Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":1.731,"max_latency_ms":36917,"minimum_quality":0.5414},"task":{"ambiguity":0.4081,"category":"analysis","complexity":0.8849,"consequence":0.5442,"evidence_need":0.4582,"family":"performance_tuning","input_tokens":7200,"reversibility":0.6532,"risk":0.261,"summary":"Diagnose latency variance in background jobs and rank the next experiments."},"workers":[{"credits_per_call":3.889,"id":"worker_a","p95_latency_ms":53135,"pass_rate":0.844,"provider_group":"provider_x","quality":0.8788,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.025,"id":"worker_b","p95_latency_ms":29951,"pass_rate":0.4948,"provider_group":"provider_z","quality":0.6692,"strengths":["coding","drafting","reasoning","speed"]},{"credits_per_call":11.956,"id":"worker_c","p95_latency_ms":87491,"pass_rate":0.9599,"provider_group":"provider_y","quality":0.9814,"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":2.722,"max_latency_ms":47317,"minimum_quality":0.7075},"task":{"ambiguity":0.4637,"category":"coding","complexity":0.9213,"consequence":0.8476,"evidence_need":0.8268,"family":"migration_planning","input_tokens":1600,"reversibility":0.4863,"risk":0.7323,"summary":"Review a staged migration for provider failover and identify irreversible steps."},"workers":[{"credits_per_call":0.819,"id":"worker_a","p95_latency_ms":30379,"pass_rate":0.5012,"provider_group":"provider_x","quality":0.7862,"strengths":["coding","drafting","speed"]},{"credits_per_call":13.473,"id":"worker_b","p95_latency_ms":55842,"pass_rate":0.995,"provider_group":"provider_y","quality":0.9207,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":4.219,"id":"worker_c","p95_latency_ms":57092,"pass_rate":0.8739,"provider_group":"provider_z","quality":0.8423,"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":21.38,"max_latency_ms":180947,"minimum_quality":0.8012},"task":{"ambiguity":0.7145,"category":"coding","complexity":0.7115,"consequence":0.4989,"evidence_need":0.7078,"family":"migration_planning","input_tokens":1080,"reversibility":0.4987,"risk":0.5614,"summary":"Design compatibility testing for a OAuth callbacks schema migration."},"workers":[{"credits_per_call":13.243,"id":"worker_a","p95_latency_ms":63021,"pass_rate":0.995,"provider_group":"provider_y","quality":0.9129,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.13,"id":"worker_b","p95_latency_ms":17915,"pass_rate":0.5798,"provider_group":"provider_z","quality":0.7847,"strengths":["coding","drafting","speed"]},{"credits_per_call":4.257,"id":"worker_c","p95_latency_ms":45314,"pass_rate":0.7662,"provider_group":"provider_x","quality":0.8931,"strengths":["reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":3.568,"max_latency_ms":61969,"minimum_quality":0.5689},"task":{"ambiguity":0.6118,"category":"review","complexity":0.7216,"consequence":0.6728,"evidence_need":0.5621,"family":"policy_compliance","input_tokens":5800,"reversibility":0.4677,"risk":0.6818,"summary":"Audit a workflow for deployment rollback against explicit access requirements."},"workers":[{"credits_per_call":10.556,"id":"worker_a","p95_latency_ms":82002,"pass_rate":0.995,"provider_group":"provider_x","quality":0.9355,"strengths":["drafting","implementation","reasoning","synthesis"]},{"credits_per_call":3.255,"id":"worker_b","p95_latency_ms":74639,"pass_rate":0.8073,"provider_group":"provider_y","quality":0.8557,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.095,"id":"worker_c","p95_latency_ms":31294,"pass_rate":0.5468,"provider_group":"provider_z","quality":0.7834,"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":2.675,"max_latency_ms":47698,"minimum_quality":0.5054},"task":{"ambiguity":0.3487,"category":"coding","complexity":0.9454,"consequence":0.8286,"evidence_need":0.587,"family":"migration_planning","input_tokens":6400,"reversibility":0.4197,"risk":0.581,"summary":"Plan a zero-downtime migration of schema evolution with rollback checkpoints."},"workers":[{"credits_per_call":0.888,"id":"worker_a","p95_latency_ms":29426,"pass_rate":0.5107,"provider_group":"provider_x","quality":0.6866,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.727,"id":"worker_b","p95_latency_ms":54658,"pass_rate":0.7444,"provider_group":"provider_z","quality":0.9142,"strengths":["coding","reasoning","review","writing"]},{"credits_per_call":12.671,"id":"worker_c","p95_latency_ms":85709,"pass_rate":0.995,"provider_group":"provider_y","quality":0.9162,"strengths":["coding","implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=

coding implementation reasoning synthesis


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":25.327,"max_latency_ms":207184,"minimum_quality":0.8481},"task":{"ambiguity":0.5844,"category":"analysis","complexity":0.7528,"consequence":0.3889,"evidence_need":0.4687,"family":"performance_tuning","input_tokens":4440,"reversibility":0.7286,"risk":0.5415,"summary":"Diagnose latency variance in observability and rank the next experiments."},"workers":[{"credits_per_call":1.137,"id":"worker_a","p95_latency_ms":28201,"pass_rate":0.534,"provider_group":"provider_x","quality":0.7372,"strengths":["coding","drafting","speed"]},{"credits_per_call":14.992,"id":"worker_b","p95_latency_ms":79308,"pass_rate":0.995,"provider_group":"provider_y","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":2.759,"id":"worker_c","p95_latency_ms":64878,"pass_rate":0.9246,"provider_group":"provider_z","quality":0.9717,"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":17.735,"max_latency_ms":246353,"minimum_quality":0.9025},"task":{"ambiguity":0.3377,"category":"coding","complexity":0.9494,"consequence":0.6698,"evidence_need":0.6623,"family":"migration_planning","input_tokens":3680,"reversibility":0.356,"risk":0.6766,"summary":"Plan a zero-downtime migration of model routing with rollback checkpoints."},"workers":[{"credits_per_call":0.896,"id":"worker_a","p95_latency_ms":21839,"pass_rate":0.5948,"provider_group":"provider_y","quality":0.7562,"strengths":["coding","drafting","speed"]},{"credits_per_call":10.675,"id":"worker_b","p95_latency_ms":75354,"pass_rate":0.995,"provider_group":"provider_x","quality":0.9786,"strengths":["coding","implementation","reasoning","synthesis"]},{"credits_per_call":3.047,"id":"worker_c","p95_latency_ms":78544,"pass_rate":0.7345,"provider_group":"provider_z","quality":0.8698,"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":23.635,"max_latency_ms":225002,"minimum_quality":0.9586},"task":{"ambiguity":0.6144,"category":"review","complexity":0.8093,"consequence":0.6031,"evidence_need":0.8784,"family":"policy_compliance","input_tokens":2640,"reversibility":0.3071,"risk":0.5784,"summary":"Audit a workflow for usage metering against explicit access requirements."},"workers":[{"credits_per_call":1.137,"id":"worker_a","p95_latency_ms":27779,"pass_rate":0.5016,"provider_group":"provider_y","quality":0.6944,"strengths":["coding","drafting","speed"]},{"credits_per_call":13.729,"id":"worker_b","p95_latency_ms":74296,"pass_rate":0.9864,"provider_group":"provider_x","quality":0.9136,"strengths":["drafting","implementation","reasoning","synthesis"]},{"credits_per_call":3.005,"id":"worker_c","p95_latency_ms":64157,"pass_rate":0.8207,"provider_group":"provider_z","quality":0.913,"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":17.097,"max_latency_ms":185970,"minimum_quality":0.899},"task":{"ambiguity":0.6092,"category":"review","complexity":0.5627,"consequence":0.6357,"evidence_need":0.8825,"family":"policy_compliance","input_tokens":7120,"reversibility":0.3672,"risk":0.7931,"summary":"Identify evidence required before approving access control for production."},"workers":[{"credits_per_call":3.571,"id":"worker_a","p95_latency_ms":48907,"pass_rate":0.7377,"provider_group":"provider_x","quality":0.8337,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.833,"id":"worker_b","p95_latency_ms":30492,"pass_rate":0.4949,"provider_group":"provider_y","quality":0.8034,"strengths":["coding","drafting","speed"]},{"credits_per_call":13.712,"id":"worker_c","p95_latency_ms":75966,"pass_rate":0.9381,"provider_group":"provider_z","quality":0.96,"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":3.23,"max_latency_ms":58799,"minimum_quality":0.7032},"task":{"ambiguity":0.4436,"category":"analysis","complexity":0.8151,"consequence":0.4917,"evidence_need":0.5182,"family":"performance_tuning","input_tokens":3760,"reversibility":0.6748,"risk":0.4153,"summary":"Diagnose latency variance in rate limiting and rank the next experiments."},"workers":[{"credits_per_call":13.716,"id":"worker_a","p95_latency_ms":83393,"pass_rate":0.995,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.93,"id":"worker_b","p95_latency_ms":29426,"pass_rate":0.445,"provider_group":"provider_x","quality":0.6706,"strengths":["coding","drafting","reasoning","speed"]},{"credits_per_call":3.115,"id":"worker_c","p95_latency_ms":61984,"pass_rate":0.8897,"provider_group":"provider_y","quality":0.8726,"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":16.987,"max_latency_ms":203481,"minimum_quality":0.7875},"task":{"ambiguity":0.6161,"category":"coding","complexity":0.5552,"consequence":0.5788,"evidence_need":0.6989,"family":"migration_planning","input_tokens":3880,"reversibility":0.413,"risk":0.6942,"summary":"Plan a zero-downtime migration of tenant-scoped caching with rollback checkpoints."},"workers":[{"credits_per_call":0.925,"id":"worker_a","p95_latency_ms":29653,"pass_rate":0.6037,"provider_group":"provider_x","quality":0.7678,"strengths":["coding","drafting","speed"]},{"credits_per_call":12.958,"id":"worker_b","p95_latency_ms":84833,"pass_rate":0.9038,"provider_group":"provider_y","quality":0.92,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.423,"id":"worker_c","p95_latency_ms":50059,"pass_rate":0.8207,"provider_group":"provider_z","quality":0.9208,"strengths":["reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":3.942,"max_latency_ms":34565,"minimum_quality":0.5743},"task":{"ambiguity":0.7261,"category":"review","complexity":0.409,"consequence":0.8437,"evidence_need":0.9188,"family":"policy_compliance","input_tokens":2760,"reversibility":0.4551,"risk":0.6052,"summary":"Identify evidence required before approving observability for production."},"workers":[{"credits_per_call":2.926,"id":"worker_a","p95_latency_ms":68031,"pass_rate":0.8442,"provider_group":"provider_x","quality":0.8472,"strengths":["drafting","reasoning","review","writing"]},{"credits_per_call":0.821,"id":"worker_b","p95_latency_ms":21768,"pass_rate":0.4635,"provider_group":"provider_y","quality":0.6895,"strengths":["coding","drafting","speed"]},{"credits_per_call":12.344,"id":"worker_c","p95_latency_ms":61046,"pass_rate":0.995,"provider_group":"provider_z","quality":0.995,"strengths":["drafting","implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":10.245,"max_latency_ms":185797,"minimum_quality":0.815},"task":{"ambiguity":0.5314,"category":"review","complexity":0.4514,"consequence":0.5609,"evidence_need":0.6272,"family":"policy_compliance","input_tokens":4200,"reversibility":0.3705,"risk":0.7008,"summary":"Identify evidence required before approving rate limiting for production."},"workers":[{"credits_per_call":10.646,"id":"worker_a","p95_latency_ms":89719,"pass_rate":0.9123,"provider_group":"provider_x","quality":0.995,"strengths":["drafting","implementation","reasoning","synthesis"]},{"credits_per_call":3.299,"id":"worker_b","p95_latency_ms":76179,"pass_rate":0.8535,"provider_group":"provider_y","quality":0.7935,"strengths":["drafting","reasoning","review","writing"]},{"credits_per_call":1.095,"id":"worker_c","p95_latency_ms":18890,"pass_rate":0.6184,"provider_group":"provider_z","quality":0.7559,"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":23.674,"max_latency_ms":193303,"minimum_quality":0.9353},"task":{"ambiguity":0.4046,"category":"coding","complexity":0.7155,"consequence":0.6108,"evidence_need":0.7488,"family":"migration_planning","input_tokens":3280,"reversibility":0.3828,"risk":0.5779,"summary":"Review a staged migration for private credentials and identify irreversible steps."},"workers":[{"credits_per_call":13.257,"id":"worker_a","p95_latency_ms":74027,"pass_rate":0.995,"provider_group":"provider_x","quality":0.9159,"strengths":["coding","implementation","reasoning","synthesis"]},{"credits_per_call":3.677,"id":"worker_b","p95_latency_ms":47386,"pass_rate":0.7412,"provider_group":"provider_z","quality":0.857,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.929,"id":"worker_c","p95_latency_ms":28136,"pass_rate":0.4533,"provider_group":"provider_y","quality":0.7659,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":17.687,"max_latency_ms":173833,"minimum_quality":0.879},"task":{"ambiguity":0.5794,"category":"analysis","complexity":0.8427,"consequence":0.4997,"evidence_need":0.4396,"family":"performance_tuning","input_tokens":1400,"reversibility":0.6112,"risk":0.5103,"summary":"Diagnose latency variance in model routing and rank the next experiments."},"workers":[{"credits_per_call":1.204,"id":"worker_a","p95_latency_ms":29315,"pass_rate":0.4979,"provider_group":"provider_z","quality":0.7191,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.182,"id":"worker_b","p95_latency_ms":57269,"pass_rate":0.9508,"provider_group":"provider_x","quality":0.9757,"strengths":["reasoning","review","writing"]},{"credits_per_call":12.478,"id":"worker_c","p95_latency_ms":54267,"pass_rate":0.995,"provider_group":"provider_y","quality":0.995,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":2.819,"max_latency_ms":31099,"minimum_quality":0.657},"task":{"ambiguity":0.7491,"category":"analysis","complexity":0.542,"consequence":0.2537,"evidence_need":0.6415,"family":"performance_tuning","input_tokens":3080,"reversibility":0.7064,"risk":0.2015,"summary":"Diagnose latency variance in artifact storage and rank the next experiments."},"workers":[{"credits_per_call":0.909,"id":"worker_a","p95_latency_ms":20014,"pass_rate":0.3964,"provider_group":"provider_z","quality":0.7122,"strengths":["coding","drafting","reasoning","speed"]},{"credits_per_call":3.747,"id":"worker_b","p95_latency_ms":79136,"pass_rate":0.8576,"provider_group":"provider_y","quality":0.8685,"strengths":["reasoning","review","writing"]},{"credits_per_call":10.972,"id":"worker_c","p95_latency_ms":80469,"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":19.369,"max_latency_ms":170609,"minimum_quality":0.7407},"task":{"ambiguity":0.475,"category":"review","complexity":0.541,"consequence":0.8948,"evidence_need":0.556,"family":"policy_compliance","input_tokens":1840,"reversibility":0.6254,"risk":0.7114,"summary":"Identify evidence required before approving webhook delivery for production."},"workers":[{"credits_per_call":0.968,"id":"worker_a","p95_latency_ms":26993,"pass_rate":0.5307,"provider_group":"provider_y","quality":0.7133,"strengths":["coding","drafting","speed"]},{"credits_per_call":4.219,"id":"worker_b","p95_latency_ms":53675,"pass_rate":0.8591,"provider_group":"provider_x","quality":0.9119,"strengths":["reasoning","review","writing"]},{"credits_per_call":10.31,"id":"worker_c","p95_latency_ms":51985,"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":18.536,"max_latency_ms":175742,"minimum_quality":0.8097},"task":{"ambiguity":0.6902,"category":"review","complexity":0.5785,"consequence":0.5777,"evidence_need":0.585,"family":"policy_compliance","input_tokens":5080,"reversibility":0.6091,"risk":0.5262,"summary":"Audit a workflow for deployment rollback against explicit access requirements."},"workers":[{"credits_per_call":11.272,"id":"worker_a","p95_latency_ms":69671,"pass_rate":0.9342,"provider_group":"provider_y","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.411,"id":"worker_b","p95_latency_ms":69590,"pass_rate":0.7638,"provider_group":"provider_z","quality":0.9212,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.088,"id":"worker_c","p95_latency_ms":23234,"pass_rate":0.5735,"provider_group":"provider_x","quality":0.7967,"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":16.88,"max_latency_ms":192288,"minimum_quality":0.8355},"task":{"ambiguity":0.4978,"category":"review","complexity":0.7176,"consequence":0.7766,"evidence_need":0.6627,"family":"policy_compliance","input_tokens":1280,"reversibility":0.3886,"risk":0.7455,"summary":"Identify evidence required before approving OAuth callbacks for production."},"workers":[{"credits_per_call":1.034,"id":"worker_a","p95_latency_ms":18916,"pass_rate":0.5627,"provider_group":"provider_z","quality":0.7312,"strengths":["coding","drafting","speed"]},{"credits_per_call":11.784,"id":"worker_b","p95_latency_ms":55242,"pass_rate":0.995,"provider_group":"provider_y","quality":0.9171,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":2.875,"id":"worker_c","p95_latency_ms":78074,"pass_rate":0.7413,"provider_group":"provider_x","quality":0.8619,"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":21.193,"max_latency_ms":217520,"minimum_quality":0.838},"task":{"ambiguity":0.38,"category":"review","complexity":0.5528,"consequence":0.5965,"evidence_need":0.886,"family":"policy_compliance","input_tokens":1000,"reversibility":0.5403,"risk":0.6706,"summary":"Audit a workflow for provider failover against explicit access requirements."},"workers":[{"credits_per_call":4.168,"id":"worker_a","p95_latency_ms":71242,"pass_rate":0.7388,"provider_group":"provider_x","quality":0.8268,"strengths":["reasoning","review","writing"]},{"credits_per_call":11.772,"id":"worker_b","p95_latency_ms":87767,"pass_rate":0.9879,"provider_group":"provider_y","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.817,"id":"worker_c","p95_latency_ms":29018,"pass_rate":0.5055,"provider_group":"provider_z","quality":0.7713,"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":12.372,"max_latency_ms":197954,"minimum_quality":0.8602},"task":{"ambiguity":0.5382,"category":"coding","complexity":0.6454,"consequence":0.6622,"evidence_need":0.7444,"family":"migration_planning","input_tokens":7120,"reversibility":0.5601,"risk":0.7268,"summary":"Design compatibility testing for a provider failover schema migration."},"workers":[{"credits_per_call":0.986,"id":"worker_a","p95_latency_ms":30832,"pass_rate":0.5591,"provider_group":"provider_x","quality":0.6941,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.33,"id":"worker_b","p95_latency_ms":57612,"pass_rate":0.8571,"provider_group":"provider_z","quality":0.7948,"strengths":["reasoning","review","writing"]},{"credits_per_call":15.27,"id":"worker_c","p95_latency_ms":56037,"pass_rate":0.995,"provider_group":"provider_y","quality":0.9291,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":21.67,"max_latency_ms":151347,"minimum_quality":0.6941},"task":{"ambiguity":0.7887,"category":"review","complexity":0.7874,"consequence":0.7637,"evidence_need":0.7677,"family":"policy_compliance","input_tokens":4280,"reversibility":0.4882,"risk":0.7735,"summary":"Audit a workflow for schema evolution against explicit access requirements."},"workers":[{"credits_per_call":3.565,"id":"worker_a","p95_latency_ms":73259,"pass_rate":0.8276,"provider_group":"provider_x","quality":0.8723,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.193,"id":"worker_b","p95_latency_ms":27996,"pass_rate":0.5885,"provider_group":"provider_z","quality":0.6814,"strengths":["coding","drafting","speed"]},{"credits_per_call":14.413,"id":"worker_c","p95_latency_ms":58941,"pass_rate":0.9588,"provider_group":"provider_y","quality":0.982,"strengths":["drafting","implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":10.537,"max_latency_ms":195076,"minimum_quality":0.7288},"task":{"ambiguity":0.371,"category":"coding","complexity":0.8533,"consequence":0.7438,"evidence_need":0.6782,"family":"migration_planning","input_tokens":1880,"reversibility":0.3639,"risk":0.4583,"summary":"Plan a zero-downtime migration of artifact storage with rollback checkpoints."},"workers":[{"credits_per_call":3.972,"id":"worker_a","p95_latency_ms":70088,"pass_rate":0.8208,"provider_group":"provider_x","quality":0.8896,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.107,"id":"worker_b","p95_latency_ms":17632,"pass_rate":0.5189,"provider_group":"provider_z","quality":0.7348,"strengths":["coding","drafting","speed"]},{"credits_per_call":11.781,"id":"worker_c","p95_latency_ms":62929,"pass_rate":0.913,"provider_group":"provider_y","quality":0.9507,"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":2,"max_credits":7.23,"max_latency_ms":99542,"minimum_quality":0.7629},"task":{"ambiguity":0.4326,"category":"review","complexity":0.8122,"consequence":0.5285,"evidence_need":0.8811,"family":"policy_compliance","input_tokens":5480,"reversibility":0.5508,"risk":0.6591,"summary":"Review whether API-key rotation satisfies a documented retention policy."},"workers":[{"credits_per_call":2.962,"id":"worker_a","p95_latency_ms":62078,"pass_rate":0.7324,"provider_group":"provider_x","quality":0.9091,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.095,"id":"worker_b","p95_latency_ms":26898,"pass_rate":0.5978,"provider_group":"provider_z","quality":0.7299,"strengths":["coding","drafting","speed"]},{"credits_per_call":11.653,"id":"worker_c","p95_latency_ms":65913,"pass_rate":0.995,"provider_group":"provider_y","quality":0.9327,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":3.101,"max_latency_ms":32118,"minimum_quality":0.5681},"task":{"ambiguity":0.6069,"category":"coding","complexity":0.5877,"consequence":0.5283,"evidence_need":0.8405,"family":"migration_planning","input_tokens":7560,"reversibility":0.5334,"risk":0.487,"summary":"Review a staged migration for background jobs and identify irreversible steps."},"workers":[{"credits_per_call":10.451,"id":"worker_a","p95_latency_ms":74475,"pass_rate":0.995,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.909,"id":"worker_b","p95_latency_ms":53141,"pass_rate":0.826,"provider_group":"provider_y","quality":0.8186,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.81,"id":"worker_c","p95_latency_ms":20846,"pass_rate":0.5117,"provider_group":"provider_z","quality":0.7126,"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":16.332,"max_latency_ms":125756,"minimum_quality":0.8639},"task":{"ambiguity":0.3042,"category":"coding","complexity":0.5925,"consequence":0.5028,"evidence_need":0.6356,"family":"migration_planning","input_tokens":7640,"reversibility":0.2556,"risk":0.6608,"summary":"Review a staged migration for background jobs and identify irreversible steps."},"workers":[{"credits_per_call":1.098,"id":"worker_a","p95_latency_ms":20587,"pass_rate":0.5005,"provider_group":"provider_z","quality":0.7508,"strengths":["coding","drafting","speed"]},{"credits_per_call":10.091,"id":"worker_b","p95_latency_ms":51068,"pass_rate":0.995,"provider_group":"provider_y","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":4.036,"id":"worker_c","p95_latency_ms":61753,"pass_rate":0.7973,"provider_group":"provider_x","quality":0.804,"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":3.578,"max_latency_ms":37804,"minimum_quality":0.7462},"task":{"ambiguity":0.3536,"category":"review","complexity":0.7071,"consequence":0.59,"evidence_need":0.7823,"family":"policy_compliance","input_tokens":3240,"reversibility":0.3046,"risk":0.4541,"summary":"Review whether private credentials satisfies a documented retention policy."},"workers":[{"credits_per_call":13.932,"id":"worker_a","p95_latency_ms":76649,"pass_rate":0.995,"provider_group":"provider_y","quality":0.9606,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.711,"id":"worker_b","p95_latency_ms":49183,"pass_rate":0.7762,"provider_group":"provider_x","quality":0.8441,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.88,"id":"worker_c","p95_latency_ms":29574,"pass_rate":0.5113,"provider_group":"provider_z","quality":0.6759,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":18.211,"max_latency_ms":237717,"minimum_quality":0.8617},"task":{"ambiguity":0.516,"category":"coding","complexity":0.9123,"consequence":0.788,"evidence_need":0.6792,"family":"migration_planning","input_tokens":3760,"reversibility":0.6052,"risk":0.7228,"summary":"Review a staged migration for API-key rotation and identify irreversible steps."},"workers":[{"credits_per_call":3.38,"id":"worker_a","p95_latency_ms":82636,"pass_rate":0.8187,"provider_group":"provider_z","quality":0.7961,"strengths":["reasoning","review","writing"]},{"credits_per_call":10.325,"id":"worker_b","p95_latency_ms":68718,"pass_rate":0.995,"provider_group":"provider_x","quality":0.9588,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.119,"id":"worker_c","p95_latency_ms":25355,"pass_rate":0.5884,"provider_group":"provider_y","quality":0.7295,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":8.986,"max_latency_ms":161909,"minimum_quality":0.6918},"task":{"ambiguity":0.5126,"category":"review","complexity":0.7685,"consequence":0.7653,"evidence_need":0.8544,"family":"policy_compliance","input_tokens":1560,"reversibility":0.6153,"risk":0.4696,"summary":"Review whether background jobs satisfies a documented retention policy."},"workers":[{"credits_per_call":12.793,"id":"worker_a","p95_latency_ms":56065,"pass_rate":0.995,"provider_group":"provider_x","quality":0.9375,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.013,"id":"worker_b","p95_latency_ms":72975,"pass_rate":0.7486,"provider_group":"provider_y","quality":0.8243,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.144,"id":"worker_c","p95_latency_ms":28395,"pass_rate":0.4992,"provider_group":"provider_z","quality":0.7021,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":11.087,"max_latency_ms":224456,"minimum_quality":0.6842},"task":{"ambiguity":0.5484,"category":"review","complexity":0.6027,"consequence":0.8439,"evidence_need":0.7656,"family":"policy_compliance","input_tokens":3880,"reversibility":0.4728,"risk":0.7697,"summary":"Review whether prompt caching satisfies a documented retention policy."},"workers":[{"credits_per_call":0.834,"id":"worker_a","p95_latency_ms":18457,"pass_rate":0.4999,"provider_group":"provider_y","quality":0.7811,"strengths":["coding","drafting","speed"]},{"credits_per_call":10.39,"id":"worker_b","p95_latency_ms":61782,"pass_rate":0.9348,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":4.216,"id":"worker_c","p95_latency_ms":80356,"pass_rate":0.7614,"provider_group":"provider_x","quality":0.9103,"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":17.783,"max_latency_ms":237554,"minimum_quality":0.7851},"task":{"ambiguity":0.4147,"category":"analysis","complexity":0.809,"consequence":0.3396,"evidence_need":0.5562,"family":"performance_tuning","input_tokens":6880,"reversibility":0.5931,"risk":0.3349,"summary":"Choose between throughput and tail-latency changes for background jobs."},"workers":[{"credits_per_call":0.878,"id":"worker_a","p95_latency_ms":32364,"pass_rate":0.4493,"provider_group":"provider_z","quality":0.714,"strengths":["coding","drafting","reasoning","speed"]},{"credits_per_call":12.39,"id":"worker_b","p95_latency_ms":80629,"pass_rate":0.995,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.242,"id":"worker_c","p95_latency_ms":59852,"pass_rate":0.85,"provider_group":"provider_y","quality":0.895,"strengths":["reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":2.038,"max_latency_ms":50734,"minimum_quality":0.7595},"task":{"ambiguity":0.6549,"category":"review","complexity":0.8288,"consequence":0.6361,"evidence_need":0.6949,"family":"policy_compliance","input_tokens":4520,"reversibility":0.4833,"risk":0.7574,"summary":"Review whether background jobs satisfies a documented retention policy."},"workers":[{"credits_per_call":10.077,"id":"worker_a","p95_latency_ms":79390,"pass_rate":0.995,"provider_group":"provider_y","quality":0.9203,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.202,"id":"worker_b","p95_latency_ms":27540,"pass_rate":0.6136,"provider_group":"provider_z","quality":0.7537,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.958,"id":"worker_c","p95_latency_ms":77759,"pass_rate":0.7604,"provider_group":"provider_x","quality":0.8963,"strengths":["reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":11.408,"max_latency_ms":221679,"minimum_quality":0.889},"task":{"ambiguity":0.3792,"category":"coding","complexity":0.9091,"consequence":0.788,"evidence_need":0.7114,"family":"migration_planning","input_tokens":6160,"reversibility":0.5706,"risk":0.3755,"summary":"Review a staged migration for database failover and identify irreversible steps."},"workers":[{"credits_per_call":3.799,"id":"worker_a","p95_latency_ms":66642,"pass_rate":0.7718,"provider_group":"provider_z","quality":0.8383,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.119,"id":"worker_b","p95_latency_ms":31015,"pass_rate":0.5693,"provider_group":"provider_x","quality":0.7653,"strengths":["coding","drafting","speed"]},{"credits_per_call":12.988,"id":"worker_c","p95_latency_ms":49885,"pass_rate":0.995,"provider_group":"provider_y","quality":0.9596,"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":24.505,"max_latency_ms":175636,"minimum_quality":0.9506},"task":{"ambiguity":0.702,"category":"review","complexity":0.5475,"consequence":0.7005,"evidence_need":0.795,"family":"policy_compliance","input_tokens":7160,"reversibility":0.5414,"risk":0.49,"summary":"Identify evidence required before approving rate limiting for production."},"workers":[{"credits_per_call":4.007,"id":"worker_a","p95_latency_ms":64093,"pass_rate":0.754,"provider_group":"provider_z","quality":0.8621,"strengths":["reasoning","review","writing"]},{"credits_per_call":14.065,"id":"worker_b","p95_latency_ms":70494,"pass_rate":0.995,"provider_group":"provider_x","quality":0.9171,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.107,"id":"worker_c","p95_latency_ms":17922,"pass_rate":0.5684,"provider_group":"provider_y","quality":0.7315,"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":2.548,"max_latency_ms":39089,"minimum_quality":0.7579},"task":{"ambiguity":0.3877,"category":"analysis","complexity":0.888,"consequence":0.6922,"evidence_need":0.6068,"family":"performance_tuning","input_tokens":5000,"reversibility":0.6725,"risk":0.5926,"summary":"Review a proposed optimization for tenant-scoped caching for hidden regressions."},"workers":[{"credits_per_call":11.42,"id":"worker_a","p95_latency_ms":53045,"pass_rate":0.995,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.19,"id":"worker_b","p95_latency_ms":29584,"pass_rate":0.5198,"provider_group":"provider_y","quality":0.614,"strengths":["coding","drafting","reasoning","speed"]},{"credits_per_call":4.227,"id":"worker_c","p95_latency_ms":79393,"pass_rate":0.9155,"provider_group":"provider_z","quality":0.9615,"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":9.736,"max_latency_ms":118927,"minimum_quality":0.8425},"task":{"ambiguity":0.7467,"category":"review","complexity":0.4192,"consequence":0.5566,"evidence_need":0.9396,"family":"policy_compliance","input_tokens":2920,"reversibility":0.6554,"risk":0.7962,"summary":"Audit a workflow for prompt caching against explicit access requirements."},"workers":[{"credits_per_call":15.249,"id":"worker_a","p95_latency_ms":76227,"pass_rate":0.995,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":2.875,"id":"worker_b","p95_latency_ms":51288,"pass_rate":0.8183,"provider_group":"provider_z","quality":0.8531,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.78,"id":"worker_c","p95_latency_ms":20917,"pass_rate":0.4813,"provider_group":"provider_y","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=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":23.708,"max_latency_ms":201923,"minimum_quality":0.8963},"task":{"ambiguity":0.4756,"category":"analysis","complexity":0.7655,"consequence":0.6183,"evidence_need":0.5121,"family":"performance_tuning","input_tokens":4240,"reversibility":0.7876,"risk":0.4513,"summary":"Diagnose latency variance in artifact storage and rank the next experiments."},"workers":[{"credits_per_call":1.046,"id":"worker_a","p95_latency_ms":17816,"pass_rate":0.4763,"provider_group":"provider_y","quality":0.6907,"strengths":["coding","drafting","reasoning","speed"]},{"credits_per_call":14.771,"id":"worker_b","p95_latency_ms":64793,"pass_rate":0.995,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.191,"id":"worker_c","p95_latency_ms":76086,"pass_rate":0.9258,"provider_group":"provider_z","quality":0.927,"strengths":["reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":3.608,"max_latency_ms":59223,"minimum_quality":0.6541},"task":{"ambiguity":0.3305,"category":"coding","complexity":0.7275,"consequence":0.4241,"evidence_need":0.4549,"family":"migration_planning","input_tokens":2720,"reversibility":0.2559,"risk":0.5026,"summary":"Review a staged migration for database failover and identify irreversible steps."},"workers":[{"credits_per_call":3.434,"id":"worker_a","p95_latency_ms":70167,"pass_rate":0.7915,"provider_group":"provider_x","quality":0.827,"strengths":["coding","reasoning","review","writing"]},{"credits_per_call":1.115,"id":"worker_b","p95_latency_ms":31386,"pass_rate":0.5434,"provider_group":"provider_z","quality":0.6771,"strengths":["coding","drafting","speed"]},{"credits_per_call":12.545,"id":"worker_c","p95_latency_ms":75567,"pass_rate":0.9367,"provider_group":"provider_y","quality":0.995,"strengths":["coding","implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":16.495,"max_latency_ms":290648,"minimum_quality":0.8579},"task":{"ambiguity":0.6911,"category":"analysis","complexity":0.8224,"consequence":0.6316,"evidence_need":0.6035,"family":"performance_tuning","input_tokens":3840,"reversibility":0.752,"risk":0.4735,"summary":"Choose between throughput and tail-latency changes for streaming inference."},"workers":[{"credits_per_call":2.926,"id":"worker_a","p95_latency_ms":80568,"pass_rate":0.7935,"provider_group":"provider_x","quality":0.9301,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.096,"id":"worker_b","p95_latency_ms":23823,"pass_rate":0.4064,"provider_group":"provider_z","quality":0.7144,"strengths":["coding","drafting","speed"]},{"credits_per_call":9.952,"id":"worker_c","p95_latency_ms":84540,"pass_rate":0.9669,"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":8.375,"max_latency_ms":248033,"minimum_quality":0.7398},"task":{"ambiguity":0.3979,"category":"coding","complexity":0.603,"consequence":0.539,"evidence_need":0.4394,"family":"migration_planning","input_tokens":7200,"reversibility":0.335,"risk":0.3586,"summary":"Plan a zero-downtime migration of model routing with rollback checkpoints."},"workers":[{"credits_per_call":0.874,"id":"worker_a","p95_latency_ms":29020,"pass_rate":0.5885,"provider_group":"provider_y","quality":0.7901,"strengths":["coding","drafting","speed"]},{"credits_per_call":2.831,"id":"worker_b","p95_latency_ms":47766,"pass_rate":0.8663,"provider_group":"provider_z","quality":0.8658,"strengths":["reasoning","review","writing"]},{"credits_per_call":10.663,"id":"worker_c","p95_latency_ms":89304,"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":13.902,"max_latency_ms":225327,"minimum_quality":0.8336},"task":{"ambiguity":0.5416,"category":"review","complexity":0.5498,"consequence":0.7595,"evidence_need":0.7765,"family":"policy_compliance","input_tokens":4240,"reversibility":0.399,"risk":0.8385,"summary":"Audit a workflow for API-key rotation against explicit access requirements."},"workers":[{"credits_per_call":11.728,"id":"worker_a","p95_latency_ms":82389,"pass_rate":0.9582,"provider_group":"provider_z","quality":0.919,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":4.075,"id":"worker_b","p95_latency_ms":64041,"pass_rate":0.8666,"provider_group":"provider_y","quality":0.8215,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.078,"id":"worker_c","p95_latency_ms":27708,"pass_rate":0.5362,"provider_group":"provider_x","quality":0.6753,"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":10.884,"max_latency_ms":150536,"minimum_quality":0.7014},"task":{"ambiguity":0.6083,"category":"coding","complexity":0.8131,"consequence":0.6622,"evidence_need":0.6546,"family":"migration_planning","input_tokens":2320,"reversibility":0.449,"risk":0.4702,"summary":"Design compatibility testing for a private credentials schema migration."},"workers":[{"credits_per_call":4.219,"id":"worker_a","p95_latency_ms":69203,"pass_rate":0.7738,"provider_group":"provider_x","quality":0.89,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.056,"id":"worker_b","p95_latency_ms":24934,"pass_rate":0.4809,"provider_group":"provider_y","quality":0.7127,"strengths":["coding","drafting","speed"]},{"credits_per_call":13.666,"id":"worker_c","p95_latency_ms":75120,"pass_rate":0.995,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":2.247,"max_latency_ms":34443,"minimum_quality":0.5816},"task":{"ambiguity":0.6241,"category":"analysis","complexity":0.7973,"consequence":0.5626,"evidence_need":0.4758,"family":"performance_tuning","input_tokens":2200,"reversibility":0.6045,"risk":0.5608,"summary":"Choose between throughput and tail-latency changes for artifact storage."},"workers":[{"credits_per_call":3.076,"id":"worker_a","p95_latency_ms":67780,"pass_rate":0.7893,"provider_group":"provider_x","quality":0.9337,"strengths":["reasoning","review","writing"]},{"credits_per_call":13.185,"id":"worker_b","p95_latency_ms":78011,"pass_rate":0.995,"provider_group":"provider_y","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.789,"id":"worker_c","p95_latency_ms":18725,"pass_rate":0.461,"provider_group":"provider_z","quality":0.6371,"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":24.214,"max_latency_ms":215289,"minimum_quality":0.7887},"task":{"ambiguity":0.3307,"category":"analysis","complexity":0.6466,"consequence":0.3513,"evidence_need":0.4077,"family":"performance_tuning","input_tokens":7600,"reversibility":0.6065,"risk":0.5016,"summary":"Choose between throughput and tail-latency changes for API-key rotation."},"workers":[{"credits_per_call":14.994,"id":"worker_a","p95_latency_ms":60912,"pass_rate":0.995,"provider_group":"provider_y","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.047,"id":"worker_b","p95_latency_ms":25829,"pass_rate":0.4482,"provider_group":"provider_x","quality":0.7234,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.893,"id":"worker_c","p95_latency_ms":75976,"pass_rate":0.9469,"provider_group":"provider_z","quality":0.8716,"strengths":["reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":10.605,"max_latency_ms":222644,"minimum_quality":0.8716},"task":{"ambiguity":0.3731,"category":"analysis","complexity":0.8979,"consequence":0.4605,"evidence_need":0.3933,"family":"performance_tuning","input_tokens":1560,"reversibility":0.7712,"risk":0.3438,"summary":"Diagnose latency variance in background jobs and rank the next experiments."},"workers":[{"credits_per_call":12.733,"id":"worker_a","p95_latency_ms":87786,"pass_rate":0.995,"provider_group":"provider_y","quality":0.9931,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.733,"id":"worker_b","p95_latency_ms":46550,"pass_rate":0.8028,"provider_group":"provider_x","quality":0.8993,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.927,"id":"worker_c","p95_latency_ms":33082,"pass_rate":0.5348,"provider_group":"provider_z","quality":0.6994,"strengths":["coding","drafting","reasoning","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=