a","p95_latency_ms":60211,"pass_rate":0.7655,"provider_group":"provider_y","quality":0.8211,"strengths":["drafting","reasoning","review","writing"]},{"credits_per_call":1.115,"id":"worker_b","p95_latency_ms":23551,"pass_rate":0.4746,"provider_group":"provider_x","quality":0.7952,"strengths":["coding","drafting","speed"]},{"credits_per_call":10.638,"id":"worker_c","p95_latency_ms":76658,"pass_rate":0.9525,"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":10.93,"max_latency_ms":80807,"minimum_quality":0.7036},"task":{"ambiguity":0.5355,"category":"review","complexity":0.5589,"consequence":0.8588,"evidence_need":0.7542,"family":"policy_compliance","input_tokens":3520,"reversibility":0.6407,"risk":0.5235,"summary":"Review whether streaming inference satisfies a documented retention policy."},"workers":[{"credits_per_call":3.31,"id":"worker_a","p95_latency_ms":52032,"pass_rate":0.8833,"provider_group":"provider_z","quality":0.922,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.803,"id":"worker_b","p95_latency_ms":24683,"pass_rate":0.5359,"provider_group":"provider_x","quality":0.7083,"strengths":["coding","drafting","speed"]},{"credits_per_call":10.629,"id":"worker_c","p95_latency_ms":89975,"pass_rate":0.8878,"provider_group":"provider_y","quality":0.9841,"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":2.665,"max_latency_ms":45301,"minimum_quality":0.6235},"task":{"ambiguity":0.7756,"category":"review","complexity":0.8127,"consequence":0.6721,"evidence_need":0.692,"family":"policy_compliance","input_tokens":4320,"reversibility":0.3843,"risk":0.4599,"summary":"Identify evidence required before approving rate limiting for production."},"workers":[{"credits_per_call":15.328,"id":"worker_a","p95_latency_ms":54309,"pass_rate":0.9217,"provider_group":"provider_y","quality":0.9518,"strengths":["drafting","implementation","reasoning","synthesis"]},{"credits_per_call":0.964,"id":"worker_b","p95_latency_ms":24877,"pass_rate":0.4534,"provider_group":"provider_z","quality":0.6994,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.177,"id":"worker_c","p95_latency_ms":70261,"pass_rate":0.7417,"provider_group":"provider_x","quality":0.9021,"strengths":["drafting","reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":2.897,"max_latency_ms":32982,"minimum_quality":0.6093},"task":{"ambiguity":0.5834,"category":"coding","complexity":0.7925,"consequence":0.477,"evidence_need":0.4705,"family":"migration_planning","input_tokens":760,"reversibility":0.3464,"risk":0.7416,"summary":"Plan a zero-downtime migration of tenant-scoped caching with rollback checkpoints."},"workers":[{"credits_per_call":3.452,"id":"worker_a","p95_latency_ms":69665,"pass_rate":0.8504,"provider_group":"provider_y","quality":0.9181,"strengths":["coding","reasoning","review","writing"]},{"credits_per_call":12.072,"id":"worker_b","p95_latency_ms":65353,"pass_rate":0.9473,"provider_group":"provider_x","quality":0.9113,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.219,"id":"worker_c","p95_latency_ms":22958,"pass_rate":0.4547,"provider_group":"provider_z","quality":0.7706,"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":22.649,"max_latency_ms":222128,"minimum_quality":0.8215},"task":{"ambiguity":0.4873,"category":"coding","complexity":0.7997,"consequence":0.8352,"evidence_need":0.7732,"family":"migration_planning","input_tokens":2440,"reversibility":0.5509,"risk":0.5631,"summary":"Review a staged migration for OAuth callbacks and identify irreversible steps."},"workers":[{"credits_per_call":1.118,"id":"worker_a","p95_latency_ms":23710,"pass_rate":0.6192,"provider_group":"provider_z","quality":0.7488,"strengths":["coding","drafting","speed"]},{"credits_per_call":12.434,"id":"worker_b","p95_latency_ms":61449,"pass_rate":0.9493,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":4.21,"id":"worker_c","p95_latency_ms":70975,"pass_rate":0.8606,"provider_group":"provider_y","quality":0.7959,"strengths":["coding","reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":1.997,"max_latency_ms":35885,"minimum_quality":0.6767},"task":{"ambiguity":0.5775,"category":"review","complexity":0.4304,"consequence":0.563,"evidence_need":0.8357,"family":"policy_compliance","input_tokens":6280,"reversibility":0.4344,"risk":0.7699,"summary":"Audit a workflow for prompt caching against explicit access requirements."},"workers":[{"credits_per_call":1.094,"id":"worker_a","p95_latency_ms":25076,"pass_rate":0.4754,"provider_group":"provider_x","quality":0.7904,"strengths":["coding","drafting","speed"]},{"credits_per_call":14.19,"id":"worker_b","p95_latency_ms":87484,"pass_rate":0.9656,"provider_group":"provider_z","quality":0.9395,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.584,"id":"worker_c","p95_latency_ms":49803,"pass_rate":0.7448,"provider_group":"provider_y","quality":0.8619,"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":10.075,"max_latency_ms":187769,"minimum_quality":0.7087},"task":{"ambiguity":0.5683,"category":"coding","complexity":0.7598,"consequence":0.4934,"evidence_need":0.7058,"family":"migration_planning","input_tokens":5920,"reversibility":0.6413,"risk":0.4417,"summary":"Design compatibility testing for a streaming inference schema migration."},"workers":[{"credits_per_call":3.43,"id":"worker_a","p95_latency_ms":66296,"pass_rate":0.7494,"provider_group":"provider_x","quality":0.8046,"strengths":["coding","reasoning","review","writing"]},{"credits_per_call":10.284,"id":"worker_b","p95_latency_ms":68163,"pass_rate":0.995,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.891,"id":"worker_c","p95_latency_ms":21168,"pass_rate":0.5473,"provider_group":"provider_y","quality":0.695,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":20.338,"max_latency_ms":205077,"minimum_quality":0.8647},"task":{"ambiguity":0.5105,"category":"coding","complexity":0.7861,"consequence":0.7901,"evidence_need":0.6096,"family":"migration_planning","input_tokens":3160,"reversibility":0.5585,"risk":0.6237,"summary":"Plan a zero-downtime migration of deployment rollback with rollback checkpoints."},"workers":[{"credits_per_call":4.266,"id":"worker_a","p95_latency_ms":52795,"pass_rate":0.8242,"provider_group":"provider_y","quality":0.9116,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.043,"id":"worker_b","p95_latency_ms":31069,"pass_rate":0.4746,"provider_group":"provider_x","quality":0.7511,"strengths":["coding","drafting","speed"]},{"credits_per_call":13.714,"id":"worker_c","p95_latency_ms":65460,"pass_rate":0.995,"provider_group":"provider_z","quality":0.9499,"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":1.737,"max_latency_ms":27176,"minimum_quality":0.6296},"task":{"ambiguity":0.4691,"category":"analysis","complexity":0.7419,"consequence":0.6587,"evidence_need":0.6373,"family":"performance_tuning","input_tokens":4240,"reversibility":0.8874,"risk":0.499,"summary":"Diagnose latency variance in access control and rank the next experiments."},"workers":[{"credits_per_call":0.853,"id":"worker_a","p95_latency_ms":17771,"pass_rate":0.4285,"provider_group":"provider_z","quality":0.6252,"strengths":["coding","drafting","speed"]},{"credits_per_call":2.889,"id":"worker_b","p95_latency_ms":59896,"pass_rate":0.9424,"provider_group":"provider_x","quality":0.8949,"strengths":["reasoning","review","writing"]},{"credits_per_call":14.092,"id":"worker_c","p95_latency_ms":71892,"pass_rate":0.995,"provider_group":"provider_y","quality":0.995,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":21.894,"max_latency_ms":210095,"minimum_quality":0.9505},"task":{"ambiguity":0.6857,"category":"review","complexity":0.5375,"consequence":0.6058,"evidence_need":0.9145,"family":"policy_compliance","input_tokens":2000,"reversibility":0.3654,"risk":0.8191,"summary":"Identify evidence required before approving usage metering for production."},"workers":[{"credits_per_call":13.133,"id":"worker_a","p95_latency_ms":88056,"pass_rate":0.995,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.015,"id":"worker_b","p95_latency_ms":32696,"pass_rate":0.5359,"provider_group":"provider_z","quality":0.7651,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.875,"id":"worker_c","p95_latency_ms":65754,"pass_rate":0.8762,"provider_group":"provider_y","quality":0.8056,"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":16.866,"max_latency_ms":192351,"minimum_quality":0.8883},"task":{"ambiguity":0.4656,"category":"review","complexity":0.5714,"consequence":0.6814,"evidence_need":0.7562,"family":"policy_compliance","input_tokens":520,"reversibility":0.3316,"risk":0.6228,"summary":"Review whether deployment rollback satisfies a documented retention policy."},"workers":[{"credits_per_call":4.063,"id":"worker_a","p95_latency_ms":78845,"pass_rate":0.7526,"provider_group":"provider_y","quality":0.8501,"strengths":["reasoning","review","writing"]},{"credits_per_call":11.178,"id":"worker_b","p95_latency_ms":53786,"pass_rate":0.995,"provider_group":"provider_z","quality":0.9152,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.039,"id":"worker_c","p95_latency_ms":20855,"pass_rate":0.4802,"provider_group":"provider_x","quality":0.7638,"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":6.441,"max_latency_ms":129860,"minimum_quality":0.8397},"task":{"ambiguity":0.3786,"category":"coding","complexity":0.7001,"consequence":0.6209,"evidence_need":0.7359,"family":"migration_planning","input_tokens":4120,"reversibility":0.5198,"risk":0.5201,"summary":"Review a staged migration for credit reservation and identify irreversible steps."},"workers":[{"credits_per_call":3.6,"id":"worker_a","p95_latency_ms":64979,"pass_rate":0.8666,"provider_group":"provider_z","quality":0.8669,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.908,"id":"worker_b","p95_latency_ms":23600,"pass_rate":0.6025,"provider_group":"provider_y","quality":0.7251,"strengths":["coding","drafting","speed"]},{"credits_per_call":14.533,"id":"worker_c","p95_latency_ms":53803,"pass_rate":0.9506,"provider_group":"provider_x","quality":0.9241,"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":19.715,"max_latency_ms":201372,"minimum_quality":0.8504},"task":{"ambiguity":0.3662,"category":"review","complexity":0.6726,"consequence":0.9279,"evidence_need":0.7504,"family":"policy_compliance","input_tokens":7520,"reversibility":0.4372,"risk":0.7391,"summary":"Identify evidence required before approving data retention for production."},"workers":[{"credits_per_call":0.99,"id":"worker_a","p95_latency_ms":32985,"pass_rate":0.521,"provider_group":"provider_y","quality":0.6962,"strengths":["coding","drafting","speed"]},{"credits_per_call":12.894,"id":"worker_b","p95_latency_ms":53213,"pass_rate":0.995,"provider_group":"provider_z","quality":0.9359,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.116,"id":"worker_c","p95_latency_ms":65233,"pass_rate":0.746,"provider_group":"provider_x","quality":0.8853,"strengths":["reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":13.74,"max_latency_ms":127801,"minimum_quality":0.7909},"task":{"ambiguity":0.5647,"category":"review","complexity":0.4454,"consequence":0.8108,"evidence_need":0.9197,"family":"policy_compliance","input_tokens":3360,"reversibility":0.6766,"risk":0.7707,"summary":"Review whether streaming inference satisfies a documented retention policy."},"workers":[{"credits_per_call":1.173,"id":"worker_a","p95_latency_ms":21378,"pass_rate":0.5276,"provider_group":"provider_z","quality":0.7689,"strengths":["coding","drafting","speed"]},{"credits_per_call":10.166,"id":"worker_b","p95_latency_ms":80026,"pass_rate":0.886,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":2.916,"id":"worker_c","p95_latency_ms":52670,"pass_rate":0.8136,"provider_group":"provider_y","quality":0.8861,"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":5.027,"max_latency_ms":127432,"minimum_quality":0.7231},"task":{"ambiguity":0.5622,"category":"coding","complexity":0.8063,"consequence":0.688,"evidence_need":0.4211,"family":"migration_planning","input_tokens":2160,"reversibility":0.5153,"risk":0.5872,"summary":"Design compatibility testing for a usage metering schema migration."},"workers":[{"credits_per_call":0.787,"id":"worker_a","p95_latency_ms":26273,"pass_rate":0.5624,"provider_group":"provider_y","quality":0.73,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.534,"id":"worker_b","p95_latency_ms":81190,"pass_rate":0.7961,"provider_group":"provider_z","quality":0.8436,"strengths":["reasoning","review","writing"]},{"credits_per_call":14.228,"id":"worker_c","p95_latency_ms":61350,"pass_rate":0.9061,"provider_group":"provider_x","quality":0.921,"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":20.773,"max_latency_ms":201690,"minimum_quality":0.7967},"task":{"ambiguity":0.3002,"category":"analysis","complexity":0.8827,"consequence":0.3292,"evidence_need":0.5072,"family":"performance_tuning","input_tokens":7800,"reversibility":0.7528,"risk":0.3762,"summary":"Diagnose latency variance in access control and rank the next experiments."},"workers":[{"credits_per_call":11.752,"id":"worker_a","p95_latency_ms":69520,"pass_rate":0.9677,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.922,"id":"worker_b","p95_latency_ms":21651,"pass_rate":0.4775,"provider_group":"provider_z","quality":0.6758,"strengths":["coding","drafting","reasoning","speed"]},{"credits_per_call":2.903,"id":"worker_c","p95_latency_ms":82586,"pass_rate":0.8995,"provider_group":"provider_y","quality":0.9034,"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":14.652,"max_latency_ms":160909,"minimum_quality":0.7704},"task":{"ambiguity":0.6472,"category":"coding","complexity":0.5657,"consequence":0.5899,"evidence_need":0.8351,"family":"migration_planning","input_tokens":4360,"reversibility":0.4564,"risk":0.7499,"summary":"Plan a zero-downtime migration of database failover with rollback checkpoints."},"workers":[{"credits_per_call":2.861,"id":"worker_a","p95_latency_ms":61525,"pass_rate":0.7959,"provider_group":"provider_z","quality":0.8609,"strengths":["reasoning","review","writing"]},{"credits_per_call":14.288,"id":"worker_b","p95_latency_ms":71303,"pass_rate":0.9838,"provider_group":"provider_y","quality":0.936,"strengths":["coding","implementation","reasoning","synthesis"]},{"credits_per_call":0.97,"id":"worker_c","p95_latency_ms":22792,"pass_rate":0.5786,"provider_group":"provider_x","quality":0.7192,"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":18.22,"max_latency_ms":176230,"minimum_quality":0.9178},"task":{"ambiguity":0.6683,"category":"coding","complexity":0.8678,"consequence":0.4764,"evidence_need":0.7291,"family":"migration_planning","input_tokens":6760,"reversibility":0.6099,"risk":0.5186,"summary":"Review a staged migration for background jobs and identify irreversible steps."},"workers":[{"credits_per_call":0.843,"id":"worker_a","p95_latency_ms":21319,"pass_rate":0.4771,"provider_group":"provider_y","quality":0.7176,"strengths":["coding","drafting","speed"]},{"credits_per_call":4.201,"id":"worker_b","p95_latency_ms":73794,"pass_rate":0.7838,"provider_group":"provider_z","quality":0.8412,"strengths":["coding","reasoning","review","writing"]},{"credits_per_call":12.042,"id":"worker_c","p95_latency_ms":73812,"pass_rate":0.9456,"provider_group":"provider_x","quality":0.9506,"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":19.603,"max_latency_ms":226836,"minimum_quality":0.9209},"task":{"ambiguity":0.5942,"category":"coding","complexity":0.9201,"consequence":0.431,"evidence_need":0.4239,"family":"migration_planning","input_tokens":8000,"reversibility":0.4582,"risk":0.643,"summary":"Review a staged migration for webhook delivery and identify irreversible steps."},"workers":[{"credits_per_call":2.892,"id":"worker_a","p95_latency_ms":67066,"pass_rate":0.8098,"provider_group":"provider_z","quality":0.8452,"strengths":["reasoning","review","writing"]},{"credits_per_call":13.548,"id":"worker_b","p95_latency_ms":70828,"pass_rate":0.9459,"provider_group":"provider_x","quality":0.9683,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.193,"id":"worker_c","p95_latency_ms":25605,"pass_rate":0.5711,"provider_group":"provider_y","quality":0.7509,"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":5.747,"max_latency_ms":146424,"minimum_quality":0.7634},"task":{"ambiguity":0.7095,"category":"coding","complexity":0.7758,"consequence":0.5833,"evidence_need":0.4714,"family":"migration_planning","input_tokens":760,"reversibility":0.3245,"risk":0.7268,"summary":"Plan a zero-downtime migration of data retention with rollback checkpoints."},"workers":[{"credits_per_call":0.911,"id":"worker_a","p95_latency_ms":23259,"pass_rate":0.4759,"provider_group":"provider_z","quality":0.7904,"strengths":["coding","drafting","speed"]},{"credits_per_call":15.09,"id":"worker_b","p95_latency_ms":65640,"pass_rate":0.995,"provider_group":"provider_x","quality":0.9474,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.85,"id":"worker_c","p95_latency_ms":79331,"pass_rate":0.747,"provider_group":"provider_y","quality":0.8985,"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":16.978,"max_latency_ms":214438,"minimum_quality":0.8291},"task":{"ambiguity":0.3099,"category":"coding","complexity":0.5779,"consequence":0.6824,"evidence_need":0.6384,"family":"migration_planning","input_tokens":1960,"reversibility":0.4936,"risk":0.4366,"summary":"Plan a zero-downtime migration of prompt caching with rollback checkpoints."},"workers":[{"credits_per_call":4.01,"id":"worker_a","p95_latency_ms":59955,"pass_rate":0.8589,"provider_group":"provider_z","quality":0.882,"strengths":["coding","reasoning","review","writing"]},{"credits_per_call":10.005,"id":"worker_b","p95_latency_ms":59134,"pass_rate":0.923,"provider_group":"provider_y","quality":0.9597,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.952,"id":"worker_c","p95_latency_ms":27937,"pass_rate":0.5734,"provider_group":"provider_x","quality":0.6845,"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":2.969,"max_latency_ms":36022,"minimum_quality":0.5791},"task":{"ambiguity":0.7864,"category":"review","complexity":0.5282,"consequence":0.671,"evidence_need":0.939,"family":"policy_compliance","input_tokens":4960,"reversibility":0.3133,"risk":0.8051,"summary":"Identify evidence required before approving access control for production."},"workers":[{"credits_per_call":12.125,"id":"worker_a","p95_latency_ms":56203,"pass_rate":0.995,"provider_group":"provider_y","quality":0.995,"strengths":["drafting","implementation","reasoning","synthesis"]},{"credits_per_call":3.443,"id":"worker_b","p95_latency_ms":52457,"pass_rate":0.8077,"provider_group":"provider_z","quality":0.8778,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.139,"id":"worker_c","p95_latency_ms":20244,"pass_rate":0.5923,"provider_group":"provider_x","quality":0.7814,"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":22.501,"max_latency_ms":107874,"minimum_quality":0.7773},"task":{"ambiguity":0.796,"category":"review","complexity":0.6402,"consequence":0.8411,"evidence_need":0.7973,"family":"policy_compliance","input_tokens":1120,"reversibility":0.5096,"risk":0.5016,"summary":"Review whether access control satisfies a documented retention policy."},"workers":[{"credits_per_call":1.178,"id":"worker_a","p95_latency_ms":20725,"pass_rate":0.519,"provider_group":"provider_z","quality":0.694,"strengths":["coding","drafting","speed"]},{"credits_per_call":13.661,"id":"worker_b","p95_latency_ms":77775,"pass_rate":0.9266,"provider_group":"provider_x","quality":0.9439,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":4.161,"id":"worker_c","p95_latency_ms":76207,"pass_rate":0.867,"provider_group":"provider_y","quality":0.8727,"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":25.608,"max_latency_ms":199856,"minimum_quality":0.8962},"task":{"ambiguity":0.7856,"category":"review","complexity":0.673,"consequence":0.9132,"evidence_need":0.6942,"family":"policy_compliance","input_tokens":7240,"reversibility":0.4431,"risk":0.7951,"summary":"Audit a workflow for rate limiting against explicit access requirements."},"workers":[{"credits_per_call":13.539,"id":"worker_a","p95_latency_ms":70731,"pass_rate":0.995,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.009,"id":"worker_b","p95_latency_ms":28863,"pass_rate":0.5056,"provider_group":"provider_x","quality":0.6927,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.816,"id":"worker_c","p95_latency_ms":76410,"pass_rate":0.7437,"provider_group":"provider_y","quality":0.8723,"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":9.698,"max_latency_ms":86943,"minimum_quality":0.8085},"task":{"ambiguity":0.377,"category":"coding","complexity":0.7713,"consequence":0.7578,"evidence_need":0.7767,"family":"migration_planning","input_tokens":3080,"reversibility":0.3929,"risk":0.7214,"summary":"Design compatibility testing for a deployment rollback schema migration."},"workers":[{"credits_per_call":3.069,"id":"worker_a","p95_latency_ms":49459,"pass_rate":0.8532,"provider_group":"provider_y","quality":0.9078,"strengths":["coding","reasoning","review","writing"]},{"credits_per_call":1.111,"id":"worker_b","p95_latency_ms":28698,"pass_rate":0.5104,"provider_group":"provider_z","quality":0.7242,"strengths":["coding","drafting","speed"]},{"credits_per_call":11.12,"id":"worker_c","p95_latency_ms":89905,"pass_rate":0.9498,"provider_group":"provider_x","quality":0.9128,"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":2.305,"max_latency_ms":31294,"minimum_quality":0.5019},"task":{"ambiguity":0.3964,"category":"review","complexity":0.524,"consequence":0.921,"evidence_need":0.8587,"family":"policy_compliance","input_tokens":1880,"reversibility":0.4916,"risk":0.6292,"summary":"Audit a workflow for data retention against explicit access requirements."},"workers":[{"credits_per_call":3.57,"id":"worker_a","p95_latency_ms":54850,"pass_rate":0.7967,"provider_group":"provider_z","quality":0.7961,"strengths":["reasoning","review","writing"]},{"credits_per_call":13.567,"id":"worker_b","p95_latency_ms":78078,"pass_rate":0.963,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.184,"id":"worker_c","p95_latency_ms":27150,"pass_rate":0.5047,"provider_group":"provider_y","quality":0.7219,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":17.648,"max_latency_ms":144970,"minimum_quality":0.8012},"task":{"ambiguity":0.5621,"category":"coding","complexity":0.7996,"consequence":0.7358,"evidence_need":0.7621,"family":"migration_planning","input_tokens":5040,"reversibility":0.3207,"risk":0.5606,"summary":"Design compatibility testing for a prompt caching schema migration."},"workers":[{"credits_per_call":3.361,"id":"worker_a","p95_latency_ms":45680,"pass_rate":0.8022,"provider_group":"provider_y","quality":0.8031,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.035,"id":"worker_b","p95_latency_ms":25069,"pass_rate":0.4855,"provider_group":"provider_x","quality":0.7494,"strengths":["coding","drafting","speed"]},{"credits_per_call":11.428,"id":"worker_c","p95_latency_ms":58098,"pass_rate":0.9822,"provider_group":"provider_z","quality":0.995,"strengths":["coding","implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":1.436,"max_latency_ms":31659,"minimum_quality":0.6018},"task":{"ambiguity":0.6861,"category":"analysis","complexity":0.5992,"consequence":0.4056,"evidence_need":0.6813,"family":"performance_tuning","input_tokens":3400,"reversibility":0.6257,"risk":0.571,"summary":"Review a proposed optimization for tenant-scoped caching for hidden regressions."},"workers":[{"credits_per_call":1.104,"id":"worker_a","p95_latency_ms":18799,"pass_rate":0.4497,"provider_group":"provider_y","quality":0.6276,"strengths":["coding","drafting","speed"]},{"credits_per_call":10.325,"id":"worker_b","p95_latency_ms":91858,"pass_rate":0.995,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.828,"id":"worker_c","p95_latency_ms":75101,"pass_rate":0.8411,"provider_group":"provider_z","quality":0.8993,"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":9.53,"max_latency_ms":259530,"minimum_quality":0.6969},"task":{"ambiguity":0.4495,"category":"review","complexity":0.7253,"consequence":0.5628,"evidence_need":0.6205,"family":"policy_compliance","input_tokens":7280,"reversibility":0.6645,"risk":0.8484,"summary":"Audit a workflow for OAuth callbacks against explicit access requirements."},"workers":[{"credits_per_call":13.758,"id":"worker_a","p95_latency_ms":91961,"pass_rate":0.995,"provider_group":"provider_x","quality":0.9401,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.923,"id":"worker_b","p95_latency_ms":28983,"pass_rate":0.5614,"provider_group":"provider_z","quality":0.7585,"strengths":["coding","drafting","speed"]},{"credits_per_call":4.25,"id":"worker_c","p95_latency_ms":70341,"pass_rate":0.878,"provider_group":"provider_y","quality":0.9028,"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":20.454,"max_latency_ms":170576,"minimum_quality":0.8242},"task":{"ambiguity":0.4337,"category":"analysis","complexity":0.6775,"consequence":0.4456,"evidence_need":0.3232,"family":"performance_tuning","input_tokens":5520,"reversibility":0.5653,"risk":0.4887,"summary":"Diagnose latency variance in tenant-scoped caching and rank the next experiments."},"workers":[{"credits_per_call":3.545,"id":"worker_a","p95_latency_ms":59921,"pass_rate":0.8394,"provider_group":"provider_z","quality":0.9428,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.035,"id":"worker_b","p95_latency_ms":32084,"pass_rate":0.5344,"provider_group":"provider_x","quality":0.7301,"strengths":["coding","drafting","reasoning","speed"]},{"credits_per_call":12.017,"id":"worker_c","p95_latency_ms":52615,"pass_rate":0.995,"provider_group":"provider_y","quality":0.995,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":3.301,"max_latency_ms":43164,"minimum_quality":0.5896},"task":{"ambiguity":0.598,"category":"analysis","complexity":0.5909,"consequence":0.3922,"evidence_need":0.7076,"family":"performance_tuning","input_tokens":6360,"reversibility":0.5862,"risk":0.2651,"summary":"Review a proposed optimization for OAuth callbacks for hidden regressions."},"workers":[{"credits_per_call":1.112,"id":"worker_a","p95_latency_ms":29111,"pass_rate":0.5112,"provider_group":"provider_x","quality":0.6549,"strengths":["coding","drafting","reasoning","speed"]},{"credits_per_call":3.184,"id":"worker_b","p95_latency_ms":80914,"pass_rate":0.7928,"provider_group":"provider_z","quality":0.8662,"strengths":["reasoning","review","writing"]},{"credits_per_call":13.287,"id":"worker_c","p95_latency_ms":65830,"pass_rate":0.995,"provider_group":"provider_y","quality":0.9879,"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":9.483,"max_latency_ms":196653,"minimum_quality":0.803},"task":{"ambiguity":0.4379,"category":"coding","complexity":0.9032,"consequence":0.6662,"evidence_need":0.7876,"family":"migration_planning","input_tokens":4640,"reversibility":0.5244,"risk":0.7184,"summary":"Review a staged migration for prompt caching and identify irreversible steps."},"workers":[{"credits_per_call":10.74,"id":"worker_a","p95_latency_ms":63477,"pass_rate":0.995,"provider_group":"provider_x","quality":0.9355,"strengths":["coding","implementation","reasoning","synthesis"]},{"credits_per_call":1.061,"id":"worker_b","p95_latency_ms":21922,"pass_rate":0.5508,"provider_group":"provider_y","quality":0.7057,"strengths":["coding","drafting","speed"]},{"credits_per_call":2.96,"id":"worker_c","p95_latency_ms":68693,"pass_rate":0.8347,"provider_group":"provider_z","quality":0.7967,"strengths":["coding","reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":19.099,"max_latency_ms":168897,"minimum_quality":0.8102},"task":{"ambiguity":0.6674,"category":"analysis","complexity":0.8232,"consequence":0.59,"evidence_need":0.6446,"family":"performance_tuning","input_tokens":3480,"reversibility":0.7957,"risk":0.2734,"summary":"Choose between throughput and tail-latency changes for usage metering."},"workers":[{"credits_per_call":4.018,"id":"worker_a","p95_latency_ms":53981,"pass_rate":0.813,"provider_group":"provider_y","quality":0.9257,"strengths":["reasoning","review","writing"]},{"credits_per_call":12.044,"id":"worker_b","p95_latency_ms":69420,"pass_rate":0.995,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.087,"id":"worker_c","p95_latency_ms":28172,"pass_rate":0.5028,"provider_group":"provider_x","quality":0.7282,"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":1.885,"max_latency_ms":21596,"minimum_quality":0.724},"task":{"ambiguity":0.5348,"category":"review","complexity":0.7972,"consequence":0.5101,"evidence_need":0.8245,"family":"policy_compliance","input_tokens":5480,"reversibility":0.4567,"risk":0.8295,"summary":"Audit a workflow for provider failover against explicit access requirements."},"workers":[{"credits_per_call":12.734,"id":"worker_a","p95_latency_ms":60962,"pass_rate":0.9825,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.208,"id":"worker_b","p95_latency_ms":63584,"pass_rate":0.7354,"provider_group":"provider_z","quality":0.8906,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.014,"id":"worker_c","p95_latency_ms":19575,"pass_rate":0.6196,"provider_group":"provider_y","quality":0.694,"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=