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":17.266,"max_latency_ms":236375,"minimum_quality":0.7525},"task":{"ambiguity":0.5208,"category":"review","complexity":0.834,"consequence":0.685,"evidence_need":0.7065,"family":"policy_compliance","input_tokens":6640,"reversibility":0.4159,"risk":0.625,"summary":"Review whether prompt caching satisfies a documented retention policy."},"workers":[{"credits_per_call":2.773,"id":"worker_a","p95_latency_ms":80062,"pass_rate":0.7231,"provider_group":"provider_x","quality":0.8909,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.964,"id":"worker_b","p95_latency_ms":26696,"pass_rate":0.5836,"provider_group":"provider_z","quality":0.7674,"strengths":["coding","drafting","speed"]},{"credits_per_call":13.658,"id":"worker_c","p95_latency_ms":51092,"pass_rate":0.995,"provider_group":"provider_y","quality":0.9493,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":21.486,"max_latency_ms":181763,"minimum_quality":0.7954},"task":{"ambiguity":0.4527,"category":"review","complexity":0.8266,"consequence":0.9477,"evidence_need":0.775,"family":"policy_compliance","input_tokens":440,"reversibility":0.5026,"risk":0.634,"summary":"Identify evidence required before approving background jobs for production."},"workers":[{"credits_per_call":12.748,"id":"worker_a","p95_latency_ms":81447,"pass_rate":0.9147,"provider_group":"provider_y","quality":0.9107,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":2.746,"id":"worker_b","p95_latency_ms":72037,"pass_rate":0.8222,"provider_group":"provider_z","quality":0.8735,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.982,"id":"worker_c","p95_latency_ms":20041,"pass_rate":0.5938,"provider_group":"provider_x","quality":0.7711,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":0.995,"max_latency_ms":37653,"minimum_quality":0.6967},"task":{"ambiguity":0.4316,"category":"review","complexity":0.8357,"consequence":0.7248,"evidence_need":0.6386,"family":"policy_compliance","input_tokens":1480,"reversibility":0.6109,"risk":0.8232,"summary":"Identify evidence required before approving access control for production."},"workers":[{"credits_per_call":3.786,"id":"worker_a","p95_latency_ms":69523,"pass_rate":0.8427,"provider_group":"provider_y","quality":0.8611,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.865,"id":"worker_b","p95_latency_ms":24887,"pass_rate":0.5234,"provider_group":"provider_z","quality":0.6981,"strengths":["coding","drafting","speed"]},{"credits_per_call":12.977,"id":"worker_c","p95_latency_ms":60398,"pass_rate":0.9135,"provider_group":"provider_x","quality":0.9796,"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":20.76,"max_latency_ms":136235,"minimum_quality":0.7945},"task":{"ambiguity":0.5575,"category":"review","complexity":0.4399,"consequence":0.6284,"evidence_need":0.7942,"family":"policy_compliance","input_tokens":5440,"reversibility":0.6592,"risk":0.7567,"summary":"Review whether API-key rotation satisfies a documented retention policy."},"workers":[{"credits_per_call":0.987,"id":"worker_a","p95_latency_ms":27927,"pass_rate":0.5909,"provider_group":"provider_y","quality":0.7808,"strengths":["coding","drafting","speed"]},{"credits_per_call":14.566,"id":"worker_b","p95_latency_ms":55836,"pass_rate":0.995,"provider_group":"provider_z","quality":0.9933,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":2.97,"id":"worker_c","p95_latency_ms":69910,"pass_rate":0.7681,"provider_group":"provider_x","quality":0.9056,"strengths":["reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":2.339,"max_latency_ms":45487,"minimum_quality":0.5685},"task":{"ambiguity":0.4341,"category":"coding","complexity":0.6783,"consequence":0.662,"evidence_need":0.847,"family":"migration_planning","input_tokens":400,"reversibility":0.557,"risk":0.6526,"summary":"Design compatibility testing for a schema evolution schema migration."},"workers":[{"credits_per_call":12.036,"id":"worker_a","p95_latency_ms":54796,"pass_rate":0.995,"provider_group":"provider_y","quality":0.9554,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.053,"id":"worker_b","p95_latency_ms":28871,"pass_rate":0.5805,"provider_group":"provider_z","quality":0.7595,"strengths":["coding","drafting","speed"]},{"credits_per_call":2.931,"id":"worker_c","p95_latency_ms":68541,"pass_rate":0.8145,"provider_group":"provider_x","quality":0.912,"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":14.61,"max_latency_ms":219328,"minimum_quality":0.8654},"task":{"ambiguity":0.3637,"category":"review","complexity":0.8276,"consequence":0.5171,"evidence_need":0.8944,"family":"policy_compliance","input_tokens":3560,"reversibility":0.4852,"risk":0.8004,"summary":"Review whether artifact storage satisfies a documented retention policy."},"workers":[{"credits_per_call":11.429,"id":"worker_a","p95_latency_ms":86107,"pass_rate":0.8965,"provider_group":"provider_x","quality":0.9927,"strengths":["drafting","implementation","reasoning","synthesis"]},{"credits_per_call":3.179,"id":"worker_b","p95_latency_ms":52602,"pass_rate":0.7217,"provider_group":"provider_y","quality":0.8669,"strengths":["drafting","reasoning","review","writing"]},{"credits_per_call":0.953,"id":"worker_c","p95_latency_ms":25696,"pass_rate":0.5435,"provider_group":"provider_z","quality":0.7474,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=

drafting implementation reasoning synthesis


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":3.284,"max_latency_ms":35404,"minimum_quality":0.7055},"task":{"ambiguity":0.7102,"category":"review","complexity":0.6359,"consequence":0.7907,"evidence_need":0.8291,"family":"policy_compliance","input_tokens":3760,"reversibility":0.3639,"risk":0.8415,"summary":"Review whether streaming inference satisfies a documented retention policy."},"workers":[{"credits_per_call":3.375,"id":"worker_a","p95_latency_ms":72084,"pass_rate":0.7959,"provider_group":"provider_z","quality":0.8385,"strengths":["reasoning","review","writing"]},{"credits_per_call":14.41,"id":"worker_b","p95_latency_ms":59990,"pass_rate":0.9337,"provider_group":"provider_x","quality":0.9321,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.108,"id":"worker_c","p95_latency_ms":23712,"pass_rate":0.614,"provider_group":"provider_y","quality":0.7304,"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":20.532,"max_latency_ms":208657,"minimum_quality":0.8796},"task":{"ambiguity":0.6318,"category":"review","complexity":0.5521,"consequence":0.8691,"evidence_need":0.5579,"family":"policy_compliance","input_tokens":4080,"reversibility":0.6945,"risk":0.623,"summary":"Identify evidence required before approving rate limiting for production."},"workers":[{"credits_per_call":4.161,"id":"worker_a","p95_latency_ms":72985,"pass_rate":0.7352,"provider_group":"provider_y","quality":0.8521,"strengths":["drafting","reasoning","review","writing"]},{"credits_per_call":11.687,"id":"worker_b","p95_latency_ms":84962,"pass_rate":0.916,"provider_group":"provider_z","quality":0.9236,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.995,"id":"worker_c","p95_latency_ms":27585,"pass_rate":0.4679,"provider_group":"provider_x","quality":0.7118,"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":3.721,"max_latency_ms":46880,"minimum_quality":0.6447},"task":{"ambiguity":0.6432,"category":"analysis","complexity":0.8092,"consequence":0.3004,"evidence_need":0.734,"family":"performance_tuning","input_tokens":6640,"reversibility":0.8798,"risk":0.2907,"summary":"Review a proposed optimization for rate limiting for hidden regressions."},"workers":[{"credits_per_call":2.75,"id":"worker_a","p95_latency_ms":49694,"pass_rate":0.9245,"provider_group":"provider_z","quality":0.9257,"strengths":["reasoning","review","writing"]},{"credits_per_call":13.885,"id":"worker_b","p95_latency_ms":79593,"pass_rate":0.995,"provider_group":"provider_y","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.92,"id":"worker_c","p95_latency_ms":26797,"pass_rate":0.3988,"provider_group":"provider_x","quality":0.6406,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":25.995,"max_latency_ms":164747,"minimum_quality":0.8346},"task":{"ambiguity":0.7288,"category":"coding","complexity":0.7595,"consequence":0.4872,"evidence_need":0.808,"family":"migration_planning","input_tokens":6200,"reversibility":0.4101,"risk":0.4048,"summary":"Design compatibility testing for a usage metering schema migration."},"workers":[{"credits_per_call":14.252,"id":"worker_a","p95_latency_ms":52301,"pass_rate":0.979,"provider_group":"provider_y","quality":0.9133,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.197,"id":"worker_b","p95_latency_ms":17797,"pass_rate":0.5364,"provider_group":"provider_x","quality":0.7393,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.359,"id":"worker_c","p95_latency_ms":80129,"pass_rate":0.8676,"provider_group":"provider_z","quality":0.9065,"strengths":["coding","reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":3.859,"max_latency_ms":24803,"minimum_quality":0.5699},"task":{"ambiguity":0.4927,"category":"review","complexity":0.5703,"consequence":0.9163,"evidence_need":0.7102,"family":"policy_compliance","input_tokens":3960,"reversibility":0.5659,"risk":0.4711,"summary":"Audit a workflow for database failover against explicit access requirements."},"workers":[{"credits_per_call":1.126,"id":"worker_a","p95_latency_ms":22175,"pass_rate":0.4824,"provider_group":"provider_x","quality":0.7648,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.376,"id":"worker_b","p95_latency_ms":47321,"pass_rate":0.8606,"provider_group":"provider_z","quality":0.8536,"strengths":["reasoning","review","writing"]},{"credits_per_call":10.902,"id":"worker_c","p95_latency_ms":53898,"pass_rate":0.9731,"provider_group":"provider_y","quality":0.9585,"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":1,"max_credits":3.422,"max_latency_ms":34317,"minimum_quality":0.521},"task":{"ambiguity":0.7245,"category":"analysis","complexity":0.7398,"consequence":0.6362,"evidence_need":0.6048,"family":"performance_tuning","input_tokens":6320,"reversibility":0.6025,"risk":0.3718,"summary":"Diagnose latency variance in deployment rollback and rank the next experiments."},"workers":[{"credits_per_call":0.918,"id":"worker_a","p95_latency_ms":31423,"pass_rate":0.5082,"provider_group":"provider_z","quality":0.7242,"strengths":["coding","drafting","speed"]},{"credits_per_call":12.439,"id":"worker_b","p95_latency_ms":91600,"pass_rate":0.995,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":4.215,"id":"worker_c","p95_latency_ms":74836,"pass_rate":0.8663,"provider_group":"provider_y","quality":0.9412,"strengths":["reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":20.087,"max_latency_ms":198552,"minimum_quality":0.8074},"task":{"ambiguity":0.5393,"category":"analysis","complexity":0.7992,"consequence":0.5809,"evidence_need":0.5365,"family":"performance_tuning","input_tokens":6040,"reversibility":0.6384,"risk":0.4951,"summary":"Choose between throughput and tail-latency changes for schema evolution."},"workers":[{"credits_per_call":12.549,"id":"worker_a","p95_latency_ms":81242,"pass_rate":0.995,"provider_group":"provider_y","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.155,"id":"worker_b","p95_latency_ms":20838,"pass_rate":0.4297,"provider_group":"provider_z","quality":0.7291,"strengths":["coding","drafting","speed"]},{"credits_per_call":2.952,"id":"worker_c","p95_latency_ms":65659,"pass_rate":0.8312,"provider_group":"provider_x","quality":0.864,"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":2.394,"max_latency_ms":41012,"minimum_quality":0.7331},"task":{"ambiguity":0.4691,"category":"review","complexity":0.6034,"consequence":0.9161,"evidence_need":0.5513,"family":"policy_compliance","input_tokens":1480,"reversibility":0.3789,"risk":0.5434,"summary":"Identify evidence required before approving deployment rollback for production."},"workers":[{"credits_per_call":1.1,"id":"worker_a","p95_latency_ms":29365,"pass_rate":0.6147,"provider_group":"provider_y","quality":0.7742,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.786,"id":"worker_b","p95_latency_ms":49218,"pass_rate":0.8403,"provider_group":"provider_z","quality":0.849,"strengths":["reasoning","review","writing"]},{"credits_per_call":14.749,"id":"worker_c","p95_latency_ms":88372,"pass_rate":0.995,"provider_group":"provider_x","quality":0.9339,"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":18.601,"max_latency_ms":184338,"minimum_quality":0.8813},"task":{"ambiguity":0.5241,"category":"coding","complexity":0.6844,"consequence":0.8471,"evidence_need":0.7713,"family":"migration_planning","input_tokens":2600,"reversibility":0.3677,"risk":0.6188,"summary":"Review a staged migration for background jobs and identify irreversible steps."},"workers":[{"credits_per_call":3.072,"id":"worker_a","p95_latency_ms":62580,"pass_rate":0.8152,"provider_group":"provider_x","quality":0.8291,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.85,"id":"worker_b","p95_latency_ms":32312,"pass_rate":0.5646,"provider_group":"provider_z","quality":0.7723,"strengths":["coding","drafting","speed"]},{"credits_per_call":13.837,"id":"worker_c","p95_latency_ms":52961,"pass_rate":0.9686,"provider_group":"provider_y","quality":0.9693,"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":1.251,"max_latency_ms":35976,"minimum_quality":0.5919},"task":{"ambiguity":0.5175,"category":"review","complexity":0.5254,"consequence":0.7435,"evidence_need":0.8117,"family":"policy_compliance","input_tokens":3840,"reversibility":0.5859,"risk":0.5627,"summary":"Review whether data retention satisfies a documented retention policy."},"workers":[{"credits_per_call":1.024,"id":"worker_a","p95_latency_ms":18628,"pass_rate":0.587,"provider_group":"provider_x","quality":0.7171,"strengths":["coding","drafting","speed"]},{"credits_per_call":10.952,"id":"worker_b","p95_latency_ms":79384,"pass_rate":0.995,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.861,"id":"worker_c","p95_latency_ms":49183,"pass_rate":0.723,"provider_group":"provider_y","quality":0.8692,"strengths":["reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":24.064,"max_latency_ms":239032,"minimum_quality":0.8653},"task":{"ambiguity":0.78,"category":"review","complexity":0.4322,"consequence":0.6133,"evidence_need":0.9158,"family":"policy_compliance","input_tokens":7240,"reversibility":0.66,"risk":0.7111,"summary":"Identify evidence required before approving model routing for production."},"workers":[{"credits_per_call":3.768,"id":"worker_a","p95_latency_ms":63782,"pass_rate":0.8425,"provider_group":"provider_y","quality":0.8938,"strengths":["reasoning","review","writing"]},{"credits_per_call":15.094,"id":"worker_b","p95_latency_ms":77259,"pass_rate":0.995,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.196,"id":"worker_c","p95_latency_ms":29509,"pass_rate":0.5348,"provider_group":"provider_x","quality":0.6916,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":8.874,"max_latency_ms":263814,"minimum_quality":0.7438},"task":{"ambiguity":0.3825,"category":"coding","complexity":0.8243,"consequence":0.7165,"evidence_need":0.5409,"family":"migration_planning","input_tokens":920,"reversibility":0.4916,"risk":0.6326,"summary":"Review a staged migration for API-key rotation and identify irreversible steps."},"workers":[{"credits_per_call":0.968,"id":"worker_a","p95_latency_ms":25375,"pass_rate":0.5669,"provider_group":"provider_y","quality":0.7685,"strengths":["coding","drafting","speed"]},{"credits_per_call":4.234,"id":"worker_b","p95_latency_ms":78201,"pass_rate":0.8557,"provider_group":"provider_z","quality":0.8098,"strengths":["reasoning","review","writing"]},{"credits_per_call":11.545,"id":"worker_c","p95_latency_ms":68456,"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":26.378,"max_latency_ms":194051,"minimum_quality":0.8611},"task":{"ambiguity":0.6637,"category":"review","complexity":0.6643,"consequence":0.6719,"evidence_need":0.8266,"family":"policy_compliance","input_tokens":4880,"reversibility":0.6613,"risk":0.7546,"summary":"Review whether private credentials satisfies a documented retention policy."},"workers":[{"credits_per_call":1.192,"id":"worker_a","p95_latency_ms":27006,"pass_rate":0.5476,"provider_group":"provider_z","quality":0.7951,"strengths":["coding","drafting","speed"]},{"credits_per_call":14.523,"id":"worker_b","p95_latency_ms":83224,"pass_rate":0.9937,"provider_group":"provider_x","quality":0.9319,"strengths":["drafting","implementation","reasoning","synthesis"]},{"credits_per_call":3.936,"id":"worker_c","p95_latency_ms":67738,"pass_rate":0.8237,"provider_group":"provider_y","quality":0.8731,"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":14.956,"max_latency_ms":222119,"minimum_quality":0.8053},"task":{"ambiguity":0.4254,"category":"coding","complexity":0.6565,"consequence":0.4929,"evidence_need":0.7634,"family":"migration_planning","input_tokens":4560,"reversibility":0.3233,"risk":0.6978,"summary":"Design compatibility testing for a observability schema migration."},"workers":[{"credits_per_call":2.9,"id":"worker_a","p95_latency_ms":78618,"pass_rate":0.8567,"provider_group":"provider_y","quality":0.8969,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.908,"id":"worker_b","p95_latency_ms":22434,"pass_rate":0.6025,"provider_group":"provider_x","quality":0.7708,"strengths":["coding","drafting","speed"]},{"credits_per_call":10.157,"id":"worker_c","p95_latency_ms":56303,"pass_rate":0.903,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":14.681,"max_latency_ms":89507,"minimum_quality":0.8287},"task":{"ambiguity":0.4201,"category":"review","complexity":0.7425,"consequence":0.5657,"evidence_need":0.6543,"family":"policy_compliance","input_tokens":3760,"reversibility":0.4146,"risk":0.5326,"summary":"Review whether prompt caching satisfies a documented retention policy."},"workers":[{"credits_per_call":3.344,"id":"worker_a","p95_latency_ms":79510,"pass_rate":0.8796,"provider_group":"provider_z","quality":0.9209,"strengths":["drafting","reasoning","review","writing"]},{"credits_per_call":10.328,"id":"worker_b","p95_latency_ms":50037,"pass_rate":0.9767,"provider_group":"provider_y","quality":0.9713,"strengths":["drafting","implementation","reasoning","synthesis"]},{"credits_per_call":1.044,"id":"worker_c","p95_latency_ms":25012,"pass_rate":0.6168,"provider_group":"provider_x","quality":0.7582,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":13.979,"max_latency_ms":265983,"minimum_quality":0.7966},"task":{"ambiguity":0.6975,"category":"review","complexity":0.5315,"consequence":0.5961,"evidence_need":0.5968,"family":"policy_compliance","input_tokens":3120,"reversibility":0.4832,"risk":0.571,"summary":"Review whether artifact storage satisfies a documented retention policy."},"workers":[{"credits_per_call":11.135,"id":"worker_a","p95_latency_ms":89900,"pass_rate":0.9053,"provider_group":"provider_y","quality":0.9786,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.85,"id":"worker_b","p95_latency_ms":19564,"pass_rate":0.6077,"provider_group":"provider_x","quality":0.8021,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.483,"id":"worker_c","p95_latency_ms":74072,"pass_rate":0.8655,"provider_group":"provider_z","quality":0.9219,"strengths":["reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":9.784,"max_latency_ms":198363,"minimum_quality":0.846},"task":{"ambiguity":0.6609,"category":"review","complexity":0.4005,"consequence":0.6896,"evidence_need":0.5936,"family":"policy_compliance","input_tokens":2920,"reversibility":0.4636,"risk":0.6561,"summary":"Review whether observability satisfies a documented retention policy."},"workers":[{"credits_per_call":0.833,"id":"worker_a","p95_latency_ms":26280,"pass_rate":0.5854,"provider_group":"provider_z","quality":0.6899,"strengths":["coding","drafting","speed"]},{"credits_per_call":4.128,"id":"worker_b","p95_latency_ms":63355,"pass_rate":0.7664,"provider_group":"provider_x","quality":0.8812,"strengths":["reasoning","review","writing"]},{"credits_per_call":10.002,"id":"worker_c","p95_latency_ms":85263,"pass_rate":0.9751,"provider_group":"provider_y","quality":0.9661,"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":18.603,"max_latency_ms":189161,"minimum_quality":0.8194},"task":{"ambiguity":0.5326,"category":"coding","complexity":0.9293,"consequence":0.6516,"evidence_need":0.4134,"family":"migration_planning","input_tokens":5000,"reversibility":0.4807,"risk":0.4578,"summary":"Review a staged migration for OAuth callbacks and identify irreversible steps."},"workers":[{"credits_per_call":0.922,"id":"worker_a","p95_latency_ms":22338,"pass_rate":0.5763,"provider_group":"provider_z","quality":0.7459,"strengths":["coding","drafting","speed"]},{"credits_per_call":12.174,"id":"worker_b","p95_latency_ms":89516,"pass_rate":0.9759,"provider_group":"provider_x","quality":0.9342,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.112,"id":"worker_c","p95_latency_ms":56266,"pass_rate":0.7518,"provider_group":"provider_y","quality":0.8449,"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":15.809,"max_latency_ms":196637,"minimum_quality":0.9272},"task":{"ambiguity":0.7262,"category":"coding","complexity":0.652,"consequence":0.6705,"evidence_need":0.836,"family":"migration_planning","input_tokens":5120,"reversibility":0.3616,"risk":0.5648,"summary":"Design compatibility testing for a private credentials schema migration."},"workers":[{"credits_per_call":0.782,"id":"worker_a","p95_latency_ms":25262,"pass_rate":0.4955,"provider_group":"provider_y","quality":0.778,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.595,"id":"worker_b","p95_latency_ms":59792,"pass_rate":0.7599,"provider_group":"provider_x","quality":0.869,"strengths":["coding","reasoning","review","writing"]},{"credits_per_call":10.68,"id":"worker_c","p95_latency_ms":50688,"pass_rate":0.9211,"provider_group":"provider_z","quality":0.9483,"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":1.625,"max_latency_ms":48348,"minimum_quality":0.6805},"task":{"ambiguity":0.6204,"category":"review","complexity":0.6608,"consequence":0.5539,"evidence_need":0.605,"family":"policy_compliance","input_tokens":7240,"reversibility":0.6856,"risk":0.7782,"summary":"Audit a workflow for tenant-scoped caching against explicit access requirements."},"workers":[{"credits_per_call":9.982,"id":"worker_a","p95_latency_ms":62161,"pass_rate":0.9795,"provider_group":"provider_y","quality":0.9257,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.127,"id":"worker_b","p95_latency_ms":31594,"pass_rate":0.6179,"provider_group":"provider_z","quality":0.7258,"strengths":["coding","drafting","speed"]},{"credits_per_call":2.99,"id":"worker_c","p95_latency_ms":77807,"pass_rate":0.8389,"provider_group":"provider_x","quality":0.8722,"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":2.588,"max_latency_ms":32015,"minimum_quality":0.7691},"task":{"ambiguity":0.5844,"category":"coding","complexity":0.6758,"consequence":0.7311,"evidence_need":0.59,"family":"migration_planning","input_tokens":2480,"reversibility":0.2755,"risk":0.5054,"summary":"Review a staged migration for access control and identify irreversible steps."},"workers":[{"credits_per_call":2.873,"id":"worker_a","p95_latency_ms":68056,"pass_rate":0.8755,"provider_group":"provider_y","quality":0.811,"strengths":["coding","reasoning","review","writing"]},{"credits_per_call":0.932,"id":"worker_b","p95_latency_ms":26389,"pass_rate":0.5141,"provider_group":"provider_x","quality":0.6881,"strengths":["coding","drafting","speed"]},{"credits_per_call":11.365,"id":"worker_c","p95_latency_ms":66262,"pass_rate":0.9074,"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":1.99,"max_latency_ms":37011,"minimum_quality":0.5593},"task":{"ambiguity":0.4131,"category":"coding","complexity":0.7933,"consequence":0.8257,"evidence_need":0.6978,"family":"migration_planning","input_tokens":2400,"reversibility":0.5948,"risk":0.4663,"summary":"Review a staged migration for prompt caching and identify irreversible steps."},"workers":[{"credits_per_call":11.756,"id":"worker_a","p95_latency_ms":80010,"pass_rate":0.9744,"provider_group":"provider_y","quality":0.9478,"strengths":["coding","implementation","reasoning","synthesis"]},{"credits_per_call":0.845,"id":"worker_b","p95_latency_ms":22293,"pass_rate":0.4859,"provider_group":"provider_z","quality":0.72,"strengths":["coding","drafting","speed"]},{"credits_per_call":4.194,"id":"worker_c","p95_latency_ms":64991,"pass_rate":0.8883,"provider_group":"provider_x","quality":0.8151,"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=

coding implementation reasoning synthesis


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":19.291,"max_latency_ms":260734,"minimum_quality":0.8212},"task":{"ambiguity":0.7344,"category":"analysis","complexity":0.7363,"consequence":0.289,"evidence_need":0.6116,"family":"performance_tuning","input_tokens":2920,"reversibility":0.8608,"risk":0.353,"summary":"Choose between throughput and tail-latency changes for access control."},"workers":[{"credits_per_call":1.173,"id":"worker_a","p95_latency_ms":31229,"pass_rate":0.4911,"provider_group":"provider_x","quality":0.732,"strengths":["coding","drafting","speed"]},{"credits_per_call":10.17,"id":"worker_b","p95_latency_ms":75065,"pass_rate":0.995,"provider_group":"provider_z","quality":0.9908,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.808,"id":"worker_c","p95_latency_ms":81320,"pass_rate":0.8669,"provider_group":"provider_y","quality":0.9222,"strengths":["reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":6.087,"max_latency_ms":254917,"minimum_quality":0.8461},"task":{"ambiguity":0.4276,"category":"coding","complexity":0.9152,"consequence":0.7877,"evidence_need":0.7423,"family":"migration_planning","input_tokens":4840,"reversibility":0.292,"risk":0.4229,"summary":"Plan a zero-downtime migration of OAuth callbacks with rollback checkpoints."},"workers":[{"credits_per_call":12.74,"id":"worker_a","p95_latency_ms":65744,"pass_rate":0.9152,"provider_group":"provider_z","quality":0.929,"strengths":["coding","implementation","reasoning","synthesis"]},{"credits_per_call":4.013,"id":"worker_b","p95_latency_ms":81366,"pass_rate":0.792,"provider_group":"provider_y","quality":0.8552,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.976,"id":"worker_c","p95_latency_ms":22633,"pass_rate":0.5457,"provider_group":"provider_x","quality":0.7398,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":18.766,"max_latency_ms":164309,"minimum_quality":0.782},"task":{"ambiguity":0.4543,"category":"analysis","complexity":0.4624,"consequence":0.5964,"evidence_need":0.55,"family":"performance_tuning","input_tokens":1120,"reversibility":0.6286,"risk":0.4052,"summary":"Diagnose latency variance in database failover and rank the next experiments."},"workers":[{"credits_per_call":1.119,"id":"worker_a","p95_latency_ms":29391,"pass_rate":0.3897,"provider_group":"provider_y","quality":0.6112,"strengths":["coding","drafting","speed"]},{"credits_per_call":14.163,"id":"worker_b","p95_latency_ms":74289,"pass_rate":0.995,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.675,"id":"worker_c","p95_latency_ms":52953,"pass_rate":0.809,"provider_group":"provider_x","quality":0.9009,"strengths":["reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":9.204,"max_latency_ms":128178,"minimum_quality":0.8374},"task":{"ambiguity":0.6751,"category":"analysis","complexity":0.4981,"consequence":0.3233,"evidence_need":0.5297,"family":"performance_tuning","input_tokens":2240,"reversibility":0.5738,"risk":0.2221,"summary":"Choose between throughput and tail-latency changes for artifact storage."},"workers":[{"credits_per_call":14.334,"id":"worker_a","p95_latency_ms":71813,"pass_rate":0.995,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.706,"id":"worker_b","p95_latency_ms":77446,"pass_rate":0.8795,"provider_group":"provider_x","quality":0.9076,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.01,"id":"worker_c","p95_latency_ms":26675,"pass_rate":0.4551,"provider_group":"provider_y","quality":0.7159,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":25.66,"max_latency_ms":197530,"minimum_quality":0.8067},"task":{"ambiguity":0.6979,"category":"analysis","complexity":0.7095,"consequence":0.5486,"evidence_need":0.4208,"family":"performance_tuning","input_tokens":7480,"reversibility":0.7732,"risk":0.4824,"summary":"Choose between throughput and tail-latency changes for background jobs."},"workers":[{"credits_per_call":0.791,"id":"worker_a","p95_latency_ms":32678,"pass_rate":0.5484,"provider_group":"provider_z","quality":0.618,"strengths":["coding","drafting","reasoning","speed"]},{"credits_per_call":3.883,"id":"worker_b","p95_latency_ms":81503,"pass_rate":0.8634,"provider_group":"provider_x","quality":0.8862,"strengths":["reasoning","review","writing"]},{"credits_per_call":15.336,"id":"worker_c","p95_latency_ms":60419,"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":22.06,"max_latency_ms":192053,"minimum_quality":0.8554},"task":{"ambiguity":0.6417,"category":"analysis","complexity":0.7984,"consequence":0.5889,"evidence_need":0.4003,"family":"performance_tuning","input_tokens":4400,"reversibility":0.8327,"risk":0.2647,"summary":"Choose between throughput and tail-latency changes for streaming inference."},"workers":[{"credits_per_call":12.931,"id":"worker_a","p95_latency_ms":91446,"pass_rate":0.9693,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":4.184,"id":"worker_b","p95_latency_ms":55561,"pass_rate":0.9239,"provider_group":"provider_y","quality":0.9067,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.138,"id":"worker_c","p95_latency_ms":19866,"pass_rate":0.5407,"provider_group":"provider_z","quality":0.7132,"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":1.915,"max_latency_ms":48502,"minimum_quality":0.6177},"task":{"ambiguity":0.652,"category":"analysis","complexity":0.5809,"consequence":0.2542,"evidence_need":0.5969,"family":"performance_tuning","input_tokens":7400,"reversibility":0.5599,"risk":0.5645,"summary":"Review a proposed optimization for model routing for hidden regressions."},"workers":[{"credits_per_call":3.505,"id":"worker_a","p95_latency_ms":56053,"pass_rate":0.9523,"provider_group":"provider_x","quality":0.9021,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.047,"id":"worker_b","p95_latency_ms":29408,"pass_rate":0.5247,"provider_group":"provider_z","quality":0.6294,"strengths":["coding","drafting","speed"]},{"credits_per_call":11.498,"id":"worker_c","p95_latency_ms":74670,"pass_rate":0.995,"provider_group":"provider_y","quality":0.995,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":5.273,"max_latency_ms":109323,"minimum_quality":0.7345},"task":{"ambiguity":0.5193,"category":"review","complexity":0.6009,"consequence":0.7284,"evidence_need":0.885,"family":"policy_compliance","input_tokens":4560,"reversibility":0.4294,"risk":0.7501,"summary":"Audit a workflow for access control against explicit access requirements."},"workers":[{"credits_per_call":0.801,"id":"worker_a","p95_latency_ms":25968,"pass_rate":0.6071,"provider_group":"provider_y","quality":0.7866,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.954,"id":"worker_b","p95_latency_ms":44497,"pass_rate":0.7433,"provider_group":"provider_z","quality":0.8336,"strengths":["drafting","reasoning","review","writing"]},{"credits_per_call":10.547,"id":"worker_c","p95_latency_ms":86458,"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":2,"max_credits":3.076,"max_latency_ms":40114,"minimum_quality":0.6845},"task":{"ambiguity":0.3186,"category":"coding","complexity":0.6553,"consequence":0.7293,"evidence_need":0.775,"family":"migration_planning","input_tokens":5880,"reversibility":0.6424,"risk":0.4664,"summary":"Design compatibility testing for a access control schema migration."},"workers":[{"credits_per_call":4.048,"id":"worker_a","p95_latency_ms":51073,"pass_rate":0.8644,"provider_group":"provider_z","quality":0.8162,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.967,"id":"worker_b","p95_latency_ms":24776,"pass_rate":0.5993,"provider_group":"provider_y","quality":0.6826,"strengths":["coding","drafting","speed"]},{"credits_per_call":14.506,"id":"worker_c","p95_latency_ms":60790,"pass_rate":0.9644,"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":18.706,"max_latency_ms":147730,"minimum_quality":0.8477},"task":{"ambiguity":0.4701,"category":"review","complexity":0.7082,"consequence":0.6515,"evidence_need":0.6201,"family":"policy_compliance","input_tokens":1200,"reversibility":0.5521,"risk":0.7451,"summary":"Review whether rate limiting satisfies a documented retention policy."},"workers":[{"credits_per_call":3.744,"id":"worker_a","p95_latency_ms":46350,"pass_rate":0.8038,"provider_group":"provider_y","quality":0.8528,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.984,"id":"worker_b","p95_latency_ms":25406,"pass_rate":0.5515,"provider_group":"provider_z","quality":0.7475,"strengths":["coding","drafting","speed"]},{"credits_per_call":10.313,"id":"worker_c","p95_latency_ms":70621,"pass_rate":0.894,"provider_group":"provider_x","quality":0.995,"strengths":["drafting","implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":1.053,"max_latency_ms":42008,"minimum_quality":0.7046},"task":{"ambiguity":0.7321,"category":"coding","complexity":0.5876,"consequence":0.8451,"evidence_need":0.4074,"family":"migration_planning","input_tokens":6880,"reversibility":0.6322,"risk":0.6553,"summary":"Plan a zero-downtime migration of access control with rollback checkpoints."},"workers":[{"credits_per_call":2.876,"id":"worker_a","p95_latency_ms":45775,"pass_rate":0.7299,"provider_group":"provider_z","quality":0.8949,"strengths":["reasoning","review","writing"]},{"credits_per_call":10.79,"id":"worker_b","p95_latency_ms":75082,"pass_rate":0.905,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.785,"id":"worker_c","p95_latency_ms":28561,"pass_rate":0.6174,"provider_group":"provider_y","quality":0.7522,"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":2.293,"max_latency_ms":47668,"minimum_quality":0.51},"task":{"ambiguity":0.7473,"category":"coding","complexity":0.8497,"consequence":0.7036,"evidence_need":0.4136,"family":"migration_planning","input_tokens":5800,"reversibility":0.5752,"risk":0.5929,"summary":"Plan a zero-downtime migration of rate limiting with rollback checkpoints."},"workers":[{"credits_per_call":11.583,"id":"worker_a","p95_latency_ms":53237,"pass_rate":0.9204,"provider_group":"provider_y","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":4.197,"id":"worker_b","p95_latency_ms":47800,"pass_rate":0.7317,"provider_group":"provider_z","quality":0.9221,"strengths":["coding","reasoning","review","writing"]},{"credits_per_call":0.895,"id":"worker_c","p95_latency_ms":29578,"pass_rate":0.5015,"provider_group":"provider_x","quality":0.7914,"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":2.421,"max_latency_ms":33656,"minimum_quality":0.7223},"task":{"ambiguity":0.3098,"category":"coding","complexity":0.8569,"consequence":0.4329,"evidence_need":0.4554,"family":"migration_planning","input_tokens":280,"reversibility":0.5503,"risk":0.6729,"summary":"Design compatibility testing for a rate limiting schema migration."},"workers":[{"credits_per_call":12.882,"id":"worker_a","p95_latency_ms":74348,"pass_rate":0.9251,"provider_group":"provider_y","quality":0.956,"strengths":["coding","implementation","reasoning","synthesis"]},{"credits_per_call":1.088,"id":"worker_b","p95_latency_ms":19563,"pass_rate":0.5023,"provider_group":"provider_z","quality":0.7576,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.376,"id":"worker_c","p95_latency_ms":62747,"pass_rate":0.7539,"provider_group":"provider_x","quality":0.8738,"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":12.492,"max_latency_ms":130129,"minimum_quality":0.8819},"task":{"ambiguity":0.3302,"category":"coding","complexity":0.7691,"consequence":0.7222,"evidence_need":0.4682,"family":"migration_planning","input_tokens":8000,"reversibility":0.5556,"risk":0.5646,"summary":"Plan a zero-downtime migration of model routing with rollback checkpoints."},"workers":[{"credits_per_call":10.371,"id":"worker_a","p95_latency_ms":71485,"pass_rate":0.995,"provider_group":"provider_x","quality":0.9611,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.945,"id":"worker_b","p95_latency_ms":20834,"pass_rate":0.513,"provider_group":"provider_y","quality":0.8018,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.102,"id":"worker_c","p95_latency_ms":48308,"pass_rate":0.7315,"provider_group":"provider_z","quality":0.8792,"strengths":["reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":17.12,"max_latency_ms":166431,"minimum_quality":0.8646},"task":{"ambiguity":0.6929,"category":"coding","complexity":0.5987,"consequence":0.8295,"evidence_need":0.8244,"family":"migration_planning","input_tokens":4200,"reversibility":0.5935,"risk":0.5872,"summary":"Design compatibility testing for a schema evolution schema migration."},"workers":[{"credits_per_call":4.184,"id":"worker_a","p95_latency_ms":52107,"pass_rate":0.81,"provider_group":"provider_x","quality":0.9023,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.202,"id":"worker_b","p95_latency_ms":23901,"pass_rate":0.5344,"provider_group":"provider_z","quality":0.7365,"strengths":["coding","drafting","speed"]},{"credits_per_call":10.652,"id":"worker_c","p95_latency_ms":70164,"pass_rate":0.995,"provider_group":"provider_y","quality":0.9884,"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":1.974,"max_latency_ms":51708,"minimum_quality":0.7479},"task":{"ambiguity":0.5009,"category":"analysis","complexity":0.7852,"consequence":0.2993,"evidence_need":0.685,"family":"performance_tuning","input_tokens":3840,"reversibility":0.5732,"risk":0.2594,"summary":"Diagnose latency variance in deployment rollback and rank the next experiments."},"workers":[{"credits_per_call":0.988,"id":"worker_a","p95_latency_ms":27229,"pass_rate":0.4966,"provider_group":"provider_z","quality":0.7357,"strengths":["coding","drafting","speed"]},{"credits_per_call":2.784,"id":"worker_b","p95_latency_ms":75273,"pass_rate":0.7978,"provider_group":"provider_x","quality":0.9242,"strengths":["reasoning","review","writing"]},{"credits_per_call":10.44,"id":"worker_c","p95_latency_ms":78732,"pass_rate":0.9725,"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":18.851,"max_latency_ms":152120,"minimum_quality":0.7813},"task":{"ambiguity":0.3254,"category":"coding","complexity":0.7489,"consequence":0.7804,"evidence_need":0.8233,"family":"migration_planning","input_tokens":800,"reversibility":0.2738,"risk":0.4559,"summary":"Design compatibility testing for a deployment rollback schema migration."},"workers":[{"credits_per_call":0.804,"id":"worker_a","p95_latency_ms":20853,"pass_rate":0.5297,"provider_group":"provider_y","quality":0.8019,"strengths":["coding","drafting","speed"]},{"credits_per_call":12.238,"id":"worker_b","p95_latency_ms":49677,"pass_rate":0.9704,"provider_group":"provider_x","quality":0.9874,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.924,"id":"worker_c","p95_latency_ms":75541,"pass_rate":0.8204,"provider_group":"provider_z","quality":0.8774,"strengths":["coding","reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":13.396,"max_latency_ms":168308,"minimum_quality":0.7189},"task":{"ambiguity":0.3769,"category":"coding","complexity":0.7958,"consequence":0.735,"evidence_need":0.4472,"family":"migration_planning","input_tokens":1040,"reversibility":0.4596,"risk":0.5641,"summary":"Plan a zero-downtime migration of API-key rotation with rollback checkpoints."},"workers":[{"credits_per_call":3.434,"id":"worker_a","p95_latency_ms":52460,"pass_rate":0.8827,"provider_group":"provider_x","quality":0.8861,"strengths":["reasoning","review","writing"]},{"credits_per_call":13.986,"id":"worker_b","p95_latency_ms":85405,"pass_rate":0.995,"provider_group":"provider_z","quality":0.9575,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.939,"id":"worker_c","p95_latency_ms":31283,"pass_rate":0.6174,"provider_group":"provider_y","quality":0.6874,"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":9.986,"max_latency_ms":248055,"minimum_quality":0.7859},"task":{"ambiguity":0.6766,"category":"review","complexity":0.5692,"consequence":0.7103,"evidence_need":0.6357,"family":"policy_compliance","input_tokens":3200,"reversibility":0.6952,"risk":0.7877,"summary":"Audit a workflow for data retention against explicit access requirements."},"workers":[{"credits_per_call":4.138,"id":"worker_a","p95_latency_ms":64795,"pass_rate":0.7874,"provider_group":"provider_y","quality":0.8839,"strengths":["drafting","reasoning","review","writing"]},{"credits_per_call":14.64,"id":"worker_b","p95_latency_ms":87754,"pass_rate":0.995,"provider_group":"provider_z","quality":0.9553,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.171,"id":"worker_c","p95_latency_ms":31666,"pass_rate":0.4792,"provider_group":"provider_x","quality":0.7094,"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":2.018,"max_latency_ms":27521,"minimum_quality":0.6093},"task":{"ambiguity":0.5548,"category":"review","complexity":0.4993,"consequence":0.5745,"evidence_need":0.8388,"family":"policy_compliance","input_tokens":6800,"reversibility":0.3388,"risk":0.7467,"summary":"Audit a workflow for data retention against explicit access requirements."},"workers":[{"credits_per_call":1.214,"id":"worker_a","p95_latency_ms":17998,"pass_rate":0.463,"provider_group":"provider_y","quality":0.7026,"strengths":["coding","drafting","speed"]},{"credits_per_call":15.355,"id":"worker_b","p95_latency_ms":70017,"pass_rate":0.8981,"provider_group":"provider_x","quality":0.929,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":4.1,"id":"worker_c","p95_latency_ms":65451,"pass_rate":0.8234,"provider_group":"provider_z","quality":0.8633,"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":18.781,"max_latency_ms":158385,"minimum_quality":0.8175},"task":{"ambiguity":0.4571,"category":"coding","complexity":0.8205,"consequence":0.5641,"evidence_need":0.7055,"family":"migration_planning","input_tokens":5520,"reversibility":0.5371,"risk":0.3726,"summary":"Plan a zero-downtime migration of credit reservation with rollback checkpoints."},"workers":[{"credits_per_call":13.08,"id":"worker_a","p95_latency_ms":70332,"pass_rate":0.9265,"provider_group":"provider_z","quality":0.9716,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.879,"id":"worker_b","p95_latency_ms":29040,"pass_rate":0.4968,"provider_group":"provider_x","quality":0.795,"strengths":["coding","drafting","speed"]},{"credits_per_call":2.734,"id":"worker_c","p95_latency_ms":51253,"pass_rate":0.7829,"provider_group":"provider_y","quality":0.8691,"strengths":["coding","reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":2.586,"max_latency_ms":45499,"minimum_quality":0.614},"task":{"ambiguity":0.5873,"category":"review","complexity":0.5351,"consequence":0.8369,"evidence_need":0.6109,"family":"policy_compliance","input_tokens":4000,"reversibility":0.5796,"risk":0.5897,"summary":"Identify evidence required before approving OAuth callbacks for production."},"workers":[{"credits_per_call":0.989,"id":"worker_a","p95_latency_ms":24137,"pass_rate":0.5463,"provider_group":"provider_x","quality":0.7517,"strengths":["coding","drafting","speed"]},{"credits_per_call":2.741,"id":"worker_b","p95_latency_ms":60619,"pass_rate":0.8266,"provider_group":"provider_y","quality":0.9199,"strengths":["drafting","reasoning","review","writing"]},{"credits_per_call":15.005,"id":"worker_c","p95_latency_ms":54558,"pass_rate":0.995,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":20.648,"max_latency_ms":225152,"minimum_quality":0.8316},"task":{"ambiguity":0.5791,"category":"review","complexity":0.5512,"consequence":0.8529,"evidence_need":0.5894,"family":"policy_compliance","input_tokens":5480,"reversibility":0.4068,"risk":0.8326,"summary":"Review whether provider failover satisfies a documented retention policy."},"workers":[{"credits_per_call":0.865,"id":"worker_a","p95_latency_ms":27987,"pass_rate":0.557,"provider_group":"provider_x","quality":0.7619,"strengths":["coding","drafting","speed"]},{"credits_per_call":12.326,"id":"worker_b","p95_latency_ms":91633,"pass_rate":0.9241,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":4.009,"id":"worker_c","p95_latency_ms":81840,"pass_rate":0.814,"provider_group":"provider_y","quality":0.8939,"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":2.654,"max_latency_ms":56075,"minimum_quality":0.6291},"task":{"ambiguity":0.494,"category":"review","complexity":0.5445,"consequence":0.6194,"evidence_need":0.7262,"family":"policy_compliance","input_tokens":6560,"reversibility":0.6071,"risk":0.6528,"summary":"Audit a workflow for artifact storage against explicit access requirements."},"workers":[{"credits_per_call":4.083,"id":"worker_a","p95_latency_ms":82528,"pass_rate":0.7401,"provider_group":"provider_y","quality":0.8428,"strengths":["drafting","reasoning","review","writing"]},{"credits_per_call":1.215,"id":"worker_b","p95_latency_ms":30262,"pass_rate":0.5594,"provider_group":"provider_z","quality":0.7443,"strengths":["coding","drafting","speed"]},{"credits_per_call":12.283,"id":"worker_c","p95_latency_ms":77493,"pass_rate":0.9621,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":2.563,"max_latency_ms":27648,"minimum_quality":0.6442},"task":{"ambiguity":0.616,"category":"analysis","complexity":0.6259,"consequence":0.3256,"evidence_need":0.4442,"family":"performance_tuning","input_tokens":2480,"reversibility":0.669,"risk":0.2698,"summary":"Diagnose latency variance in database failover and rank the next experiments."},"workers":[{"credits_per_call":0.918,"id":"worker_a","p95_latency_ms":25759,"pass_rate":0.4266,"provider_group":"provider_z","quality":0.7247,"strengths":["coding","drafting","speed"]},{"credits_per_call":2.78,"id":"worker_b","p95_latency_ms":72314,"pass_rate":0.8015,"provider_group":"provider_y","quality":0.9608,"strengths":["reasoning","review","writing"]},{"credits_per_call":9.918,"id":"worker_c","p95_latency_ms":57389,"pass_rate":0.9706,"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":24.198,"max_latency_ms":199400,"minimum_quality":0.8498},"task":{"ambiguity":0.6344,"category":"coding","complexity":0.8629,"consequence":0.7245,"evidence_need":0.7812,"family":"migration_planning","input_tokens":2680,"reversibility":0.3889,"risk":0.6201,"summary":"Review a staged migration for observability and identify irreversible steps."},"workers":[{"credits_per_call":3.587,"id":"worker_a","p95_latency_ms":66189,"pass_rate":0.7377,"provider_group":"provider_y","quality":0.8562,"strengths":["coding","reasoning","review","writing"]},{"credits_per_call":0.87,"id":"worker_b","p95_latency_ms":20699,"pass_rate":0.5487,"provider_group":"provider_x","quality":0.6836,"strengths":["coding","drafting","speed"]},{"credits_per_call":15.359,"id":"worker_c","p95_latency_ms":57600,"pass_rate":0.9083,"provider_group":"provider_z","quality":0.959,"strengths":["coding","implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":24.281,"max_latency_ms":219497,"minimum_quality":0.9191},"task":{"ambiguity":0.5135,"category":"review","complexity":0.7331,"consequence":0.6732,"evidence_need":0.8558,"family":"policy_compliance","input_tokens":1720,"reversibility":0.5403,"risk":0.7239,"summary":"Review whether webhook delivery satisfies a documented retention policy."},"workers":[{"credits_per_call":3.315,"id":"worker_a","p95_latency_ms":60882,"pass_rate":0.7987,"provider_group":"provider_z","quality":0.8827,"strengths":["reasoning","review","writing"]},{"credits_per_call":14.717,"id":"worker_b","p95_latency_ms":69448,"pass_rate":0.9185,"provider_group":"provider_y","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.038,"id":"worker_c","p95_latency_ms":29208,"pass_rate":0.5985,"provider_group":"provider_x","quality":0.7702,"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":10.447,"max_latency_ms":159972,"minimum_quality":0.7652},"task":{"ambiguity":0.5313,"category":"coding","complexity":0.8658,"consequence":0.5685,"evidence_need":0.6142,"family":"migration_planning","input_tokens":4040,"reversibility":0.2543,"risk":0.7493,"summary":"Plan a zero-downtime migration of deployment rollback with rollback checkpoints."},"workers":[{"credits_per_call":1.036,"id":"worker_a","p95_latency_ms":25922,"pass_rate":0.4504,"provider_group":"provider_x","quality":0.7413,"strengths":["coding","drafting","speed"]},{"credits_per_call":11.1,"id":"worker_b","p95_latency_ms":54506,"pass_rate":0.9245,"provider_group":"provider_y","quality":0.9216,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":2.769,"id":"worker_c","p95_latency_ms":49888,"pass_rate":0.8716,"provider_group":"provider_z","quality":0.8885,"strengths":["reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":17.983,"max_latency_ms":257331,"minimum_quality":0.8656},"task":{"ambiguity":0.3717,"category":"coding","complexity":0.6763,"consequence":0.7315,"evidence_need":0.6534,"family":"migration_planning","input_tokens":3360,"reversibility":0.5062,"risk":0.7188,"summary":"Design compatibility testing for a tenant-scoped caching schema migration."},"workers":[{"credits_per_call":10.936,"id":"worker_a","p95_latency_ms":82079,"pass_rate":0.9349,"provider_group":"provider_x","quality":0.9775,"strengths":["coding","implementation","reasoning","synthesis"]},{"credits_per_call":1.025,"id":"worker_b","p95_latency_ms":25018,"pass_rate":0.56,"provider_group":"provider_y","quality":0.7353,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.733,"id":"worker_c","p95_latency_ms":82691,"pass_rate":0.8247,"provider_group":"provider_z","quality":0.8979,"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=