Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":17.106,"max_latency_ms":219801,"minimum_quality":0.8946},"task":{"ambiguity":0.4852,"category":"analysis","complexity":0.7168,"consequence":0.3348,"evidence_need":0.6004,"family":"performance_tuning","input_tokens":7800,"reversibility":0.6145,"risk":0.3011,"summary":"Review a proposed optimization for streaming inference for hidden regressions."},"workers":[{"credits_per_call":3.038,"id":"worker_a","p95_latency_ms":70103,"pass_rate":0.8289,"provider_group":"provider_z","quality":0.8789,"strengths":["reasoning","review","writing"]},{"credits_per_call":13.341,"id":"worker_b","p95_latency_ms":84600,"pass_rate":0.995,"provider_group":"provider_y","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.91,"id":"worker_c","p95_latency_ms":28506,"pass_rate":0.4673,"provider_group":"provider_x","quality":0.6745,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":5.266,"max_latency_ms":205190,"minimum_quality":0.7988},"task":{"ambiguity":0.5699,"category":"coding","complexity":0.6862,"consequence":0.7113,"evidence_need":0.7236,"family":"migration_planning","input_tokens":3240,"reversibility":0.3576,"risk":0.6022,"summary":"Review a staged migration for model routing and identify irreversible steps."},"workers":[{"credits_per_call":3.011,"id":"worker_a","p95_latency_ms":51619,"pass_rate":0.8335,"provider_group":"provider_y","quality":0.9144,"strengths":["reasoning","review","writing"]},{"credits_per_call":11.401,"id":"worker_b","p95_latency_ms":53457,"pass_rate":0.9302,"provider_group":"provider_x","quality":0.9767,"strengths":["coding","implementation","reasoning","synthesis"]},{"credits_per_call":1.207,"id":"worker_c","p95_latency_ms":29728,"pass_rate":0.4593,"provider_group":"provider_z","quality":0.7026,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=

coding implementation reasoning synthesis


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":1.923,"max_latency_ms":37831,"minimum_quality":0.6988},"task":{"ambiguity":0.396,"category":"analysis","complexity":0.5065,"consequence":0.5008,"evidence_need":0.6228,"family":"performance_tuning","input_tokens":3520,"reversibility":0.879,"risk":0.5455,"summary":"Choose between throughput and tail-latency changes for usage metering."},"workers":[{"credits_per_call":10.412,"id":"worker_a","p95_latency_ms":85511,"pass_rate":0.995,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":2.801,"id":"worker_b","p95_latency_ms":67325,"pass_rate":0.8652,"provider_group":"provider_y","quality":0.9076,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.148,"id":"worker_c","p95_latency_ms":31852,"pass_rate":0.5196,"provider_group":"provider_z","quality":0.6813,"strengths":["coding","drafting","reasoning","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":20.856,"max_latency_ms":215031,"minimum_quality":0.9163},"task":{"ambiguity":0.7474,"category":"review","complexity":0.562,"consequence":0.9148,"evidence_need":0.6059,"family":"policy_compliance","input_tokens":5640,"reversibility":0.5336,"risk":0.5576,"summary":"Review whether access control satisfies a documented retention policy."},"workers":[{"credits_per_call":11.831,"id":"worker_a","p95_latency_ms":82764,"pass_rate":0.9185,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":2.856,"id":"worker_b","p95_latency_ms":81069,"pass_rate":0.7898,"provider_group":"provider_x","quality":0.922,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.174,"id":"worker_c","p95_latency_ms":30152,"pass_rate":0.5587,"provider_group":"provider_y","quality":0.7796,"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":2.289,"max_latency_ms":46646,"minimum_quality":0.6337},"task":{"ambiguity":0.4412,"category":"review","complexity":0.6346,"consequence":0.5085,"evidence_need":0.8965,"family":"policy_compliance","input_tokens":7040,"reversibility":0.5791,"risk":0.7922,"summary":"Review whether streaming inference satisfies a documented retention policy."},"workers":[{"credits_per_call":3.948,"id":"worker_a","p95_latency_ms":58152,"pass_rate":0.752,"provider_group":"provider_z","quality":0.9032,"strengths":["drafting","reasoning","review","writing"]},{"credits_per_call":0.88,"id":"worker_b","p95_latency_ms":26020,"pass_rate":0.4898,"provider_group":"provider_x","quality":0.7875,"strengths":["coding","drafting","speed"]},{"credits_per_call":15.131,"id":"worker_c","p95_latency_ms":64531,"pass_rate":0.995,"provider_group":"provider_y","quality":0.9366,"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=

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":2,"max_credits":21.566,"max_latency_ms":116729,"minimum_quality":0.8157},"task":{"ambiguity":0.5489,"category":"review","complexity":0.7355,"consequence":0.8692,"evidence_need":0.7229,"family":"policy_compliance","input_tokens":2960,"reversibility":0.4417,"risk":0.7895,"summary":"Identify evidence required before approving background jobs for production."},"workers":[{"credits_per_call":14.855,"id":"worker_a","p95_latency_ms":85234,"pass_rate":0.9433,"provider_group":"provider_z","quality":0.974,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.174,"id":"worker_b","p95_latency_ms":53564,"pass_rate":0.8269,"provider_group":"provider_x","quality":0.8586,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.106,"id":"worker_c","p95_latency_ms":17873,"pass_rate":0.5354,"provider_group":"provider_y","quality":0.7809,"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":6.803,"max_latency_ms":194041,"minimum_quality":0.7371},"task":{"ambiguity":0.5203,"category":"coding","complexity":0.8533,"consequence":0.6371,"evidence_need":0.4432,"family":"migration_planning","input_tokens":5840,"reversibility":0.3972,"risk":0.4904,"summary":"Review a staged migration for schema evolution and identify irreversible steps."},"workers":[{"credits_per_call":1.077,"id":"worker_a","p95_latency_ms":24290,"pass_rate":0.5523,"provider_group":"provider_y","quality":0.7274,"strengths":["coding","drafting","speed"]},{"credits_per_call":13.015,"id":"worker_b","p95_latency_ms":58231,"pass_rate":0.9759,"provider_group":"provider_x","quality":0.913,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.975,"id":"worker_c","p95_latency_ms":61952,"pass_rate":0.8836,"provider_group":"provider_z","quality":0.8654,"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":7.289,"max_latency_ms":195049,"minimum_quality":0.8815},"task":{"ambiguity":0.445,"category":"review","complexity":0.7786,"consequence":0.8548,"evidence_need":0.574,"family":"policy_compliance","input_tokens":2320,"reversibility":0.3922,"risk":0.6511,"summary":"Audit a workflow for background jobs against explicit access requirements."},"workers":[{"credits_per_call":1.054,"id":"worker_a","p95_latency_ms":19780,"pass_rate":0.5052,"provider_group":"provider_z","quality":0.7192,"strengths":["coding","drafting","speed"]},{"credits_per_call":4.084,"id":"worker_b","p95_latency_ms":54875,"pass_rate":0.7413,"provider_group":"provider_y","quality":0.915,"strengths":["reasoning","review","writing"]},{"credits_per_call":11.17,"id":"worker_c","p95_latency_ms":66368,"pass_rate":0.995,"provider_group":"provider_x","quality":0.9214,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":17.445,"max_latency_ms":198052,"minimum_quality":0.8097},"task":{"ambiguity":0.4729,"category":"coding","complexity":0.7579,"consequence":0.4571,"evidence_need":0.4338,"family":"migration_planning","input_tokens":4560,"reversibility":0.5477,"risk":0.575,"summary":"Plan a zero-downtime migration of prompt caching with rollback checkpoints."},"workers":[{"credits_per_call":12.842,"id":"worker_a","p95_latency_ms":91551,"pass_rate":0.891,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.848,"id":"worker_b","p95_latency_ms":28381,"pass_rate":0.5199,"provider_group":"provider_y","quality":0.6965,"strengths":["coding","drafting","speed"]},{"credits_per_call":2.791,"id":"worker_c","p95_latency_ms":53709,"pass_rate":0.8552,"provider_group":"provider_x","quality":0.8386,"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":4.968,"max_latency_ms":175381,"minimum_quality":0.8035},"task":{"ambiguity":0.4959,"category":"review","complexity":0.7615,"consequence":0.8763,"evidence_need":0.7878,"family":"policy_compliance","input_tokens":3360,"reversibility":0.3072,"risk":0.508,"summary":"Identify evidence required before approving artifact storage for production."},"workers":[{"credits_per_call":15.061,"id":"worker_a","p95_latency_ms":49734,"pass_rate":0.995,"provider_group":"provider_y","quality":0.9543,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.154,"id":"worker_b","p95_latency_ms":45992,"pass_rate":0.7312,"provider_group":"provider_x","quality":0.8473,"strengths":["drafting","reasoning","review","writing"]},{"credits_per_call":0.952,"id":"worker_c","p95_latency_ms":18288,"pass_rate":0.5144,"provider_group":"provider_z","quality":0.74,"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":7.295,"max_latency_ms":91242,"minimum_quality":0.8148},"task":{"ambiguity":0.3039,"category":"coding","complexity":0.5617,"consequence":0.8286,"evidence_need":0.5138,"family":"migration_planning","input_tokens":4600,"reversibility":0.3927,"risk":0.3563,"summary":"Review a staged migration for webhook delivery and identify irreversible steps."},"workers":[{"credits_per_call":14.833,"id":"worker_a","p95_latency_ms":55159,"pass_rate":0.995,"provider_group":"provider_x","quality":0.9375,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.086,"id":"worker_b","p95_latency_ms":21823,"pass_rate":0.6106,"provider_group":"provider_z","quality":0.7187,"strengths":["coding","drafting","speed"]},{"credits_per_call":2.96,"id":"worker_c","p95_latency_ms":53744,"pass_rate":0.7259,"provider_group":"provider_y","quality":0.8658,"strengths":["reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":22.242,"max_latency_ms":142790,"minimum_quality":0.7813},"task":{"ambiguity":0.7295,"category":"coding","complexity":0.766,"consequence":0.79,"evidence_need":0.5676,"family":"migration_planning","input_tokens":5560,"reversibility":0.5082,"risk":0.4393,"summary":"Design compatibility testing for a schema evolution schema migration."},"workers":[{"credits_per_call":12.594,"id":"worker_a","p95_latency_ms":57076,"pass_rate":0.9515,"provider_group":"provider_z","quality":0.9612,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":0.865,"id":"worker_b","p95_latency_ms":22847,"pass_rate":0.5684,"provider_group":"provider_x","quality":0.786,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.374,"id":"worker_c","p95_latency_ms":59636,"pass_rate":0.751,"provider_group":"provider_y","quality":0.8258,"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":21.27,"max_latency_ms":147316,"minimum_quality":0.7711},"task":{"ambiguity":0.5148,"category":"analysis","complexity":0.662,"consequence":0.3105,"evidence_need":0.3522,"family":"performance_tuning","input_tokens":5640,"reversibility":0.6843,"risk":0.5974,"summary":"Diagnose latency variance in private credentials and rank the next experiments."},"workers":[{"credits_per_call":14.299,"id":"worker_a","p95_latency_ms":77473,"pass_rate":0.995,"provider_group":"provider_z","quality":0.9931,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.207,"id":"worker_b","p95_latency_ms":66378,"pass_rate":0.7871,"provider_group":"provider_x","quality":0.867,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.925,"id":"worker_c","p95_latency_ms":17845,"pass_rate":0.4351,"provider_group":"provider_y","quality":0.6893,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":22.644,"max_latency_ms":207479,"minimum_quality":0.9189},"task":{"ambiguity":0.3909,"category":"coding","complexity":0.7438,"consequence":0.498,"evidence_need":0.4081,"family":"migration_planning","input_tokens":2840,"reversibility":0.3731,"risk":0.7022,"summary":"Review a staged migration for tenant-scoped caching and identify irreversible steps."},"workers":[{"credits_per_call":15.034,"id":"worker_a","p95_latency_ms":71741,"pass_rate":0.995,"provider_group":"provider_y","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.663,"id":"worker_b","p95_latency_ms":53473,"pass_rate":0.8132,"provider_group":"provider_x","quality":0.8141,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.096,"id":"worker_c","p95_latency_ms":22603,"pass_rate":0.5876,"provider_group":"provider_z","quality":0.723,"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":17.772,"max_latency_ms":209826,"minimum_quality":0.8586},"task":{"ambiguity":0.749,"category":"review","complexity":0.8044,"consequence":0.5982,"evidence_need":0.6604,"family":"policy_compliance","input_tokens":7280,"reversibility":0.4226,"risk":0.774,"summary":"Audit a workflow for webhook delivery against explicit access requirements."},"workers":[{"credits_per_call":11.896,"id":"worker_a","p95_latency_ms":77504,"pass_rate":0.995,"provider_group":"provider_y","quality":0.9361,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.168,"id":"worker_b","p95_latency_ms":71504,"pass_rate":0.7335,"provider_group":"provider_z","quality":0.8784,"strengths":["drafting","reasoning","review","writing"]},{"credits_per_call":1.003,"id":"worker_c","p95_latency_ms":21611,"pass_rate":0.5985,"provider_group":"provider_x","quality":0.6995,"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":7.314,"max_latency_ms":86800,"minimum_quality":0.8209},"task":{"ambiguity":0.4856,"category":"coding","complexity":0.8653,"consequence":0.4703,"evidence_need":0.841,"family":"migration_planning","input_tokens":5520,"reversibility":0.4821,"risk":0.4862,"summary":"Plan a zero-downtime migration of database failover with rollback checkpoints."},"workers":[{"credits_per_call":11.714,"id":"worker_a","p95_latency_ms":73623,"pass_rate":0.938,"provider_group":"provider_y","quality":0.9574,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":2.973,"id":"worker_b","p95_latency_ms":50970,"pass_rate":0.8017,"provider_group":"provider_x","quality":0.831,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.857,"id":"worker_c","p95_latency_ms":23892,"pass_rate":0.5379,"provider_group":"provider_z","quality":0.7037,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":5.841,"max_latency_ms":228923,"minimum_quality":0.8481},"task":{"ambiguity":0.5158,"category":"analysis","complexity":0.8033,"consequence":0.6301,"evidence_need":0.4437,"family":"performance_tuning","input_tokens":1320,"reversibility":0.5518,"risk":0.5343,"summary":"Diagnose latency variance in observability and rank the next experiments."},"workers":[{"credits_per_call":3.614,"id":"worker_a","p95_latency_ms":64792,"pass_rate":0.9198,"provider_group":"provider_y","quality":0.9763,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.891,"id":"worker_b","p95_latency_ms":26388,"pass_rate":0.5054,"provider_group":"provider_x","quality":0.7389,"strengths":["coding","drafting","reasoning","speed"]},{"credits_per_call":11.908,"id":"worker_c","p95_latency_ms":76161,"pass_rate":0.995,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":24.368,"max_latency_ms":189962,"minimum_quality":0.807},"task":{"ambiguity":0.6721,"category":"review","complexity":0.4819,"consequence":0.5101,"evidence_need":0.7849,"family":"policy_compliance","input_tokens":5240,"reversibility":0.4809,"risk":0.6832,"summary":"Review whether OAuth callbacks satisfies a documented retention policy."},"workers":[{"credits_per_call":3.774,"id":"worker_a","p95_latency_ms":80767,"pass_rate":0.8531,"provider_group":"provider_z","quality":0.8036,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.842,"id":"worker_b","p95_latency_ms":18272,"pass_rate":0.5804,"provider_group":"provider_y","quality":0.7445,"strengths":["coding","drafting","speed"]},{"credits_per_call":13.771,"id":"worker_c","p95_latency_ms":50815,"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":9.119,"max_latency_ms":179864,"minimum_quality":0.712},"task":{"ambiguity":0.3649,"category":"analysis","complexity":0.7662,"consequence":0.5527,"evidence_need":0.3487,"family":"performance_tuning","input_tokens":6800,"reversibility":0.6235,"risk":0.5074,"summary":"Review a proposed optimization for model routing for hidden regressions."},"workers":[{"credits_per_call":3.793,"id":"worker_a","p95_latency_ms":73704,"pass_rate":0.9231,"provider_group":"provider_x","quality":0.9301,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.893,"id":"worker_b","p95_latency_ms":20366,"pass_rate":0.4956,"provider_group":"provider_y","quality":0.6741,"strengths":["coding","drafting","reasoning","speed"]},{"credits_per_call":12.762,"id":"worker_c","p95_latency_ms":84749,"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":19.644,"max_latency_ms":163746,"minimum_quality":0.8114},"task":{"ambiguity":0.3474,"category":"coding","complexity":0.5803,"consequence":0.5103,"evidence_need":0.7848,"family":"migration_planning","input_tokens":3360,"reversibility":0.2922,"risk":0.507,"summary":"Design compatibility testing for a database failover schema migration."},"workers":[{"credits_per_call":1.043,"id":"worker_a","p95_latency_ms":31395,"pass_rate":0.4521,"provider_group":"provider_x","quality":0.7989,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.442,"id":"worker_b","p95_latency_ms":66044,"pass_rate":0.8357,"provider_group":"provider_z","quality":0.9155,"strengths":["reasoning","review","writing"]},{"credits_per_call":15.163,"id":"worker_c","p95_latency_ms":55252,"pass_rate":0.9868,"provider_group":"provider_y","quality":0.923,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":19.305,"max_latency_ms":258034,"minimum_quality":0.8409},"task":{"ambiguity":0.5963,"category":"analysis","complexity":0.6693,"consequence":0.4334,"evidence_need":0.3047,"family":"performance_tuning","input_tokens":2080,"reversibility":0.5984,"risk":0.4225,"summary":"Review a proposed optimization for webhook delivery for hidden regressions."},"workers":[{"credits_per_call":0.962,"id":"worker_a","p95_latency_ms":18413,"pass_rate":0.4982,"provider_group":"provider_x","quality":0.6408,"strengths":["coding","drafting","speed"]},{"credits_per_call":4.263,"id":"worker_b","p95_latency_ms":67558,"pass_rate":0.8859,"provider_group":"provider_y","quality":0.8911,"strengths":["reasoning","review","writing"]},{"credits_per_call":13.266,"id":"worker_c","p95_latency_ms":87072,"pass_rate":0.995,"provider_group":"provider_z","quality":0.9932,"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":18.405,"max_latency_ms":153601,"minimum_quality":0.7851},"task":{"ambiguity":0.4878,"category":"review","complexity":0.7605,"consequence":0.7727,"evidence_need":0.9241,"family":"policy_compliance","input_tokens":2400,"reversibility":0.6404,"risk":0.7989,"summary":"Review whether tenant-scoped caching satisfies a documented retention policy."},"workers":[{"credits_per_call":10.934,"id":"worker_a","p95_latency_ms":57888,"pass_rate":0.995,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.003,"id":"worker_b","p95_latency_ms":24439,"pass_rate":0.4703,"provider_group":"provider_x","quality":0.6951,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.214,"id":"worker_c","p95_latency_ms":47156,"pass_rate":0.7857,"provider_group":"provider_y","quality":0.8258,"strengths":["drafting","reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":2.757,"max_latency_ms":42519,"minimum_quality":0.6248},"task":{"ambiguity":0.5377,"category":"coding","complexity":0.6463,"consequence":0.5211,"evidence_need":0.4021,"family":"migration_planning","input_tokens":4880,"reversibility":0.5166,"risk":0.3836,"summary":"Plan a zero-downtime migration of artifact storage with rollback checkpoints."},"workers":[{"credits_per_call":11.021,"id":"worker_a","p95_latency_ms":89205,"pass_rate":0.9783,"provider_group":"provider_y","quality":0.9287,"strengths":["coding","implementation","reasoning","synthesis"]},{"credits_per_call":3.49,"id":"worker_b","p95_latency_ms":51141,"pass_rate":0.8217,"provider_group":"provider_x","quality":0.8158,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.216,"id":"worker_c","p95_latency_ms":24886,"pass_rate":0.584,"provider_group":"provider_z","quality":0.7444,"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":2.831,"max_latency_ms":37701,"minimum_quality":0.7404},"task":{"ambiguity":0.5294,"category":"coding","complexity":0.8444,"consequence":0.7865,"evidence_need":0.7331,"family":"migration_planning","input_tokens":7280,"reversibility":0.4098,"risk":0.4854,"summary":"Review a staged migration for deployment rollback and identify irreversible steps."},"workers":[{"credits_per_call":0.894,"id":"worker_a","p95_latency_ms":26634,"pass_rate":0.5429,"provider_group":"provider_z","quality":0.7583,"strengths":["coding","drafting","speed"]},{"credits_per_call":14.131,"id":"worker_b","p95_latency_ms":61089,"pass_rate":0.9011,"provider_group":"provider_x","quality":0.9808,"strengths":["coding","implementation","reasoning","synthesis"]},{"credits_per_call":3.06,"id":"worker_c","p95_latency_ms":68968,"pass_rate":0.7991,"provider_group":"provider_y","quality":0.8213,"strengths":["reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":22.286,"max_latency_ms":165075,"minimum_quality":0.79},"task":{"ambiguity":0.4559,"category":"coding","complexity":0.8194,"consequence":0.6898,"evidence_need":0.4583,"family":"migration_planning","input_tokens":2400,"reversibility":0.4061,"risk":0.5716,"summary":"Review a staged migration for background jobs and identify irreversible steps."},"workers":[{"credits_per_call":1.076,"id":"worker_a","p95_latency_ms":20367,"pass_rate":0.5305,"provider_group":"provider_y","quality":0.7427,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.701,"id":"worker_b","p95_latency_ms":69791,"pass_rate":0.8505,"provider_group":"provider_z","quality":0.8561,"strengths":["reasoning","review","writing"]},{"credits_per_call":12.918,"id":"worker_c","p95_latency_ms":61022,"pass_rate":0.9589,"provider_group":"provider_x","quality":0.9899,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":11.373,"max_latency_ms":144556,"minimum_quality":0.7401},"task":{"ambiguity":0.7058,"category":"review","complexity":0.4829,"consequence":0.5598,"evidence_need":0.9444,"family":"policy_compliance","input_tokens":680,"reversibility":0.4194,"risk":0.7234,"summary":"Audit a workflow for observability against explicit access requirements."},"workers":[{"credits_per_call":0.942,"id":"worker_a","p95_latency_ms":29795,"pass_rate":0.6181,"provider_group":"provider_z","quality":0.7144,"strengths":["coding","drafting","speed"]},{"credits_per_call":2.893,"id":"worker_b","p95_latency_ms":58235,"pass_rate":0.8,"provider_group":"provider_y","quality":0.8838,"strengths":["reasoning","review","writing"]},{"credits_per_call":13.971,"id":"worker_c","p95_latency_ms":89355,"pass_rate":0.9493,"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":18.367,"max_latency_ms":181889,"minimum_quality":0.8311},"task":{"ambiguity":0.6681,"category":"review","complexity":0.5432,"consequence":0.739,"evidence_need":0.6694,"family":"policy_compliance","input_tokens":4280,"reversibility":0.362,"risk":0.7958,"summary":"Audit a workflow for access control against explicit access requirements."},"workers":[{"credits_per_call":9.914,"id":"worker_a","p95_latency_ms":49308,"pass_rate":0.9686,"provider_group":"provider_z","quality":0.9897,"strengths":["drafting","implementation","reasoning","synthesis"]},{"credits_per_call":1.031,"id":"worker_b","p95_latency_ms":32211,"pass_rate":0.6192,"provider_group":"provider_y","quality":0.688,"strengths":["coding","drafting","speed"]},{"credits_per_call":2.992,"id":"worker_c","p95_latency_ms":77004,"pass_rate":0.7624,"provider_group":"provider_x","quality":0.898,"strengths":["drafting","reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":24.96,"max_latency_ms":184049,"minimum_quality":0.8471},"task":{"ambiguity":0.5826,"category":"coding","complexity":0.7023,"consequence":0.5776,"evidence_need":0.6239,"family":"migration_planning","input_tokens":3600,"reversibility":0.5145,"risk":0.4247,"summary":"Design compatibility testing for a usage metering schema migration."},"workers":[{"credits_per_call":1.179,"id":"worker_a","p95_latency_ms":25537,"pass_rate":0.5651,"provider_group":"provider_y","quality":0.7353,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.086,"id":"worker_b","p95_latency_ms":57477,"pass_rate":0.7444,"provider_group":"provider_x","quality":0.8735,"strengths":["coding","reasoning","review","writing"]},{"credits_per_call":13.731,"id":"worker_c","p95_latency_ms":54832,"pass_rate":0.995,"provider_group":"provider_z","quality":0.975,"strengths":["coding","implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":2.129,"max_latency_ms":40785,"minimum_quality":0.5342},"task":{"ambiguity":0.7101,"category":"coding","complexity":0.9088,"consequence":0.4613,"evidence_need":0.8292,"family":"migration_planning","input_tokens":2120,"reversibility":0.6363,"risk":0.6398,"summary":"Review a staged migration for private credentials and identify irreversible steps."},"workers":[{"credits_per_call":4.186,"id":"worker_a","p95_latency_ms":70820,"pass_rate":0.796,"provider_group":"provider_z","quality":0.8123,"strengths":["coding","reasoning","review","writing"]},{"credits_per_call":1.13,"id":"worker_b","p95_latency_ms":29062,"pass_rate":0.5675,"provider_group":"provider_x","quality":0.6825,"strengths":["coding","drafting","speed"]},{"credits_per_call":14.061,"id":"worker_c","p95_latency_ms":68628,"pass_rate":0.9939,"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":8.575,"max_latency_ms":76197,"minimum_quality":0.8466},"task":{"ambiguity":0.6509,"category":"review","complexity":0.5075,"consequence":0.5255,"evidence_need":0.6828,"family":"policy_compliance","input_tokens":6280,"reversibility":0.6443,"risk":0.6796,"summary":"Audit a workflow for deployment rollback against explicit access requirements."},"workers":[{"credits_per_call":3.283,"id":"worker_a","p95_latency_ms":44505,"pass_rate":0.7308,"provider_group":"provider_y","quality":0.814,"strengths":["drafting","reasoning","review","writing"]},{"credits_per_call":13.377,"id":"worker_b","p95_latency_ms":69719,"pass_rate":0.9843,"provider_group":"provider_x","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.176,"id":"worker_c","p95_latency_ms":24678,"pass_rate":0.5332,"provider_group":"provider_z","quality":0.7238,"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":16.832,"max_latency_ms":210848,"minimum_quality":0.9049},"task":{"ambiguity":0.4504,"category":"coding","complexity":0.8257,"consequence":0.7342,"evidence_need":0.5798,"family":"migration_planning","input_tokens":6120,"reversibility":0.5812,"risk":0.3894,"summary":"Plan a zero-downtime migration of webhook delivery with rollback checkpoints."},"workers":[{"credits_per_call":9.932,"id":"worker_a","p95_latency_ms":51863,"pass_rate":0.9451,"provider_group":"provider_x","quality":0.9539,"strengths":["coding","implementation","reasoning","synthesis"]},{"credits_per_call":3.933,"id":"worker_b","p95_latency_ms":78061,"pass_rate":0.7484,"provider_group":"provider_z","quality":0.8214,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.842,"id":"worker_c","p95_latency_ms":20899,"pass_rate":0.5046,"provider_group":"provider_y","quality":0.7228,"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":8.845,"max_latency_ms":127009,"minimum_quality":0.7693},"task":{"ambiguity":0.3198,"category":"coding","complexity":0.572,"consequence":0.821,"evidence_need":0.5717,"family":"migration_planning","input_tokens":1120,"reversibility":0.4542,"risk":0.6497,"summary":"Plan a zero-downtime migration of API-key rotation with rollback checkpoints."},"workers":[{"credits_per_call":3.157,"id":"worker_a","p95_latency_ms":80413,"pass_rate":0.7391,"provider_group":"provider_x","quality":0.8855,"strengths":["reasoning","review","writing"]},{"credits_per_call":14.755,"id":"worker_b","p95_latency_ms":64794,"pass_rate":0.995,"provider_group":"provider_y","quality":0.9279,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.148,"id":"worker_c","p95_latency_ms":19045,"pass_rate":0.5115,"provider_group":"provider_z","quality":0.766,"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":3.547,"max_latency_ms":38996,"minimum_quality":0.6099},"task":{"ambiguity":0.3893,"category":"analysis","complexity":0.631,"consequence":0.5904,"evidence_need":0.7265,"family":"performance_tuning","input_tokens":2040,"reversibility":0.8593,"risk":0.4153,"summary":"Choose between throughput and tail-latency changes for prompt caching."},"workers":[{"credits_per_call":11.798,"id":"worker_a","p95_latency_ms":58806,"pass_rate":0.995,"provider_group":"provider_y","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.213,"id":"worker_b","p95_latency_ms":32747,"pass_rate":0.4854,"provider_group":"provider_x","quality":0.6251,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.66,"id":"worker_c","p95_latency_ms":79001,"pass_rate":0.896,"provider_group":"provider_z","quality":0.9764,"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":2.387,"max_latency_ms":30223,"minimum_quality":0.4941},"task":{"ambiguity":0.7506,"category":"review","complexity":0.5562,"consequence":0.6791,"evidence_need":0.7733,"family":"policy_compliance","input_tokens":3680,"reversibility":0.5879,"risk":0.8395,"summary":"Audit a workflow for data retention against explicit access requirements."},"workers":[{"credits_per_call":0.983,"id":"worker_a","p95_latency_ms":28532,"pass_rate":0.4691,"provider_group":"provider_z","quality":0.7686,"strengths":["coding","drafting","speed"]},{"credits_per_call":4.132,"id":"worker_b","p95_latency_ms":76836,"pass_rate":0.752,"provider_group":"provider_x","quality":0.8468,"strengths":["reasoning","review","writing"]},{"credits_per_call":14.741,"id":"worker_c","p95_latency_ms":51512,"pass_rate":0.995,"provider_group":"provider_y","quality":0.9142,"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":15.112,"max_latency_ms":211908,"minimum_quality":0.8039},"task":{"ambiguity":0.3165,"category":"coding","complexity":0.5757,"consequence":0.7404,"evidence_need":0.6696,"family":"migration_planning","input_tokens":4200,"reversibility":0.6056,"risk":0.5562,"summary":"Review a staged migration for observability and identify irreversible steps."},"workers":[{"credits_per_call":3.917,"id":"worker_a","p95_latency_ms":51058,"pass_rate":0.7619,"provider_group":"provider_y","quality":0.8056,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.063,"id":"worker_b","p95_latency_ms":21416,"pass_rate":0.5646,"provider_group":"provider_z","quality":0.7814,"strengths":["coding","drafting","speed"]},{"credits_per_call":15.368,"id":"worker_c","p95_latency_ms":84882,"pass_rate":0.995,"provider_group":"provider_x","quality":0.995,"strengths":["coding","implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":3.751,"max_latency_ms":44166,"minimum_quality":0.7102},"task":{"ambiguity":0.4832,"category":"coding","complexity":0.7535,"consequence":0.7824,"evidence_need":0.696,"family":"migration_planning","input_tokens":3840,"reversibility":0.5404,"risk":0.5318,"summary":"Review a staged migration for observability and identify irreversible steps."},"workers":[{"credits_per_call":13.245,"id":"worker_a","p95_latency_ms":81409,"pass_rate":0.995,"provider_group":"provider_z","quality":0.9434,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.567,"id":"worker_b","p95_latency_ms":65125,"pass_rate":0.7946,"provider_group":"provider_y","quality":0.8521,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.133,"id":"worker_c","p95_latency_ms":24445,"pass_rate":0.6136,"provider_group":"provider_x","quality":0.7619,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":22.767,"max_latency_ms":173229,"minimum_quality":0.9239},"task":{"ambiguity":0.4481,"category":"coding","complexity":0.8268,"consequence":0.5265,"evidence_need":0.7461,"family":"migration_planning","input_tokens":6800,"reversibility":0.4647,"risk":0.7349,"summary":"Plan a zero-downtime migration of background jobs with rollback checkpoints."},"workers":[{"credits_per_call":3.987,"id":"worker_a","p95_latency_ms":66040,"pass_rate":0.8247,"provider_group":"provider_x","quality":0.8784,"strengths":["reasoning","review","writing"]},{"credits_per_call":12.644,"id":"worker_b","p95_latency_ms":61866,"pass_rate":0.9157,"provider_group":"provider_z","quality":0.9725,"strengths":["coding","implementation","reasoning","synthesis"]},{"credits_per_call":1.044,"id":"worker_c","p95_latency_ms":25237,"pass_rate":0.5656,"provider_group":"provider_y","quality":0.6929,"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":3.968,"max_latency_ms":34120,"minimum_quality":0.6617},"task":{"ambiguity":0.6971,"category":"review","complexity":0.5138,"consequence":0.7238,"evidence_need":0.814,"family":"policy_compliance","input_tokens":5480,"reversibility":0.3603,"risk":0.6589,"summary":"Identify evidence required before approving tenant-scoped caching for production."},"workers":[{"credits_per_call":14.788,"id":"worker_a","p95_latency_ms":92373,"pass_rate":0.9795,"provider_group":"provider_z","quality":0.97,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.158,"id":"worker_b","p95_latency_ms":24823,"pass_rate":0.5824,"provider_group":"provider_y","quality":0.8023,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.793,"id":"worker_c","p95_latency_ms":46331,"pass_rate":0.8253,"provider_group":"provider_x","quality":0.8969,"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":3.642,"max_latency_ms":30615,"minimum_quality":0.6564},"task":{"ambiguity":0.4697,"category":"coding","complexity":0.7851,"consequence":0.6998,"evidence_need":0.4538,"family":"migration_planning","input_tokens":2720,"reversibility":0.6459,"risk":0.3722,"summary":"Design compatibility testing for a OAuth callbacks schema migration."},"workers":[{"credits_per_call":11.878,"id":"worker_a","p95_latency_ms":55104,"pass_rate":0.9158,"provider_group":"provider_z","quality":0.995,"strengths":["coding","implementation","reasoning","synthesis"]},{"credits_per_call":4.062,"id":"worker_b","p95_latency_ms":73400,"pass_rate":0.8639,"provider_group":"provider_y","quality":0.82,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.819,"id":"worker_c","p95_latency_ms":28204,"pass_rate":0.5378,"provider_group":"provider_x","quality":0.8049,"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":16.898,"max_latency_ms":181609,"minimum_quality":0.792},"task":{"ambiguity":0.633,"category":"coding","complexity":0.7918,"consequence":0.8306,"evidence_need":0.6497,"family":"migration_planning","input_tokens":4680,"reversibility":0.3716,"risk":0.5445,"summary":"Review a staged migration for provider failover and identify irreversible steps."},"workers":[{"credits_per_call":3.465,"id":"worker_a","p95_latency_ms":57506,"pass_rate":0.8324,"provider_group":"provider_y","quality":0.8781,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.796,"id":"worker_b","p95_latency_ms":24605,"pass_rate":0.4924,"provider_group":"provider_z","quality":0.7453,"strengths":["coding","drafting","speed"]},{"credits_per_call":11.648,"id":"worker_c","p95_latency_ms":89986,"pass_rate":0.995,"provider_group":"provider_x","quality":0.9357,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":11.667,"max_latency_ms":255382,"minimum_quality":0.7674},"task":{"ambiguity":0.3983,"category":"review","complexity":0.7327,"consequence":0.95,"evidence_need":0.5573,"family":"policy_compliance","input_tokens":7360,"reversibility":0.389,"risk":0.6364,"summary":"Identify evidence required before approving observability for production."},"workers":[{"credits_per_call":0.983,"id":"worker_a","p95_latency_ms":28746,"pass_rate":0.5646,"provider_group":"provider_y","quality":0.7316,"strengths":["coding","drafting","speed"]},{"credits_per_call":13.206,"id":"worker_b","p95_latency_ms":73778,"pass_rate":0.995,"provider_group":"provider_z","quality":0.9288,"strengths":["drafting","implementation","reasoning","synthesis"]},{"credits_per_call":3.106,"id":"worker_c","p95_latency_ms":65796,"pass_rate":0.8429,"provider_group":"provider_x","quality":0.885,"strengths":["drafting","reasoning","review","writing"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":11.574,"max_latency_ms":160942,"minimum_quality":0.8154},"task":{"ambiguity":0.5227,"category":"review","complexity":0.7033,"consequence":0.5608,"evidence_need":0.6274,"family":"policy_compliance","input_tokens":5520,"reversibility":0.5526,"risk":0.744,"summary":"Audit a workflow for prompt caching against explicit access requirements."},"workers":[{"credits_per_call":1.209,"id":"worker_a","p95_latency_ms":23145,"pass_rate":0.5896,"provider_group":"provider_z","quality":0.7986,"strengths":["coding","drafting","speed"]},{"credits_per_call":11.463,"id":"worker_b","p95_latency_ms":88734,"pass_rate":0.9161,"provider_group":"provider_y","quality":0.9336,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":4.21,"id":"worker_c","p95_latency_ms":80978,"pass_rate":0.858,"provider_group":"provider_x","quality":0.8002,"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":2.447,"max_latency_ms":28402,"minimum_quality":0.6679},"task":{"ambiguity":0.3716,"category":"coding","complexity":0.9438,"consequence":0.4324,"evidence_need":0.7594,"family":"migration_planning","input_tokens":4720,"reversibility":0.471,"risk":0.4615,"summary":"Plan a zero-downtime migration of streaming inference with rollback checkpoints."},"workers":[{"credits_per_call":14.588,"id":"worker_a","p95_latency_ms":52707,"pass_rate":0.995,"provider_group":"provider_x","quality":0.9142,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.114,"id":"worker_b","p95_latency_ms":21661,"pass_rate":0.5004,"provider_group":"provider_y","quality":0.7956,"strengths":["coding","drafting","speed"]},{"credits_per_call":2.782,"id":"worker_c","p95_latency_ms":60005,"pass_rate":0.7817,"provider_group":"provider_z","quality":0.8439,"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":2.375,"max_latency_ms":55072,"minimum_quality":0.6601},"task":{"ambiguity":0.7465,"category":"review","complexity":0.8322,"consequence":0.6779,"evidence_need":0.7252,"family":"policy_compliance","input_tokens":440,"reversibility":0.3911,"risk":0.4763,"summary":"Identify evidence required before approving deployment rollback for production."},"workers":[{"credits_per_call":0.9,"id":"worker_a","p95_latency_ms":31709,"pass_rate":0.5641,"provider_group":"provider_z","quality":0.7629,"strengths":["coding","drafting","speed"]},{"credits_per_call":4.237,"id":"worker_b","p95_latency_ms":76323,"pass_rate":0.7529,"provider_group":"provider_x","quality":0.8917,"strengths":["drafting","reasoning","review","writing"]},{"credits_per_call":11.558,"id":"worker_c","p95_latency_ms":86685,"pass_rate":0.995,"provider_group":"provider_y","quality":0.9548,"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":25.489,"max_latency_ms":182405,"minimum_quality":0.7861},"task":{"ambiguity":0.4609,"category":"review","complexity":0.7442,"consequence":0.8443,"evidence_need":0.7325,"family":"policy_compliance","input_tokens":3120,"reversibility":0.484,"risk":0.7849,"summary":"Audit a workflow for deployment rollback against explicit access requirements."},"workers":[{"credits_per_call":13.846,"id":"worker_a","p95_latency_ms":69775,"pass_rate":0.995,"provider_group":"provider_z","quality":0.9381,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":4.208,"id":"worker_b","p95_latency_ms":56726,"pass_rate":0.7316,"provider_group":"provider_x","quality":0.8864,"strengths":["reasoning","review","writing"]},{"credits_per_call":0.79,"id":"worker_c","p95_latency_ms":19860,"pass_rate":0.5066,"provider_group":"provider_y","quality":0.7097,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":1.985,"max_latency_ms":36939,"minimum_quality":0.5581},"task":{"ambiguity":0.4278,"category":"analysis","complexity":0.822,"consequence":0.5638,"evidence_need":0.3682,"family":"performance_tuning","input_tokens":7640,"reversibility":0.5625,"risk":0.231,"summary":"Review a proposed optimization for prompt caching for hidden regressions."},"workers":[{"credits_per_call":4.245,"id":"worker_a","p95_latency_ms":72021,"pass_rate":0.8378,"provider_group":"provider_z","quality":0.9616,"strengths":["reasoning","review","writing"]},{"credits_per_call":14.373,"id":"worker_b","p95_latency_ms":82811,"pass_rate":0.995,"provider_group":"provider_x","quality":0.9883,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":1.189,"id":"worker_c","p95_latency_ms":19028,"pass_rate":0.4898,"provider_group":"provider_y","quality":0.637,"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":16.841,"max_latency_ms":199439,"minimum_quality":0.8237},"task":{"ambiguity":0.6427,"category":"analysis","complexity":0.7267,"consequence":0.6614,"evidence_need":0.3304,"family":"performance_tuning","input_tokens":4120,"reversibility":0.7203,"risk":0.5106,"summary":"Review a proposed optimization for tenant-scoped caching for hidden regressions."},"workers":[{"credits_per_call":1.078,"id":"worker_a","p95_latency_ms":18353,"pass_rate":0.3947,"provider_group":"provider_x","quality":0.637,"strengths":["coding","drafting","reasoning","speed"]},{"credits_per_call":3.07,"id":"worker_b","p95_latency_ms":57088,"pass_rate":0.9275,"provider_group":"provider_z","quality":0.9704,"strengths":["reasoning","review","writing"]},{"credits_per_call":11.295,"id":"worker_c","p95_latency_ms":89551,"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":2.995,"max_latency_ms":37084,"minimum_quality":0.735},"task":{"ambiguity":0.449,"category":"coding","complexity":0.8463,"consequence":0.575,"evidence_need":0.7559,"family":"migration_planning","input_tokens":3800,"reversibility":0.4705,"risk":0.5742,"summary":"Design compatibility testing for a OAuth callbacks schema migration."},"workers":[{"credits_per_call":1.091,"id":"worker_a","p95_latency_ms":20674,"pass_rate":0.605,"provider_group":"provider_y","quality":0.7229,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.639,"id":"worker_b","p95_latency_ms":47929,"pass_rate":0.8667,"provider_group":"provider_z","quality":0.8055,"strengths":["reasoning","review","writing"]},{"credits_per_call":12.054,"id":"worker_c","p95_latency_ms":80074,"pass_rate":0.995,"provider_group":"provider_x","quality":0.9389,"strengths":["implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":21.896,"max_latency_ms":165054,"minimum_quality":0.7934},"task":{"ambiguity":0.5394,"category":"coding","complexity":0.8562,"consequence":0.4093,"evidence_need":0.4336,"family":"migration_planning","input_tokens":240,"reversibility":0.5705,"risk":0.6983,"summary":"Plan a zero-downtime migration of streaming inference with rollback checkpoints."},"workers":[{"credits_per_call":0.902,"id":"worker_a","p95_latency_ms":24404,"pass_rate":0.5862,"provider_group":"provider_z","quality":0.7868,"strengths":["coding","drafting","speed"]},{"credits_per_call":2.903,"id":"worker_b","p95_latency_ms":65609,"pass_rate":0.8448,"provider_group":"provider_y","quality":0.8386,"strengths":["reasoning","review","writing"]},{"credits_per_call":14.263,"id":"worker_c","p95_latency_ms":51174,"pass_rate":0.995,"provider_group":"provider_x","quality":0.995,"strengths":["coding","implementation","reasoning","synthesis"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":2,"max_credits":3.001,"max_latency_ms":48682,"minimum_quality":0.7049},"task":{"ambiguity":0.7394,"category":"analysis","complexity":0.494,"consequence":0.3265,"evidence_need":0.7481,"family":"performance_tuning","input_tokens":6000,"reversibility":0.6173,"risk":0.5742,"summary":"Choose between throughput and tail-latency changes for rate limiting."},"workers":[{"credits_per_call":12.872,"id":"worker_a","p95_latency_ms":76842,"pass_rate":0.995,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":4.266,"id":"worker_b","p95_latency_ms":74996,"pass_rate":0.8743,"provider_group":"provider_y","quality":0.9179,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.172,"id":"worker_c","p95_latency_ms":24985,"pass_rate":0.4818,"provider_group":"provider_x","quality":0.7274,"strengths":["coding","drafting","reasoning","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":3,"max_credits":18.593,"max_latency_ms":215712,"minimum_quality":0.8074},"task":{"ambiguity":0.6331,"category":"coding","complexity":0.9217,"consequence":0.5821,"evidence_need":0.4551,"family":"migration_planning","input_tokens":5760,"reversibility":0.5641,"risk":0.5768,"summary":"Plan a zero-downtime migration of webhook delivery with rollback checkpoints."},"workers":[{"credits_per_call":0.863,"id":"worker_a","p95_latency_ms":27319,"pass_rate":0.5965,"provider_group":"provider_x","quality":0.7207,"strengths":["coding","drafting","speed"]},{"credits_per_call":11.962,"id":"worker_b","p95_latency_ms":83361,"pass_rate":0.8899,"provider_group":"provider_z","quality":0.9592,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.68,"id":"worker_c","p95_latency_ms":59815,"pass_rate":0.8019,"provider_group":"provider_y","quality":0.9164,"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":26.846,"max_latency_ms":218050,"minimum_quality":0.9249},"task":{"ambiguity":0.4931,"category":"review","complexity":0.8199,"consequence":0.5516,"evidence_need":0.8602,"family":"policy_compliance","input_tokens":3160,"reversibility":0.3799,"risk":0.6662,"summary":"Audit a workflow for background jobs against explicit access requirements."},"workers":[{"credits_per_call":13.97,"id":"worker_a","p95_latency_ms":71055,"pass_rate":0.8954,"provider_group":"provider_x","quality":0.9715,"strengths":["drafting","implementation","reasoning","synthesis"]},{"credits_per_call":4.011,"id":"worker_b","p95_latency_ms":71566,"pass_rate":0.7581,"provider_group":"provider_z","quality":0.8865,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.22,"id":"worker_c","p95_latency_ms":32629,"pass_rate":0.5385,"provider_group":"provider_y","quality":0.7706,"strengths":["coding","drafting","speed"]}]}
OUTPUT_SCHEMA={"access":{"finalizer":[],"reviewer":[],"writer":[]},"estimated_credits":"number","estimated_latency_ms":"integer","estimated_pass_rate":"number","estimated_quality":"number","finalizer":"worker id|null","independent_verification":"boolean","max_calls":"integer","max_credits":"number","max_latency_ms":"integer","policy":"lean|balanced|strict","reason_codes":["bounded machine-readable codes"],"reviewer":"worker id|null","writer":"worker id"}
OUTPUT=


Prompt:
You are the Dot Loom conductor. Select the highest-utility execution plan that obeys all hard call, credit, and latency limits. Use cheap workers when sufficient. Require an independent provider when consequences and verification needs justify it. Return exactly one compact JSON object and no prose.
INPUT={"constraints":{"max_calls":1,"max_credits":1.736,"max_latency_ms":27789,"minimum_quality":0.5312},"task":{"ambiguity":0.3472,"category":"analysis","complexity":0.6235,"consequence":0.6374,"evidence_need":0.5729,"family":"performance_tuning","input_tokens":2040,"reversibility":0.7765,"risk":0.2486,"summary":"Review a proposed optimization for rate limiting for hidden regressions."},"workers":[{"credits_per_call":10.944,"id":"worker_a","p95_latency_ms":77224,"pass_rate":0.9942,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.732,"id":"worker_b","p95_latency_ms":64339,"pass_rate":0.8693,"provider_group":"provider_x","quality":0.8843,"strengths":["reasoning","review","writing"]},{"credits_per_call":1.134,"id":"worker_c","p95_latency_ms":22125,"pass_rate":0.4275,"provider_group":"provider_y","quality":0.6147,"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":20.751,"max_latency_ms":235176,"minimum_quality":0.8811},"task":{"ambiguity":0.4156,"category":"analysis","complexity":0.8355,"consequence":0.5771,"evidence_need":0.6264,"family":"performance_tuning","input_tokens":4280,"reversibility":0.6941,"risk":0.5854,"summary":"Review a proposed optimization for credit reservation for hidden regressions."},"workers":[{"credits_per_call":1.138,"id":"worker_a","p95_latency_ms":28743,"pass_rate":0.5515,"provider_group":"provider_x","quality":0.6688,"strengths":["coding","drafting","speed"]},{"credits_per_call":10.26,"id":"worker_b","p95_latency_ms":60703,"pass_rate":0.995,"provider_group":"provider_z","quality":0.995,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.773,"id":"worker_c","p95_latency_ms":82059,"pass_rate":0.8909,"provider_group":"provider_y","quality":0.9523,"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":4.98,"max_latency_ms":201465,"minimum_quality":0.722},"task":{"ambiguity":0.6985,"category":"coding","complexity":0.7086,"consequence":0.7047,"evidence_need":0.843,"family":"migration_planning","input_tokens":1440,"reversibility":0.5898,"risk":0.3902,"summary":"Review a staged migration for private credentials and identify irreversible steps."},"workers":[{"credits_per_call":2.835,"id":"worker_a","p95_latency_ms":47290,"pass_rate":0.8425,"provider_group":"provider_x","quality":0.7977,"strengths":["coding","reasoning","review","writing"]},{"credits_per_call":1.217,"id":"worker_b","p95_latency_ms":17994,"pass_rate":0.4796,"provider_group":"provider_z","quality":0.6971,"strengths":["coding","drafting","speed"]},{"credits_per_call":11.291,"id":"worker_c","p95_latency_ms":87477,"pass_rate":0.995,"provider_group":"provider_y","quality":0.9532,"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":24.248,"max_latency_ms":180786,"minimum_quality":0.8838},"task":{"ambiguity":0.6363,"category":"analysis","complexity":0.7825,"consequence":0.4501,"evidence_need":0.6145,"family":"performance_tuning","input_tokens":2600,"reversibility":0.8997,"risk":0.2326,"summary":"Review a proposed optimization for prompt caching for hidden regressions."},"workers":[{"credits_per_call":0.843,"id":"worker_a","p95_latency_ms":28943,"pass_rate":0.547,"provider_group":"provider_y","quality":0.7219,"strengths":["coding","drafting","speed"]},{"credits_per_call":3.356,"id":"worker_b","p95_latency_ms":66978,"pass_rate":0.793,"provider_group":"provider_z","quality":0.9819,"strengths":["reasoning","review","writing"]},{"credits_per_call":15.181,"id":"worker_c","p95_latency_ms":51712,"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":23.693,"max_latency_ms":195162,"minimum_quality":0.8416},"task":{"ambiguity":0.5902,"category":"review","complexity":0.4332,"consequence":0.5838,"evidence_need":0.8043,"family":"policy_compliance","input_tokens":1120,"reversibility":0.6743,"risk":0.7143,"summary":"Audit a workflow for credit reservation against explicit access requirements."},"workers":[{"credits_per_call":0.841,"id":"worker_a","p95_latency_ms":26966,"pass_rate":0.4902,"provider_group":"provider_x","quality":0.7685,"strengths":["coding","drafting","speed"]},{"credits_per_call":12.982,"id":"worker_b","p95_latency_ms":80896,"pass_rate":0.9142,"provider_group":"provider_y","quality":0.953,"strengths":["implementation","reasoning","synthesis"]},{"credits_per_call":3.296,"id":"worker_c","p95_latency_ms":45768,"pass_rate":0.7397,"provider_group":"provider_z","quality":0.8475,"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=