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":18.975,"max_latency_ms":225073,"minimum_quality":0.7855},"task":{"ambiguity":0.5273,"category":"review","complexity":0.7093,"consequence":0.7528,"evidence_need":0.6266,"family":"policy_compliance","input_tokens":1200,"reversibility":0.5512,"risk":0.5884,"summary":"Identify evidence required before approving observability for production."},"workers":[{"credits_per_call":10.326,"id":"worker_a","p95_latency_ms":74157,"pass_rate":0.9679,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.828,"id":"worker_b","p95_latency_ms":31393,"pass_rate":0.5533,"provider_group":"provider_y","quality":0.7056,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.334,"id":"worker_c","p95_latency_ms":66410,"pass_rate":0.8262,"provider_group":"provider_z","quality":0.8178,"strengths":["reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":18.668,"max_latency_ms":204266,"minimum_quality":0.9202},"task":{"ambiguity":0.4611,"category":"coding","complexity":0.8435,"consequence":0.7111,"evidence_need":0.5271,"family":"migration_planning","input_tokens":6200,"reversibility":0.5609,"risk":0.3778,"summary":"Review a staged migration for observability and identify irreversible steps."},"workers":[{"credits_per_call":1.159,"id":"worker_a","p95_latency_ms":28936,"pass_rate":0.5926,"provider_group":"provider_y","quality":0.7161,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.061,"id":"worker_b","p95_latency_ms":69047,"pass_rate":0.7419,"provider_group":"provider_z","quality":0.8133,"strengths":["reasoning","review","writing"]},{"credits_per_call":11.22,"id":"worker_c","p95_latency_ms":54964,"pass_rate":0.9064,"provider_group":"provider_x","quality":0.9937,"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=

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":5.693,"max_latency_ms":98358,"minimum_quality":0.8545},"task":{"ambiguity":0.5356,"category":"coding","complexity":0.7813,"consequence":0.727,"evidence_need":0.4164,"family":"migration_planning","input_tokens":160,"reversibility":0.4396,"risk":0.5217,"summary":"Design compatibility testing for a prompt caching schema migration."},"workers":[{"credits_per_call":1.014,"id":"worker_a","p95_latency_ms":29623,"pass_rate":0.5405,"provider_group":"provider_y","quality":0.7577,"strengths":["coding","drafting","speed"]},{"credits_per_call":2.825,"id":"worker_b","p95_latency_ms":59228,"pass_rate":0.871,"provider_group":"provider_x","quality":0.8503,"strengths":["reasoning","review","writing"]},{"credits_per_call":11.579,"id":"worker_c","p95_latency_ms":78578,"pass_rate":0.9391,"provider_group":"provider_z","quality":0.9389,"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":17.674,"max_latency_ms":152878,"minimum_quality":0.8716},"task":{"ambiguity":0.7074,"category":"review","complexity":0.5401,"consequence":0.819,"evidence_need":0.7124,"family":"policy_compliance","input_tokens":880,"reversibility":0.3861,"risk":0.4966,"summary":"Audit a workflow for model routing against explicit access requirements."},"workers":[{"credits_per_call":3.854,"id":"worker_a","p95_latency_ms":49534,"pass_rate":0.8029,"provider_group":"provider_y","quality":0.8248,"strengths":["reasoning","review","writing"]},{"credits_per_call":10.384,"id":"worker_b","p95_latency_ms":61515,"pass_rate":0.995,"provider_group":"provider_z","quality":0.936,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.024,"id":"worker_c","p95_latency_ms":24015,"pass_rate":0.4892,"provider_group":"provider_x","quality":0.7458,"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":10.801,"max_latency_ms":148569,"minimum_quality":0.7938},"task":{"ambiguity":0.5311,"category":"coding","complexity":0.9313,"consequence":0.7473,"evidence_need":0.8398,"family":"migration_planning","input_tokens":360,"reversibility":0.2596,"risk":0.7494,"summary":"Plan a zero-downtime migration of artifact storage with rollback checkpoints."},"workers":[{"credits_per_call":10.941,"id":"worker_a","p95_latency_ms":62661,"pass_rate":0.915,"provider_group":"provider_x","quality":0.9679,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.254,"id":"worker_b","p95_latency_ms":52651,"pass_rate":0.8482,"provider_group":"provider_y","quality":0.8335,"strengths":["coding","reasoning","review","writing"]},{"credits_per_call":0.901,"id":"worker_c","p95_latency_ms":20617,"pass_rate":0.5202,"provider_group":"provider_z","quality":0.7053,"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":3.6,"max_latency_ms":29216,"minimum_quality":0.5491},"task":{"ambiguity":0.5007,"category":"analysis","complexity":0.7161,"consequence":0.6448,"evidence_need":0.5377,"family":"performance_tuning","input_tokens":3720,"reversibility":0.5537,"risk":0.2458,"summary":"Diagnose latency variance in artifact storage and rank the next experiments."},"workers":[{"credits_per_call":14.444,"id":"worker_a","p95_latency_ms":88490,"pass_rate":0.995,"provider_group":"provider_y","quality":0.9808,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.154,"id":"worker_b","p95_latency_ms":20665,"pass_rate":0.5489,"provider_group":"provider_x","quality":0.7332,"strengths":["coding","drafting","reasoning","speed"]},{"credits_per_call":3.473,"id":"worker_c","p95_latency_ms":77766,"pass_rate":0.8514,"provider_group":"provider_z","quality":0.9546,"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":2.428,"max_latency_ms":45104,"minimum_quality":0.7197},"task":{"ambiguity":0.5744,"category":"coding","complexity":0.8454,"consequence":0.452,"evidence_need":0.4891,"family":"migration_planning","input_tokens":4440,"reversibility":0.5892,"risk":0.487,"summary":"Plan a zero-downtime migration of API-key rotation with rollback checkpoints."},"workers":[{"credits_per_call":2.949,"id":"worker_a","p95_latency_ms":67192,"pass_rate":0.7285,"provider_group":"provider_x","quality":0.8207,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.107,"id":"worker_b","p95_latency_ms":27165,"pass_rate":0.4656,"provider_group":"provider_z","quality":0.7838,"strengths":["coding","drafting","speed"]},{"credits_per_call":12.798,"id":"worker_c","p95_latency_ms":53499,"pass_rate":0.9028,"provider_group":"provider_y","quality":0.987,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":24.576,"max_latency_ms":219444,"minimum_quality":0.9273},"task":{"ambiguity":0.7157,"category":"coding","complexity":0.9085,"consequence":0.6957,"evidence_need":0.4682,"family":"migration_planning","input_tokens":2040,"reversibility":0.4004,"risk":0.5268,"summary":"Review a staged migration for prompt caching and identify irreversible steps."},"workers":[{"credits_per_call":0.874,"id":"worker_a","p95_latency_ms":31231,"pass_rate":0.4589,"provider_group":"provider_x","quality":0.792,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.591,"id":"worker_b","p95_latency_ms":46498,"pass_rate":0.8344,"provider_group":"provider_y","quality":0.8337,"strengths":["coding","reasoning","review","writing"]},{"credits_per_call":14.685,"id":"worker_c","p95_latency_ms":87167,"pass_rate":0.94,"provider_group":"provider_z","quality":0.9643,"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":3.307,"max_latency_ms":33358,"minimum_quality":0.6488},"task":{"ambiguity":0.4971,"category":"analysis","complexity":0.8432,"consequence":0.2912,"evidence_need":0.3461,"family":"performance_tuning","input_tokens":7000,"reversibility":0.8534,"risk":0.5009,"summary":"Diagnose latency variance in database failover and rank the next experiments."},"workers":[{"credits_per_call":14.524,"id":"worker_a","p95_latency_ms":53820,"pass_rate":0.995,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.021,"id":"worker_b","p95_latency_ms":18381,"pass_rate":0.4547,"provider_group":"provider_y","quality":0.711,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.339,"id":"worker_c","p95_latency_ms":75152,"pass_rate":0.8196,"provider_group":"provider_x","quality":0.9081,"strengths":["reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":1.357,"max_latency_ms":30049,"minimum_quality":0.7747},"task":{"ambiguity":0.7341,"category":"coding","complexity":0.9356,"consequence":0.6508,"evidence_need":0.8453,"family":"migration_planning","input_tokens":1400,"reversibility":0.2986,"risk":0.7001,"summary":"Plan a zero-downtime migration of database failover with rollback checkpoints."},"workers":[{"credits_per_call":0.965,"id":"worker_a","p95_latency_ms":24916,"pass_rate":0.5966,"provider_group":"provider_z","quality":0.6996,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.178,"id":"worker_b","p95_latency_ms":59288,"pass_rate":0.7558,"provider_group":"provider_y","quality":0.8077,"strengths":["reasoning","review","writing"]},{"credits_per_call":12.727,"id":"worker_c","p95_latency_ms":61156,"pass_rate":0.9102,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":18.84,"max_latency_ms":220568,"minimum_quality":0.7975},"task":{"ambiguity":0.5229,"category":"analysis","complexity":0.8358,"consequence":0.3701,"evidence_need":0.553,"family":"performance_tuning","input_tokens":5920,"reversibility":0.6486,"risk":0.3307,"summary":"Diagnose latency variance in model routing and rank the next experiments."},"workers":[{"credits_per_call":14.183,"id":"worker_a","p95_latency_ms":78175,"pass_rate":0.9904,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.098,"id":"worker_b","p95_latency_ms":21126,"pass_rate":0.4796,"provider_group":"provider_x","quality":0.699,"strengths":["coding","drafting","speed"]},{"credits_per_call":2.766,"id":"worker_c","p95_latency_ms":77408,"pass_rate":0.8719,"provider_group":"provider_y","quality":0.8961,"strengths":["reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":3.797,"max_latency_ms":50523,"minimum_quality":0.747},"task":{"ambiguity":0.5204,"category":"coding","complexity":0.8018,"consequence":0.525,"evidence_need":0.7607,"family":"migration_planning","input_tokens":4360,"reversibility":0.2606,"risk":0.7129,"summary":"Plan a zero-downtime migration of observability with rollback checkpoints."},"workers":[{"credits_per_call":3.438,"id":"worker_a","p95_latency_ms":48366,"pass_rate":0.8154,"provider_group":"provider_x","quality":0.8618,"strengths":["reasoning","review","writing"]},{"credits_per_call":11.905,"id":"worker_b","p95_latency_ms":71094,"pass_rate":0.9852,"provider_group":"provider_y","quality":0.9667,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.179,"id":"worker_c","p95_latency_ms":30323,"pass_rate":0.4714,"provider_group":"provider_z","quality":0.7984,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":19.231,"max_latency_ms":196770,"minimum_quality":0.7945},"task":{"ambiguity":0.6624,"category":"review","complexity":0.4229,"consequence":0.6633,"evidence_need":0.6546,"family":"policy_compliance","input_tokens":7400,"reversibility":0.6672,"risk":0.6035,"summary":"Identify evidence required before approving streaming inference for production."},"workers":[{"credits_per_call":1.105,"id":"worker_a","p95_latency_ms":18096,"pass_rate":0.6111,"provider_group":"provider_y","quality":0.7576,"strengths":["coding","drafting","speed"]},{"credits_per_call":10.674,"id":"worker_b","p95_latency_ms":81815,"pass_rate":0.8898,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":4.256,"id":"worker_c","p95_latency_ms":57084,"pass_rate":0.8726,"provider_group":"provider_z","quality":0.8357,"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":1.919,"max_latency_ms":33427,"minimum_quality":0.7592},"task":{"ambiguity":0.3361,"category":"analysis","complexity":0.6715,"consequence":0.3808,"evidence_need":0.6154,"family":"performance_tuning","input_tokens":5240,"reversibility":0.6066,"risk":0.4914,"summary":"Review a proposed optimization for credit reservation for hidden regressions."},"workers":[{"credits_per_call":10.196,"id":"worker_a","p95_latency_ms":63372,"pass_rate":0.9673,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":4.195,"id":"worker_b","p95_latency_ms":64382,"pass_rate":0.829,"provider_group":"provider_x","quality":0.9239,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.031,"id":"worker_c","p95_latency_ms":18023,"pass_rate":0.444,"provider_group":"provider_y","quality":0.6478,"strengths":["coding","drafting","reasoning","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":3.818,"max_latency_ms":40222,"minimum_quality":0.6695},"task":{"ambiguity":0.5823,"category":"coding","complexity":0.7669,"consequence":0.4194,"evidence_need":0.7351,"family":"migration_planning","input_tokens":3240,"reversibility":0.339,"risk":0.7308,"summary":"Plan a zero-downtime migration of OAuth callbacks with rollback checkpoints."},"workers":[{"credits_per_call":1.186,"id":"worker_a","p95_latency_ms":20265,"pass_rate":0.5681,"provider_group":"provider_y","quality":0.7168,"strengths":["coding","drafting","speed"]},{"credits_per_call":4.02,"id":"worker_b","p95_latency_ms":79634,"pass_rate":0.8577,"provider_group":"provider_x","quality":0.7998,"strengths":["reasoning","review","writing"]},{"credits_per_call":13.961,"id":"worker_c","p95_latency_ms":57401,"pass_rate":0.995,"provider_group":"provider_z","quality":0.9224,"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":3.836,"max_latency_ms":28845,"minimum_quality":0.6369},"task":{"ambiguity":0.5648,"category":"coding","complexity":0.8266,"consequence":0.4749,"evidence_need":0.8416,"family":"migration_planning","input_tokens":7120,"reversibility":0.5161,"risk":0.7169,"summary":"Design compatibility testing for a OAuth callbacks schema migration."},"workers":[{"credits_per_call":0.978,"id":"worker_a","p95_latency_ms":23411,"pass_rate":0.4774,"provider_group":"provider_z","quality":0.6863,"strengths":["coding","drafting","speed"]},{"credits_per_call":10.966,"id":"worker_b","p95_latency_ms":85523,"pass_rate":0.8914,"provider_group":"provider_y","quality":0.995,"strengths":["coding","implementation","reasoning","synthesis"]},{"credits_per_call":3.047,"id":"worker_c","p95_latency_ms":55422,"pass_rate":0.8027,"provider_group":"provider_x","quality":0.8394,"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":2.078,"max_latency_ms":35369,"minimum_quality":0.5571},"task":{"ambiguity":0.563,"category":"review","complexity":0.7153,"consequence":0.7443,"evidence_need":0.8409,"family":"policy_compliance","input_tokens":2960,"reversibility":0.4878,"risk":0.7732,"summary":"Audit a workflow for rate limiting against explicit access requirements."},"workers":[{"credits_per_call":2.953,"id":"worker_a","p95_latency_ms":50946,"pass_rate":0.875,"provider_group":"provider_x","quality":0.8128,"strengths":["reasoning","review","writing"]},{"credits_per_call":10.302,"id":"worker_b","p95_latency_ms":62609,"pass_rate":0.9291,"provider_group":"provider_z","quality":0.9722,"strengths":["drafting","implementation","reasoning","synthesis"]},{"credits_per_call":0.824,"id":"worker_c","p95_latency_ms":24154,"pass_rate":0.5004,"provider_group":"provider_y","quality":0.7052,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=

drafting implementation reasoning synthesis


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":21.278,"max_latency_ms":211421,"minimum_quality":0.8152},"task":{"ambiguity":0.6245,"category":"review","complexity":0.8227,"consequence":0.9171,"evidence_need":0.853,"family":"policy_compliance","input_tokens":7200,"reversibility":0.3394,"risk":0.4725,"summary":"Identify evidence required before approving schema evolution for production."},"workers":[{"credits_per_call":3.287,"id":"worker_a","p95_latency_ms":53004,"pass_rate":0.8272,"provider_group":"provider_y","quality":0.8334,"strengths":["drafting","reasoning","review","writing"]},{"credits_per_call":0.924,"id":"worker_b","p95_latency_ms":31177,"pass_rate":0.4755,"provider_group":"provider_x","quality":0.718,"strengths":["coding","drafting","speed"]},{"credits_per_call":13.838,"id":"worker_c","p95_latency_ms":86658,"pass_rate":0.9196,"provider_group":"provider_z","quality":0.923,"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":2.147,"max_latency_ms":35295,"minimum_quality":0.6957},"task":{"ambiguity":0.5473,"category":"coding","complexity":0.6446,"consequence":0.6844,"evidence_need":0.4499,"family":"migration_planning","input_tokens":520,"reversibility":0.492,"risk":0.6569,"summary":"Review a staged migration for prompt caching and identify irreversible steps."},"workers":[{"credits_per_call":1.071,"id":"worker_a","p95_latency_ms":30357,"pass_rate":0.4622,"provider_group":"provider_y","quality":0.6853,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.085,"id":"worker_b","p95_latency_ms":54780,"pass_rate":0.8875,"provider_group":"provider_x","quality":0.8406,"strengths":["reasoning","review","writing"]},{"credits_per_call":13.977,"id":"worker_c","p95_latency_ms":88248,"pass_rate":0.995,"provider_group":"provider_z","quality":0.957,"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":3.276,"max_latency_ms":49925,"minimum_quality":0.4809},"task":{"ambiguity":0.6288,"category":"analysis","complexity":0.487,"consequence":0.5554,"evidence_need":0.599,"family":"performance_tuning","input_tokens":4840,"reversibility":0.8898,"risk":0.4532,"summary":"Diagnose latency variance in streaming inference and rank the next experiments."},"workers":[{"credits_per_call":11.743,"id":"worker_a","p95_latency_ms":86502,"pass_rate":0.995,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.612,"id":"worker_b","p95_latency_ms":64907,"pass_rate":0.8202,"provider_group":"provider_z","quality":0.9707,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.152,"id":"worker_c","p95_latency_ms":30803,"pass_rate":0.4206,"provider_group":"provider_y","quality":0.6639,"strengths":["coding","drafting","reasoning","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":1.973,"max_latency_ms":40991,"minimum_quality":0.5726},"task":{"ambiguity":0.5543,"category":"analysis","complexity":0.4675,"consequence":0.3615,"evidence_need":0.6373,"family":"performance_tuning","input_tokens":4720,"reversibility":0.5787,"risk":0.4856,"summary":"Choose between throughput and tail-latency changes for deployment rollback."},"workers":[{"credits_per_call":3.478,"id":"worker_a","p95_latency_ms":82801,"pass_rate":0.9377,"provider_group":"provider_z","quality":0.9064,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.875,"id":"worker_b","p95_latency_ms":26529,"pass_rate":0.4073,"provider_group":"provider_x","quality":0.6623,"strengths":["coding","drafting","reasoning","speed"]},{"credits_per_call":11.769,"id":"worker_c","p95_latency_ms":63051,"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":3.153,"max_latency_ms":37745,"minimum_quality":0.5039},"task":{"ambiguity":0.5458,"category":"review","complexity":0.5329,"consequence":0.7465,"evidence_need":0.8076,"family":"policy_compliance","input_tokens":5760,"reversibility":0.5749,"risk":0.6696,"summary":"Review whether provider failover satisfies a documented retention policy."},"workers":[{"credits_per_call":13.938,"id":"worker_a","p95_latency_ms":52185,"pass_rate":0.995,"provider_group":"provider_y","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":2.755,"id":"worker_b","p95_latency_ms":48831,"pass_rate":0.8183,"provider_group":"provider_x","quality":0.8582,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.076,"id":"worker_c","p95_latency_ms":26377,"pass_rate":0.5956,"provider_group":"provider_z","quality":0.7212,"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":21.729,"max_latency_ms":210471,"minimum_quality":0.7829},"task":{"ambiguity":0.6815,"category":"analysis","complexity":0.8099,"consequence":0.5194,"evidence_need":0.7225,"family":"performance_tuning","input_tokens":2360,"reversibility":0.6496,"risk":0.3067,"summary":"Choose between throughput and tail-latency changes for observability."},"workers":[{"credits_per_call":12.061,"id":"worker_a","p95_latency_ms":88388,"pass_rate":0.9752,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.289,"id":"worker_b","p95_latency_ms":74450,"pass_rate":0.8127,"provider_group":"provider_z","quality":0.89,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.965,"id":"worker_c","p95_latency_ms":23582,"pass_rate":0.5515,"provider_group":"provider_y","quality":0.6159,"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":4.27,"max_latency_ms":205706,"minimum_quality":0.7869},"task":{"ambiguity":0.7875,"category":"review","complexity":0.8141,"consequence":0.6608,"evidence_need":0.5973,"family":"policy_compliance","input_tokens":2760,"reversibility":0.434,"risk":0.6419,"summary":"Audit a workflow for observability against explicit access requirements."},"workers":[{"credits_per_call":0.816,"id":"worker_a","p95_latency_ms":32840,"pass_rate":0.5208,"provider_group":"provider_z","quality":0.6883,"strengths":["coding","drafting","speed"]},{"credits_per_call":2.743,"id":"worker_b","p95_latency_ms":50231,"pass_rate":0.8234,"provider_group":"provider_y","quality":0.9049,"strengths":["drafting","reasoning","review","writing"]},{"credits_per_call":10.09,"id":"worker_c","p95_latency_ms":83264,"pass_rate":0.9936,"provider_group":"provider_x","quality":0.9337,"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":8.548,"max_latency_ms":179941,"minimum_quality":0.8855},"task":{"ambiguity":0.797,"category":"review","complexity":0.5073,"consequence":0.7173,"evidence_need":0.8387,"family":"policy_compliance","input_tokens":2760,"reversibility":0.3407,"risk":0.7039,"summary":"Review whether usage metering satisfies a documented retention policy."},"workers":[{"credits_per_call":4.265,"id":"worker_a","p95_latency_ms":66677,"pass_rate":0.81,"provider_group":"provider_y","quality":0.8371,"strengths":["drafting","reasoning","review","writing"]},{"credits_per_call":12.032,"id":"worker_b","p95_latency_ms":55557,"pass_rate":0.9115,"provider_group":"provider_x","quality":0.9442,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.877,"id":"worker_c","p95_latency_ms":27575,"pass_rate":0.5109,"provider_group":"provider_z","quality":0.762,"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":21.702,"max_latency_ms":158712,"minimum_quality":0.7805},"task":{"ambiguity":0.5997,"category":"coding","complexity":0.6188,"consequence":0.5747,"evidence_need":0.4507,"family":"migration_planning","input_tokens":3920,"reversibility":0.4057,"risk":0.7196,"summary":"Plan a zero-downtime migration of deployment rollback with rollback checkpoints."},"workers":[{"credits_per_call":12.662,"id":"worker_a","p95_latency_ms":56019,"pass_rate":0.8954,"provider_group":"provider_x","quality":0.9149,"strengths":["coding","implementation","reasoning","synthesis"]},{"credits_per_call":0.89,"id":"worker_b","p95_latency_ms":22588,"pass_rate":0.4546,"provider_group":"provider_y","quality":0.7136,"strengths":["coding","drafting","speed"]},{"credits_per_call":2.854,"id":"worker_c","p95_latency_ms":48204,"pass_rate":0.7961,"provider_group":"provider_z","quality":0.907,"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":22.685,"max_latency_ms":188659,"minimum_quality":0.8445},"task":{"ambiguity":0.453,"category":"coding","complexity":0.9216,"consequence":0.65,"evidence_need":0.7942,"family":"migration_planning","input_tokens":7320,"reversibility":0.4015,"risk":0.6769,"summary":"Review a staged migration for rate limiting and identify irreversible steps."},"workers":[{"credits_per_call":1.166,"id":"worker_a","p95_latency_ms":26660,"pass_rate":0.5361,"provider_group":"provider_z","quality":0.7289,"strengths":["coding","drafting","speed"]},{"credits_per_call":12.972,"id":"worker_b","p95_latency_ms":56994,"pass_rate":0.9173,"provider_group":"provider_y","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":4.047,"id":"worker_c","p95_latency_ms":46908,"pass_rate":0.8042,"provider_group":"provider_x","quality":0.8882,"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":11.167,"max_latency_ms":170799,"minimum_quality":0.7627},"task":{"ambiguity":0.4135,"category":"coding","complexity":0.7318,"consequence":0.8113,"evidence_need":0.6818,"family":"migration_planning","input_tokens":360,"reversibility":0.6005,"risk":0.7319,"summary":"Design compatibility testing for a database failover schema migration."},"workers":[{"credits_per_call":1.089,"id":"worker_a","p95_latency_ms":24172,"pass_rate":0.4974,"provider_group":"provider_y","quality":0.7401,"strengths":["coding","drafting","speed"]},{"credits_per_call":4.054,"id":"worker_b","p95_latency_ms":46813,"pass_rate":0.7559,"provider_group":"provider_z","quality":0.8291,"strengths":["coding","reasoning","review","writing"]},{"credits_per_call":11.335,"id":"worker_c","p95_latency_ms":61071,"pass_rate":0.8893,"provider_group":"provider_x","quality":0.9239,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":16.927,"max_latency_ms":165801,"minimum_quality":0.8977},"task":{"ambiguity":0.5184,"category":"coding","complexity":0.7638,"consequence":0.6391,"evidence_need":0.4286,"family":"migration_planning","input_tokens":1560,"reversibility":0.4127,"risk":0.3712,"summary":"Plan a zero-downtime migration of observability with rollback checkpoints."},"workers":[{"credits_per_call":0.841,"id":"worker_a","p95_latency_ms":29794,"pass_rate":0.5262,"provider_group":"provider_x","quality":0.7782,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.043,"id":"worker_b","p95_latency_ms":57152,"pass_rate":0.7322,"provider_group":"provider_z","quality":0.8185,"strengths":["reasoning","review","writing"]},{"credits_per_call":12.051,"id":"worker_c","p95_latency_ms":51738,"pass_rate":0.9122,"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":16.358,"max_latency_ms":207638,"minimum_quality":0.8522},"task":{"ambiguity":0.7147,"category":"review","complexity":0.5934,"consequence":0.5495,"evidence_need":0.719,"family":"policy_compliance","input_tokens":8000,"reversibility":0.3974,"risk":0.8194,"summary":"Identify evidence required before approving access control for production."},"workers":[{"credits_per_call":0.885,"id":"worker_a","p95_latency_ms":31494,"pass_rate":0.5074,"provider_group":"provider_y","quality":0.6779,"strengths":["coding","drafting","speed"]},{"credits_per_call":11.8,"id":"worker_b","p95_latency_ms":70016,"pass_rate":0.9608,"provider_group":"provider_z","quality":0.9511,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":2.998,"id":"worker_c","p95_latency_ms":76565,"pass_rate":0.7216,"provider_group":"provider_x","quality":0.8057,"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":26.321,"max_latency_ms":203885,"minimum_quality":0.8538},"task":{"ambiguity":0.6566,"category":"review","complexity":0.6325,"consequence":0.6942,"evidence_need":0.7693,"family":"policy_compliance","input_tokens":4920,"reversibility":0.5756,"risk":0.8497,"summary":"Identify evidence required before approving streaming inference for production."},"workers":[{"credits_per_call":3.819,"id":"worker_a","p95_latency_ms":60475,"pass_rate":0.7589,"provider_group":"provider_x","quality":0.8069,"strengths":["drafting","reasoning","review","writing"]},{"credits_per_call":14.352,"id":"worker_b","p95_latency_ms":71113,"pass_rate":0.8851,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.183,"id":"worker_c","p95_latency_ms":25061,"pass_rate":0.4517,"provider_group":"provider_y","quality":0.682,"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":16.732,"max_latency_ms":135951,"minimum_quality":0.7361},"task":{"ambiguity":0.5553,"category":"review","complexity":0.8464,"consequence":0.712,"evidence_need":0.7518,"family":"policy_compliance","input_tokens":4800,"reversibility":0.5566,"risk":0.7914,"summary":"Identify evidence required before approving model routing for production."},"workers":[{"credits_per_call":1.209,"id":"worker_a","p95_latency_ms":25332,"pass_rate":0.4841,"provider_group":"provider_x","quality":0.7688,"strengths":["coding","drafting","speed"]},{"credits_per_call":12.936,"id":"worker_b","p95_latency_ms":83980,"pass_rate":0.995,"provider_group":"provider_z","quality":0.959,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.877,"id":"worker_c","p95_latency_ms":80696,"pass_rate":0.8025,"provider_group":"provider_y","quality":0.8668,"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":14.071,"max_latency_ms":217550,"minimum_quality":0.7457},"task":{"ambiguity":0.799,"category":"review","complexity":0.7987,"consequence":0.7734,"evidence_need":0.8233,"family":"policy_compliance","input_tokens":5800,"reversibility":0.3796,"risk":0.4923,"summary":"Identify evidence required before approving background jobs for production."},"workers":[{"credits_per_call":3.355,"id":"worker_a","p95_latency_ms":75365,"pass_rate":0.7648,"provider_group":"provider_x","quality":0.8701,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.874,"id":"worker_b","p95_latency_ms":18759,"pass_rate":0.5971,"provider_group":"provider_z","quality":0.7584,"strengths":["coding","drafting","speed"]},{"credits_per_call":9.883,"id":"worker_c","p95_latency_ms":74565,"pass_rate":0.9762,"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":3.177,"max_latency_ms":46169,"minimum_quality":0.5599},"task":{"ambiguity":0.3508,"category":"analysis","complexity":0.8395,"consequence":0.4967,"evidence_need":0.7408,"family":"performance_tuning","input_tokens":3760,"reversibility":0.795,"risk":0.3428,"summary":"Review a proposed optimization for provider failover for hidden regressions."},"workers":[{"credits_per_call":3.564,"id":"worker_a","p95_latency_ms":54210,"pass_rate":0.9245,"provider_group":"provider_y","quality":0.9208,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.889,"id":"worker_b","p95_latency_ms":23355,"pass_rate":0.5431,"provider_group":"provider_z","quality":0.6499,"strengths":["coding","drafting","speed"]},{"credits_per_call":11.201,"id":"worker_c","p95_latency_ms":51844,"pass_rate":0.995,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":19.374,"max_latency_ms":269006,"minimum_quality":0.8698},"task":{"ambiguity":0.3648,"category":"review","complexity":0.7635,"consequence":0.6636,"evidence_need":0.8729,"family":"policy_compliance","input_tokens":7400,"reversibility":0.6841,"risk":0.617,"summary":"Review whether artifact storage satisfies a documented retention policy."},"workers":[{"credits_per_call":1.065,"id":"worker_a","p95_latency_ms":26514,"pass_rate":0.4547,"provider_group":"provider_y","quality":0.7041,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.554,"id":"worker_b","p95_latency_ms":82096,"pass_rate":0.8585,"provider_group":"provider_x","quality":0.8774,"strengths":["reasoning","review","writing"]},{"credits_per_call":12.852,"id":"worker_c","p95_latency_ms":87092,"pass_rate":0.9606,"provider_group":"provider_z","quality":0.922,"strengths":["drafting","implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":21.085,"max_latency_ms":172111,"minimum_quality":0.8983},"task":{"ambiguity":0.548,"category":"coding","complexity":0.5778,"consequence":0.4507,"evidence_need":0.6258,"family":"migration_planning","input_tokens":4280,"reversibility":0.5204,"risk":0.7074,"summary":"Plan a zero-downtime migration of provider failover with rollback checkpoints."},"workers":[{"credits_per_call":10.417,"id":"worker_a","p95_latency_ms":55967,"pass_rate":0.9189,"provider_group":"provider_x","quality":0.9714,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.852,"id":"worker_b","p95_latency_ms":17897,"pass_rate":0.4891,"provider_group":"provider_y","quality":0.7216,"strengths":["coding","drafting","speed"]},{"credits_per_call":4.018,"id":"worker_c","p95_latency_ms":45146,"pass_rate":0.8488,"provider_group":"provider_z","quality":0.8482,"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":19.03,"max_latency_ms":177820,"minimum_quality":0.7804},"task":{"ambiguity":0.3343,"category":"coding","complexity":0.8099,"consequence":0.4777,"evidence_need":0.6651,"family":"migration_planning","input_tokens":7280,"reversibility":0.4346,"risk":0.3565,"summary":"Review a staged migration for background jobs and identify irreversible steps."},"workers":[{"credits_per_call":1.195,"id":"worker_a","p95_latency_ms":24678,"pass_rate":0.5386,"provider_group":"provider_z","quality":0.7106,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.441,"id":"worker_b","p95_latency_ms":56136,"pass_rate":0.8387,"provider_group":"provider_y","quality":0.8875,"strengths":["coding","reasoning","review","writing"]},{"credits_per_call":10.303,"id":"worker_c","p95_latency_ms":52185,"pass_rate":0.9379,"provider_group":"provider_x","quality":0.995,"strengths":["coding","implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":3.135,"max_latency_ms":45917,"minimum_quality":0.7251},"task":{"ambiguity":0.3354,"category":"analysis","complexity":0.8307,"consequence":0.4333,"evidence_need":0.5308,"family":"performance_tuning","input_tokens":3720,"reversibility":0.8077,"risk":0.5073,"summary":"Diagnose latency variance in usage metering and rank the next experiments."},"workers":[{"credits_per_call":12.047,"id":"worker_a","p95_latency_ms":71868,"pass_rate":0.9784,"provider_group":"provider_x","quality":0.9913,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":4.264,"id":"worker_b","p95_latency_ms":81599,"pass_rate":0.8961,"provider_group":"provider_z","quality":0.8737,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.09,"id":"worker_c","p95_latency_ms":32416,"pass_rate":0.5426,"provider_group":"provider_y","quality":0.7291,"strengths":["coding","drafting","reasoning","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":3.264,"max_latency_ms":39773,"minimum_quality":0.7763},"task":{"ambiguity":0.4061,"category":"review","complexity":0.4075,"consequence":0.7107,"evidence_need":0.8455,"family":"policy_compliance","input_tokens":5640,"reversibility":0.5754,"risk":0.6691,"summary":"Review whether data retention satisfies a documented retention policy."},"workers":[{"credits_per_call":4.264,"id":"worker_a","p95_latency_ms":46659,"pass_rate":0.8049,"provider_group":"provider_y","quality":0.8885,"strengths":["reasoning","review","writing"]},{"credits_per_call":11.919,"id":"worker_b","p95_latency_ms":69282,"pass_rate":0.9662,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.055,"id":"worker_c","p95_latency_ms":26815,"pass_rate":0.5227,"provider_group":"provider_x","quality":0.8002,"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":2.479,"max_latency_ms":34672,"minimum_quality":0.7671},"task":{"ambiguity":0.7014,"category":"coding","complexity":0.8367,"consequence":0.7915,"evidence_need":0.8262,"family":"migration_planning","input_tokens":4200,"reversibility":0.419,"risk":0.4557,"summary":"Review a staged migration for prompt caching and identify irreversible steps."},"workers":[{"credits_per_call":1.075,"id":"worker_a","p95_latency_ms":31674,"pass_rate":0.5686,"provider_group":"provider_y","quality":0.7754,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.306,"id":"worker_b","p95_latency_ms":48936,"pass_rate":0.7883,"provider_group":"provider_z","quality":0.8241,"strengths":["coding","reasoning","review","writing"]},{"credits_per_call":10.629,"id":"worker_c","p95_latency_ms":58668,"pass_rate":0.995,"provider_group":"provider_x","quality":0.9381,"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":3.46,"max_latency_ms":31547,"minimum_quality":0.7198},"task":{"ambiguity":0.662,"category":"coding","complexity":0.5909,"consequence":0.5797,"evidence_need":0.5362,"family":"migration_planning","input_tokens":4840,"reversibility":0.5129,"risk":0.4568,"summary":"Plan a zero-downtime migration of schema evolution with rollback checkpoints."},"workers":[{"credits_per_call":3.176,"id":"worker_a","p95_latency_ms":49862,"pass_rate":0.8416,"provider_group":"provider_x","quality":0.8282,"strengths":["coding","reasoning","review","writing"]},{"credits_per_call":12.699,"id":"worker_b","p95_latency_ms":56442,"pass_rate":0.995,"provider_group":"provider_z","quality":0.995,"strengths":["coding","implementation","reasoning","synthesis"]},{"credits_per_call":1.156,"id":"worker_c","p95_latency_ms":19736,"pass_rate":0.5957,"provider_group":"provider_y","quality":0.763,"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":21.309,"max_latency_ms":169270,"minimum_quality":0.8458},"task":{"ambiguity":0.3022,"category":"coding","complexity":0.9389,"consequence":0.401,"evidence_need":0.4905,"family":"migration_planning","input_tokens":7920,"reversibility":0.6226,"risk":0.4351,"summary":"Review a staged migration for deployment rollback and identify irreversible steps."},"workers":[{"credits_per_call":0.989,"id":"worker_a","p95_latency_ms":19785,"pass_rate":0.509,"provider_group":"provider_y","quality":0.7406,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.8,"id":"worker_b","p95_latency_ms":55002,"pass_rate":0.8043,"provider_group":"provider_x","quality":0.8622,"strengths":["coding","reasoning","review","writing"]},{"credits_per_call":12.123,"id":"worker_c","p95_latency_ms":52167,"pass_rate":0.9309,"provider_group":"provider_z","quality":0.9901,"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":3.568,"max_latency_ms":27380,"minimum_quality":0.648},"task":{"ambiguity":0.5537,"category":"review","complexity":0.8051,"consequence":0.7161,"evidence_need":0.9413,"family":"policy_compliance","input_tokens":2280,"reversibility":0.4821,"risk":0.8466,"summary":"Review whether rate limiting satisfies a documented retention policy."},"workers":[{"credits_per_call":3.805,"id":"worker_a","p95_latency_ms":48271,"pass_rate":0.7652,"provider_group":"provider_x","quality":0.8888,"strengths":["reasoning","review","writing"]},{"credits_per_call":10.485,"id":"worker_b","p95_latency_ms":56851,"pass_rate":0.9868,"provider_group":"provider_z","quality":0.9744,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.085,"id":"worker_c","p95_latency_ms":25085,"pass_rate":0.5025,"provider_group":"provider_y","quality":0.7774,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":1.797,"max_latency_ms":32597,"minimum_quality":0.578},"task":{"ambiguity":0.7137,"category":"coding","complexity":0.587,"consequence":0.5253,"evidence_need":0.4231,"family":"migration_planning","input_tokens":2640,"reversibility":0.6306,"risk":0.5634,"summary":"Plan a zero-downtime migration of artifact storage with rollback checkpoints."},"workers":[{"credits_per_call":3.795,"id":"worker_a","p95_latency_ms":71035,"pass_rate":0.7388,"provider_group":"provider_x","quality":0.8689,"strengths":["coding","reasoning","review","writing"]},{"credits_per_call":14.969,"id":"worker_b","p95_latency_ms":66782,"pass_rate":0.9115,"provider_group":"provider_z","quality":0.9718,"strengths":["coding","implementation","reasoning","synthesis"]},{"credits_per_call":1.03,"id":"worker_c","p95_latency_ms":18105,"pass_rate":0.514,"provider_group":"provider_y","quality":0.7438,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":19.105,"max_latency_ms":177625,"minimum_quality":0.8975},"task":{"ambiguity":0.6594,"category":"analysis","complexity":0.7219,"consequence":0.6302,"evidence_need":0.5311,"family":"performance_tuning","input_tokens":6800,"reversibility":0.8461,"risk":0.5523,"summary":"Review a proposed optimization for tenant-scoped caching for hidden regressions."},"workers":[{"credits_per_call":3.79,"id":"worker_a","p95_latency_ms":47738,"pass_rate":0.9166,"provider_group":"provider_x","quality":0.9622,"strengths":["reasoning","review","writing"]},{"credits_per_call":12.321,"id":"worker_b","p95_latency_ms":76880,"pass_rate":0.995,"provider_group":"provider_y","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.088,"id":"worker_c","p95_latency_ms":20607,"pass_rate":0.5248,"provider_group":"provider_z","quality":0.6228,"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":1.48,"max_latency_ms":21522,"minimum_quality":0.5275},"task":{"ambiguity":0.6784,"category":"review","complexity":0.6822,"consequence":0.6477,"evidence_need":0.8151,"family":"policy_compliance","input_tokens":920,"reversibility":0.6652,"risk":0.7177,"summary":"Identify evidence required before approving artifact storage for production."},"workers":[{"credits_per_call":12.76,"id":"worker_a","p95_latency_ms":84190,"pass_rate":0.995,"provider_group":"provider_y","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.967,"id":"worker_b","p95_latency_ms":17761,"pass_rate":0.6041,"provider_group":"provider_z","quality":0.7073,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.973,"id":"worker_c","p95_latency_ms":57067,"pass_rate":0.8868,"provider_group":"provider_x","quality":0.7939,"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":23.426,"max_latency_ms":210838,"minimum_quality":0.8292},"task":{"ambiguity":0.5459,"category":"coding","complexity":0.6035,"consequence":0.4281,"evidence_need":0.64,"family":"migration_planning","input_tokens":2960,"reversibility":0.3432,"risk":0.7426,"summary":"Plan a zero-downtime migration of usage metering with rollback checkpoints."},"workers":[{"credits_per_call":14.926,"id":"worker_a","p95_latency_ms":83692,"pass_rate":0.9692,"provider_group":"provider_x","quality":0.9506,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.079,"id":"worker_b","p95_latency_ms":23112,"pass_rate":0.554,"provider_group":"provider_y","quality":0.7872,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.187,"id":"worker_c","p95_latency_ms":55288,"pass_rate":0.8442,"provider_group":"provider_z","quality":0.7972,"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":10.864,"max_latency_ms":192217,"minimum_quality":0.7138},"task":{"ambiguity":0.4253,"category":"coding","complexity":0.7133,"consequence":0.716,"evidence_need":0.7864,"family":"migration_planning","input_tokens":4400,"reversibility":0.3626,"risk":0.3895,"summary":"Plan a zero-downtime migration of observability with rollback checkpoints."},"workers":[{"credits_per_call":2.868,"id":"worker_a","p95_latency_ms":73745,"pass_rate":0.8613,"provider_group":"provider_z","quality":0.9113,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.796,"id":"worker_b","p95_latency_ms":18453,"pass_rate":0.5766,"provider_group":"provider_y","quality":0.7569,"strengths":["coding","drafting","speed"]},{"credits_per_call":11.115,"id":"worker_c","p95_latency_ms":78644,"pass_rate":0.9792,"provider_group":"provider_x","quality":0.9781,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":2.913,"max_latency_ms":44906,"minimum_quality":0.728},"task":{"ambiguity":0.7148,"category":"review","complexity":0.8487,"consequence":0.933,"evidence_need":0.8171,"family":"policy_compliance","input_tokens":6520,"reversibility":0.4493,"risk":0.7982,"summary":"Review whether private credentials satisfies a documented retention policy."},"workers":[{"credits_per_call":0.792,"id":"worker_a","p95_latency_ms":32589,"pass_rate":0.532,"provider_group":"provider_x","quality":0.7121,"strengths":["coding","drafting","speed"]},{"credits_per_call":11.883,"id":"worker_b","p95_latency_ms":71644,"pass_rate":0.9651,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.917,"id":"worker_c","p95_latency_ms":72426,"pass_rate":0.8406,"provider_group":"provider_y","quality":0.8466,"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":2.828,"max_latency_ms":37778,"minimum_quality":0.7283},"task":{"ambiguity":0.4407,"category":"review","complexity":0.7278,"consequence":0.705,"evidence_need":0.8489,"family":"policy_compliance","input_tokens":4240,"reversibility":0.4171,"risk":0.8487,"summary":"Review whether credit reservation satisfies a documented retention policy."},"workers":[{"credits_per_call":3.181,"id":"worker_a","p95_latency_ms":80571,"pass_rate":0.85,"provider_group":"provider_y","quality":0.8536,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.143,"id":"worker_b","p95_latency_ms":32621,"pass_rate":0.6174,"provider_group":"provider_z","quality":0.7595,"strengths":["coding","drafting","speed"]},{"credits_per_call":10.525,"id":"worker_c","p95_latency_ms":64324,"pass_rate":0.9645,"provider_group":"provider_x","quality":0.9102,"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":3.741,"max_latency_ms":26495,"minimum_quality":0.5276},"task":{"ambiguity":0.4001,"category":"coding","complexity":0.6325,"consequence":0.4092,"evidence_need":0.5513,"family":"migration_planning","input_tokens":2880,"reversibility":0.5013,"risk":0.4147,"summary":"Review a staged migration for prompt caching and identify irreversible steps."},"workers":[{"credits_per_call":3.223,"id":"worker_a","p95_latency_ms":67820,"pass_rate":0.7586,"provider_group":"provider_x","quality":0.8878,"strengths":["coding","reasoning","review","writing"]},{"credits_per_call":1.101,"id":"worker_b","p95_latency_ms":23486,"pass_rate":0.5744,"provider_group":"provider_z","quality":0.6751,"strengths":["coding","drafting","speed"]},{"credits_per_call":11.168,"id":"worker_c","p95_latency_ms":88863,"pass_rate":0.9025,"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":16.944,"max_latency_ms":215414,"minimum_quality":0.9204},"task":{"ambiguity":0.7656,"category":"review","complexity":0.5865,"consequence":0.5787,"evidence_need":0.5774,"family":"policy_compliance","input_tokens":7040,"reversibility":0.4251,"risk":0.518,"summary":"Review whether schema evolution satisfies a documented retention policy."},"workers":[{"credits_per_call":1.05,"id":"worker_a","p95_latency_ms":29583,"pass_rate":0.4918,"provider_group":"provider_y","quality":0.7861,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.292,"id":"worker_b","p95_latency_ms":65031,"pass_rate":0.7694,"provider_group":"provider_z","quality":0.819,"strengths":["reasoning","review","writing"]},{"credits_per_call":12.097,"id":"worker_c","p95_latency_ms":81773,"pass_rate":0.995,"provider_group":"provider_x","quality":0.9657,"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":19.003,"max_latency_ms":196298,"minimum_quality":0.8193},"task":{"ambiguity":0.6423,"category":"coding","complexity":0.6379,"consequence":0.6074,"evidence_need":0.551,"family":"migration_planning","input_tokens":4480,"reversibility":0.2702,"risk":0.3965,"summary":"Design compatibility testing for a OAuth callbacks schema migration."},"workers":[{"credits_per_call":0.825,"id":"worker_a","p95_latency_ms":32152,"pass_rate":0.5728,"provider_group":"provider_x","quality":0.7851,"strengths":["coding","drafting","speed"]},{"credits_per_call":2.957,"id":"worker_b","p95_latency_ms":44848,"pass_rate":0.7944,"provider_group":"provider_y","quality":0.8329,"strengths":["reasoning","review","writing"]},{"credits_per_call":14.821,"id":"worker_c","p95_latency_ms":77240,"pass_rate":0.995,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":1.997,"max_latency_ms":30074,"minimum_quality":0.5689},"task":{"ambiguity":0.6954,"category":"coding","complexity":0.6979,"consequence":0.7425,"evidence_need":0.6355,"family":"migration_planning","input_tokens":7680,"reversibility":0.5863,"risk":0.542,"summary":"Review a staged migration for API-key rotation and identify irreversible steps."},"workers":[{"credits_per_call":15.111,"id":"worker_a","p95_latency_ms":88292,"pass_rate":0.9586,"provider_group":"provider_x","quality":0.9756,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.669,"id":"worker_b","p95_latency_ms":82052,"pass_rate":0.8821,"provider_group":"provider_z","quality":0.91,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.899,"id":"worker_c","p95_latency_ms":21508,"pass_rate":0.5845,"provider_group":"provider_y","quality":0.6865,"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":22.946,"max_latency_ms":107078,"minimum_quality":0.828},"task":{"ambiguity":0.6619,"category":"coding","complexity":0.7495,"consequence":0.4538,"evidence_need":0.8035,"family":"migration_planning","input_tokens":6160,"reversibility":0.4689,"risk":0.6431,"summary":"Plan a zero-downtime migration of private credentials with rollback checkpoints."},"workers":[{"credits_per_call":3.425,"id":"worker_a","p95_latency_ms":59715,"pass_rate":0.7841,"provider_group":"provider_x","quality":0.8047,"strengths":["reasoning","review","writing"]},{"credits_per_call":14.337,"id":"worker_b","p95_latency_ms":66280,"pass_rate":0.9909,"provider_group":"provider_z","quality":0.9645,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.079,"id":"worker_c","p95_latency_ms":18304,"pass_rate":0.6151,"provider_group":"provider_y","quality":0.7806,"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":20.513,"max_latency_ms":190122,"minimum_quality":0.8989},"task":{"ambiguity":0.6474,"category":"analysis","complexity":0.807,"consequence":0.5037,"evidence_need":0.4296,"family":"performance_tuning","input_tokens":4920,"reversibility":0.5594,"risk":0.5014,"summary":"Choose between throughput and tail-latency changes for observability."},"workers":[{"credits_per_call":12.04,"id":"worker_a","p95_latency_ms":80453,"pass_rate":0.995,"provider_group":"provider_y","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.792,"id":"worker_b","p95_latency_ms":17622,"pass_rate":0.5525,"provider_group":"provider_x","quality":0.6133,"strengths":["coding","drafting","speed"]},{"credits_per_call":4.087,"id":"worker_c","p95_latency_ms":61400,"pass_rate":0.8516,"provider_group":"provider_z","quality":0.9873,"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":21.337,"max_latency_ms":161802,"minimum_quality":0.7618},"task":{"ambiguity":0.3738,"category":"coding","complexity":0.6939,"consequence":0.602,"evidence_need":0.6043,"family":"migration_planning","input_tokens":6320,"reversibility":0.6431,"risk":0.5458,"summary":"Review a staged migration for database failover and identify irreversible steps."},"workers":[{"credits_per_call":3.601,"id":"worker_a","p95_latency_ms":77943,"pass_rate":0.8736,"provider_group":"provider_x","quality":0.8122,"strengths":["reasoning","review","writing"]},{"credits_per_call":14.897,"id":"worker_b","p95_latency_ms":50977,"pass_rate":0.964,"provider_group":"provider_y","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.891,"id":"worker_c","p95_latency_ms":19559,"pass_rate":0.4625,"provider_group":"provider_z","quality":0.7292,"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=