{"server":"com.computesage/stackbench","count":5,"tools":[{"name":"check_deployment_fit","title":null,"description":"$0.01 USDC on Base mainnet: check model/configuration fit against bounded StackBench capacity evidence.","input_schema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","required":["model","hardware_system","context_length"],"properties":{"model":{"type":"string","maxLength":200,"minLength":1},"engine":{"anyOf":[{"type":"string","maxLength":120,"minLength":1},{"type":"null"}]},"concurrency":{"type":"integer","default":1,"maximum":9007199254740991,"exclusiveMinimum":0},"max_evidence":{"type":"integer","default":12,"maximum":50,"minimum":1},"quantization":{"anyOf":[{"type":"string","maxLength":120,"minLength":1},{"type":"null"}]},"context_length":{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},"hardware_system":{"type":"string","maxLength":200,"minLength":1}},"additionalProperties":false},"output_schema":{"type":"object","oneOf":[{"type":"object","required":["status","result","payment_receipt"],"properties":{"result":{"type":"object","required":["model","hardware_system","quantization","engine","context_length","concurrency","fit_probability","confidence_score","confidence_label","known_successes","known_capacity_failures","predicted_peak_memory_bytes","available_accelerator_memory_bytes","method","caveats","evidence"],"properties":{"model":{"type":"string","maxLength":500},"engine":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"method":{"type":"string","maxLength":500},"caveats":{"type":"array","items":{"type":"string","maxLength":500},"maxItems":20},"evidence":{"type":"array","items":{"type":"object","required":["experiment_id","status","fit_outcome","context_length","concurrency","evidence_grade","verification_status","source_name","source_url","distance_score","evidence_weight","peak_vram_bytes","peak_ram_bytes","failure_categories","source_type","source_key","publication_status","visibility","commercial_use_allowed","redistribution_allowed","attribution_required","publication_caveat","quality_flags","notes","provenance_label"],"properties":{"notes":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"status":{"type":"string","maxLength":500},"source_key":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"source_url":{"anyOf":[{"type":"string","format":"uri","maxLength":500},{"type":"null"}]},"visibility":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"concurrency":{"type":"integer","maximum":9007199254740991,"minimum":-9007199254740991},"fit_outcome":{"enum":["success","capacity_failure","other_failure","unknown"],"type":"string"},"source_name":{"type":"string","maxLength":500},"source_type":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"experiment_id":{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},"quality_flags":{"type":"array","items":{"type":"string","maxLength":500},"maxItems":20},"context_length":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":-9007199254740991},{"type":"null"}]},"distance_score":{"type":"number"},"evidence_grade":{"type":"string","maxLength":500},"peak_ram_bytes":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]},"evidence_weight":{"type":"number"},"peak_vram_bytes":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]},"provenance_label":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"failure_categories":{"type":"array","items":{"type":"string","maxLength":500},"maxItems":20},"publication_caveat":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"publication_status":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"verification_status":{"type":"string","maxLength":500},"attribution_required":{"anyOf":[{"type":"boolean"},{"type":"null"}]},"commercial_use_allowed":{"anyOf":[{"type":"boolean"},{"type":"null"}]},"redistribution_allowed":{"anyOf":[{"type":"boolean"},{"type":"null"}]}},"additionalProperties":false},"maxItems":12},"concurrency":{"type":"integer","maximum":9007199254740991,"minimum":-9007199254740991},"quantization":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"context_length":{"type":"integer","maximum":9007199254740991,"minimum":-9007199254740991},"fit_probability":{"type":"number"},"hardware_system":{"type":"string","maxLength":500},"known_successes":{"type":"integer","maximum":9007199254740991,"minimum":0},"confidence_label":{"type":"string","maxLength":500},"confidence_score":{"type":"number"},"known_capacity_failures":{"type":"integer","maximum":9007199254740991,"minimum":0},"predicted_peak_memory_bytes":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]},"available_accelerator_memory_bytes":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]}},"additionalProperties":false},"status":{"type":"string","const":"ok"},"payment_receipt":{"anyOf":[{"type":"object","required":["x402_version","scheme","amount","decimals","transaction","payer","pay_to","verified","settled","network","asset"],"properties":{"asset":{"type":"string","const":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913"},"payer":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"amount":{"type":"string","pattern":"^\\d+$"},"pay_to":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"scheme":{"type":"string","const":"exact"},"network":{"type":"string","const":"eip155:8453"},"settled":{"type":"boolean","const":true},"decimals":{"type":"number","const":6},"verified":{"type":"boolean","const":true},"transaction":{"type":"string","pattern":"^0x[0-9a-fA-F]{64}$"},"x402_version":{"type":"number","const":2}},"additionalProperties":false},{"type":"object","required":["x402_version","scheme","amount","decimals","transaction","payer","pay_to","verified","settled","network","asset"],"properties":{"asset":{"type":"string","const":"0x036CbD53842c5426634e7929541eC2318f3dCF7e"},"payer":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"amount":{"type":"string","pattern":"^\\d+$"},"pay_to":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"scheme":{"type":"string","const":"exact"},"network":{"type":"string","const":"eip155:84532"},"settled":{"type":"boolean","const":true},"decimals":{"type":"number","const":6},"verified":{"type":"boolean","const":true},"transaction":{"type":"string","pattern":"^0x[0-9a-fA-F]{64}$"},"x402_version":{"type":"number","const":2}},"additionalProperties":false}]},"ledger_reconciliation":{"enum":["settled","pending"],"type":"string"}},"additionalProperties":false},{"type":"object","required":["status","result","error_code","message","payment_receipt"],"properties":{"result":{"type":"null"},"status":{"type":"string","const":"unavailable"},"message":{"type":"string","maxLength":500},"error_code":{"enum":["backend_not_configured","backend_unavailable","backend_error","backend_invalid_response"],"type":"string"},"payment_receipt":{"anyOf":[{"anyOf":[{"type":"object","required":["x402_version","scheme","amount","decimals","transaction","payer","pay_to","verified","settled","network","asset"],"properties":{"asset":{"type":"string","const":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913"},"payer":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"amount":{"type":"string","pattern":"^\\d+$"},"pay_to":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"scheme":{"type":"string","const":"exact"},"network":{"type":"string","const":"eip155:8453"},"settled":{"type":"boolean","const":true},"decimals":{"type":"number","const":6},"verified":{"type":"boolean","const":true},"transaction":{"type":"string","pattern":"^0x[0-9a-fA-F]{64}$"},"x402_version":{"type":"number","const":2}},"additionalProperties":false},{"type":"object","required":["x402_version","scheme","amount","decimals","transaction","payer","pay_to","verified","settled","network","asset"],"properties":{"asset":{"type":"string","const":"0x036CbD53842c5426634e7929541eC2318f3dCF7e"},"payer":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"amount":{"type":"string","pattern":"^\\d+$"},"pay_to":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"scheme":{"type":"string","const":"exact"},"network":{"type":"string","const":"eip155:84532"},"settled":{"type":"boolean","const":true},"decimals":{"type":"number","const":6},"verified":{"type":"boolean","const":true},"transaction":{"type":"string","pattern":"^0x[0-9a-fA-F]{64}$"},"x402_version":{"type":"number","const":2}},"additionalProperties":false}]},{"type":"null"}]},"ledger_reconciliation":{"enum":["settled","pending"],"type":"string"}},"additionalProperties":false},{"type":"object","required":["status","result","error_code","message","payment_receipt"],"properties":{"result":{"type":"null"},"status":{"type":"string","const":"error"},"message":{"type":"string","maxLength":500},"error_code":{"enum":["backend_not_configured","backend_unavailable","backend_error","backend_invalid_response"],"type":"string"},"payment_receipt":{"anyOf":[{"anyOf":[{"type":"object","required":["x402_version","scheme","amount","decimals","transaction","payer","pay_to","verified","settled","network","asset"],"properties":{"asset":{"type":"string","const":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913"},"payer":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"amount":{"type":"string","pattern":"^\\d+$"},"pay_to":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"scheme":{"type":"string","const":"exact"},"network":{"type":"string","const":"eip155:8453"},"settled":{"type":"boolean","const":true},"decimals":{"type":"number","const":6},"verified":{"type":"boolean","const":true},"transaction":{"type":"string","pattern":"^0x[0-9a-fA-F]{64}$"},"x402_version":{"type":"number","const":2}},"additionalProperties":false},{"type":"object","required":["x402_version","scheme","amount","decimals","transaction","payer","pay_to","verified","settled","network","asset"],"properties":{"asset":{"type":"string","const":"0x036CbD53842c5426634e7929541eC2318f3dCF7e"},"payer":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"amount":{"type":"string","pattern":"^\\d+$"},"pay_to":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"scheme":{"type":"string","const":"exact"},"network":{"type":"string","const":"eip155:84532"},"settled":{"type":"boolean","const":true},"decimals":{"type":"number","const":6},"verified":{"type":"boolean","const":true},"transaction":{"type":"string","pattern":"^0x[0-9a-fA-F]{64}$"},"x402_version":{"type":"number","const":2}},"additionalProperties":false}]},{"type":"null"}]},"ledger_reconciliation":{"enum":["settled","pending"],"type":"string"}},"additionalProperties":false}],"$schema":"https://json-schema.org/draft/2020-12/schema"},"annotations":{"readOnlyHint":true,"openWorldHint":false,"idempotentHint":true,"destructiveHint":false},"source":"probe","observed_at":"2026-10-19T22:46:28.224Z"},{"name":"generate_launch_config","title":null,"description":"$0.50 USDC: generate deterministic vLLM or llama.cpp launch templates from an exact StackBench recommendation without claiming a launch occurred.","input_schema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","required":["runtime","model","hardware_system","prompt_tokens"],"properties":{"model":{"type":"string","maxLength":240,"minLength":1},"runtime":{"enum":["vllm","llama.cpp"],"type":"string"},"objective":{"enum":["balanced","maximize_decode","maximize_prefill","minimize_vram","minimize_power","minimize_capex","minimize_tco","maximize_decode_per_dollar","maximize_prefill_per_dollar"],"type":"string","default":"balanced"},"batch_size":{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},"concurrency":{"type":"integer","default":1,"maximum":9007199254740991,"exclusiveMinimum":0},"ubatch_size":{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},"quantization":{"anyOf":[{"type":"string","maxLength":240,"minLength":1},{"type":"null"}]},"prompt_tokens":{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},"engine_version":{"anyOf":[{"type":"string","maxLength":240,"minLength":1},{"type":"null"}]},"evidence_policy":{"enum":["verified_only","include_public","all"],"type":"string","default":"include_public"},"flash_attention":{"anyOf":[{"type":"boolean"},{"type":"null"}]},"hardware_system":{"type":"string","maxLength":240,"minLength":1},"constraint_policy":{"enum":["point_estimate","conservative"],"type":"string","default":"point_estimate"},"maximum_vram_bytes":{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},"maximum_power_watts":{"type":"number","exclusiveMinimum":0},"candidate_kv_formats":{"anyOf":[{"type":"array","items":{"type":"string","maxLength":120},"maxItems":20},{"type":"null"}]},"decode_context_depth":{"type":"integer","maximum":9007199254740991,"minimum":0},"minimum_decode_tok_s":{"type":"number","exclusiveMinimum":0},"minimum_prefill_tok_s":{"type":"number","exclusiveMinimum":0}},"additionalProperties":false},"output_schema":{"type":"object","oneOf":[{"type":"object","required":["status","result","error_code","message","payment_receipt"],"properties":{"result":{"type":"object","required":["runtime","candidate","settings","environment_placeholders","commands","omitted_settings","caveats","evidence","evidence_experiment_ids"],"properties":{"caveats":{"type":"array","items":{"type":"string","maxLength":500},"maxItems":40},"runtime":{"enum":["vllm","llama.cpp"],"type":"string"},"commands":{"type":"object","required":["runtime","docker","compose_yaml"],"properties":{"docker":{"type":"string","maxLength":500},"runtime":{"type":"string","maxLength":500},"compose_yaml":{"type":"string","maxLength":12000,"minLength":1}},"additionalProperties":false},"evidence":{"type":"array","items":{"type":"object","required":["experiment_id","protocol","protocol_version","prompt_tokens","decode_context_depth","evidence_grade","verification_status","source_name","model_variant_id","model_artifact_sha256","source_url","source_key","status","publication_status","visibility","commercial_use_allowed","redistribution_allowed","attribution_required","publication_caveat","distance_score","evidence_weight","prefill_tok_s","prefill_tok_s_stddev","decode_tok_s","decode_tok_s_stddev","peak_vram_bytes","avg_power_watts","quality_flags","notes","legacy","provenance_label","missing_metrics","effective_prefill_tok_s","effective_prefill_method","quality"],"properties":{"notes":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"legacy":{"type":"boolean"},"status":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"quality":{"type":"object","required":["coverage","unavailable_reason","authority"],"properties":{"coverage":{"enum":["exact_variant","estimated_variant","canonical_model_proxy","unavailable"],"type":"string"},"authority":{"enum":["exact","estimated","proxy","unavailable"],"type":"string"},"unavailable_reason":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]}},"additionalProperties":false},"protocol":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"source_key":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"source_url":{"anyOf":[{"type":"string","format":"uri","maxLength":500},{"type":"null"}]},"visibility":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"source_name":{"type":"string","maxLength":500},"decode_tok_s":{"anyOf":[{"type":"number"},{"type":"null"}]},"experiment_id":{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},"prefill_tok_s":{"anyOf":[{"type":"number"},{"type":"null"}]},"prompt_tokens":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]},"quality_flags":{"type":"array","items":{"type":"string","maxLength":500},"maxItems":20},"distance_score":{"type":"number"},"evidence_grade":{"type":"string","maxLength":500},"avg_power_watts":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"evidence_weight":{"type":"number"},"missing_metrics":{"type":"array","items":{"enum":["prefill_tok_s","decode_tok_s","peak_vram_bytes","avg_power_watts"],"type":"string"},"maxItems":4},"peak_vram_bytes":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]},"model_variant_id":{"anyOf":[{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},{"type":"null"}]},"protocol_version":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]},"provenance_label":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"publication_caveat":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"publication_status":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"decode_tok_s_stddev":{"anyOf":[{"type":"number"},{"type":"null"}]},"verification_status":{"type":"string","maxLength":500},"attribution_required":{"anyOf":[{"type":"boolean"},{"type":"null"}]},"decode_context_depth":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]},"prefill_tok_s_stddev":{"anyOf":[{"type":"number"},{"type":"null"}]},"model_artifact_sha256":{"anyOf":[{"type":"string","pattern":"^[0-9a-fA-F]{64}$"},{"type":"null"}]},"commercial_use_allowed":{"anyOf":[{"type":"boolean"},{"type":"null"}]},"redistribution_allowed":{"anyOf":[{"type":"boolean"},{"type":"null"}]},"effective_prefill_tok_s":{"anyOf":[{"type":"number"},{"type":"null"}]},"effective_prefill_method":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]}},"additionalProperties":false},"maxItems":12,"minItems":1},"settings":{"type":"array","items":{"type":"object","required":["name","value","classification","reason","evidence_ids"],"properties":{"name":{"type":"string","pattern":"^[a-z][a-z0-9_]*$","maxLength":80},"value":{"anyOf":[{"anyOf":[{"type":"string"},{"type":"number"},{"type":"boolean"}]},{"type":"null"}]},"reason":{"type":"string","maxLength":500},"evidence_ids":{"type":"array","items":{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},"maxItems":12},"classification":{"enum":["evidence_backed","policy_default","unknown"],"type":"string"}},"additionalProperties":false},"maxItems":40,"minItems":16},"candidate":{"type":"object","required":["rank","recommendation_id","model","hardware_system","engine","engine_version","evidence_geometry","confidence_score","confidence_label"],"properties":{"rank":{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},"model":{"type":"string","maxLength":500},"engine":{"type":"string","maxLength":500},"engine_version":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"hardware_system":{"type":"string","maxLength":500},"confidence_label":{"type":"string","maxLength":500},"confidence_score":{"type":"number"},"evidence_geometry":{"type":"string","maxLength":500},"recommendation_id":{"anyOf":[{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},{"type":"null"}]}},"additionalProperties":false},"omitted_settings":{"type":"array","items":{"type":"string","maxLength":500},"maxItems":40},"evidence_experiment_ids":{"type":"array","items":{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},"maxItems":12,"minItems":1},"environment_placeholders":{"type":"array","items":{"type":"object","required":["name"],"properties":{"name":{"type":"string","pattern":"^[A-Z][A-Z0-9_]{0,31}$"}},"additionalProperties":false},"maxItems":4,"minItems":1}},"additionalProperties":false},"status":{"type":"string","const":"ok"},"message":{"type":"string","maxLength":500},"error_code":{"type":"null"},"payment_receipt":{"anyOf":[{"type":"object","required":["x402_version","scheme","amount","decimals","transaction","payer","pay_to","verified","settled","network","asset"],"properties":{"asset":{"type":"string","const":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913"},"payer":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"amount":{"type":"string","pattern":"^\\d+$"},"pay_to":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"scheme":{"type":"string","const":"exact"},"network":{"type":"string","const":"eip155:8453"},"settled":{"type":"boolean","const":true},"decimals":{"type":"number","const":6},"verified":{"type":"boolean","const":true},"transaction":{"type":"string","pattern":"^0x[0-9a-fA-F]{64}$"},"x402_version":{"type":"number","const":2}},"additionalProperties":false},{"type":"object","required":["x402_version","scheme","amount","decimals","transaction","payer","pay_to","verified","settled","network","asset"],"properties":{"asset":{"type":"string","const":"0x036CbD53842c5426634e7929541eC2318f3dCF7e"},"payer":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"amount":{"type":"string","pattern":"^\\d+$"},"pay_to":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"scheme":{"type":"string","const":"exact"},"network":{"type":"string","const":"eip155:84532"},"settled":{"type":"boolean","const":true},"decimals":{"type":"number","const":6},"verified":{"type":"boolean","const":true},"transaction":{"type":"string","pattern":"^0x[0-9a-fA-F]{64}$"},"x402_version":{"type":"number","const":2}},"additionalProperties":false}]},"ledger_reconciliation":{"enum":["settled","pending"],"type":"string"}},"additionalProperties":false},{"type":"object","required":["status","result","error_code","message","payment_receipt"],"properties":{"result":{"type":"null"},"status":{"type":"string","const":"no_result"},"message":{"type":"string","maxLength":500},"error_code":{"type":"string","pattern":"^[a-z0-9][a-z0-9_.-]{0,119}$"},"payment_receipt":{"anyOf":[{"anyOf":[{"type":"object","required":["x402_version","scheme","amount","decimals","transaction","payer","pay_to","verified","settled","network","asset"],"properties":{"asset":{"type":"string","const":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913"},"payer":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"amount":{"type":"string","pattern":"^\\d+$"},"pay_to":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"scheme":{"type":"string","const":"exact"},"network":{"type":"string","const":"eip155:8453"},"settled":{"type":"boolean","const":true},"decimals":{"type":"number","const":6},"verified":{"type":"boolean","const":true},"transaction":{"type":"string","pattern":"^0x[0-9a-fA-F]{64}$"},"x402_version":{"type":"number","const":2}},"additionalProperties":false},{"type":"object","required":["x402_version","scheme","amount","decimals","transaction","payer","pay_to","verified","settled","network","asset"],"properties":{"asset":{"type":"string","const":"0x036CbD53842c5426634e7929541eC2318f3dCF7e"},"payer":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"amount":{"type":"string","pattern":"^\\d+$"},"pay_to":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"scheme":{"type":"string","const":"exact"},"network":{"type":"string","const":"eip155:84532"},"settled":{"type":"boolean","const":true},"decimals":{"type":"number","const":6},"verified":{"type":"boolean","const":true},"transaction":{"type":"string","pattern":"^0x[0-9a-fA-F]{64}$"},"x402_version":{"type":"number","const":2}},"additionalProperties":false}]},{"type":"null"}]},"ledger_reconciliation":{"enum":["settled","pending"],"type":"string"}},"additionalProperties":false},{"type":"object","required":["status","result","error_code","message","payment_receipt"],"properties":{"result":{"type":"null"},"status":{"type":"string","const":"unsupported"},"message":{"type":"string","maxLength":500},"error_code":{"type":"string","pattern":"^[a-z0-9][a-z0-9_.-]{0,119}$"},"payment_receipt":{"anyOf":[{"anyOf":[{"type":"object","required":["x402_version","scheme","amount","decimals","transaction","payer","pay_to","verified","settled","network","asset"],"properties":{"asset":{"type":"string","const":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913"},"payer":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"amount":{"type":"string","pattern":"^\\d+$"},"pay_to":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"scheme":{"type":"string","const":"exact"},"network":{"type":"string","const":"eip155:8453"},"settled":{"type":"boolean","const":true},"decimals":{"type":"number","const":6},"verified":{"type":"boolean","const":true},"transaction":{"type":"string","pattern":"^0x[0-9a-fA-F]{64}$"},"x402_version":{"type":"number","const":2}},"additionalProperties":false},{"type":"object","required":["x402_version","scheme","amount","decimals","transaction","payer","pay_to","verified","settled","network","asset"],"properties":{"asset":{"type":"string","const":"0x036CbD53842c5426634e7929541eC2318f3dCF7e"},"payer":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"amount":{"type":"string","pattern":"^\\d+$"},"pay_to":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"scheme":{"type":"string","const":"exact"},"network":{"type":"string","const":"eip155:84532"},"settled":{"type":"boolean","const":true},"decimals":{"type":"number","const":6},"verified":{"type":"boolean","const":true},"transaction":{"type":"string","pattern":"^0x[0-9a-fA-F]{64}$"},"x402_version":{"type":"number","const":2}},"additionalProperties":false}]},{"type":"null"}]},"ledger_reconciliation":{"enum":["settled","pending"],"type":"string"}},"additionalProperties":false},{"type":"object","required":["status","result","error_code","message","payment_receipt"],"properties":{"result":{"type":"null"},"status":{"enum":["unavailable","error"],"type":"string"},"message":{"type":"string","maxLength":500},"error_code":{"type":"string","pattern":"^[a-z0-9][a-z0-9_.-]{0,119}$"},"payment_receipt":{"anyOf":[{"anyOf":[{"type":"object","required":["x402_version","scheme","amount","decimals","transaction","payer","pay_to","verified","settled","network","asset"],"properties":{"asset":{"type":"string","const":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913"},"payer":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"amount":{"type":"string","pattern":"^\\d+$"},"pay_to":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"scheme":{"type":"string","const":"exact"},"network":{"type":"string","const":"eip155:8453"},"settled":{"type":"boolean","const":true},"decimals":{"type":"number","const":6},"verified":{"type":"boolean","const":true},"transaction":{"type":"string","pattern":"^0x[0-9a-fA-F]{64}$"},"x402_version":{"type":"number","const":2}},"additionalProperties":false},{"type":"object","required":["x402_version","scheme","amount","decimals","transaction","payer","pay_to","verified","settled","network","asset"],"properties":{"asset":{"type":"string","const":"0x036CbD53842c5426634e7929541eC2318f3dCF7e"},"payer":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"amount":{"type":"string","pattern":"^\\d+$"},"pay_to":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"scheme":{"type":"string","const":"exact"},"network":{"type":"string","const":"eip155:84532"},"settled":{"type":"boolean","const":true},"decimals":{"type":"number","const":6},"verified":{"type":"boolean","const":true},"transaction":{"type":"string","pattern":"^0x[0-9a-fA-F]{64}$"},"x402_version":{"type":"number","const":2}},"additionalProperties":false}]},{"type":"null"}]},"ledger_reconciliation":{"enum":["settled","pending"],"type":"string"}},"additionalProperties":false}],"$schema":"https://json-schema.org/draft/2020-12/schema"},"annotations":{"readOnlyHint":true,"openWorldHint":false,"idempotentHint":true,"destructiveHint":false},"source":"probe","observed_at":"2026-10-19T22:46:28.224Z"},{"name":"predict_performance","title":null,"description":"$0.05 USDC: predict configuration throughput, memory, and power from bounded StackBench evidence with confidence, missing metrics, and caveats.","input_schema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","required":["model","hardware_system","prompt_tokens"],"properties":{"model":{"type":"string","maxLength":240,"minLength":1},"engine":{"anyOf":[{"type":"string","maxLength":240,"minLength":1},{"type":"null"}]},"batch_size":{"anyOf":[{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},{"type":"null"}]},"concurrency":{"type":"integer","default":1,"maximum":9007199254740991,"exclusiveMinimum":0},"ubatch_size":{"anyOf":[{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},{"type":"null"}]},"max_evidence":{"type":"integer","default":12,"maximum":50,"minimum":1},"quantization":{"anyOf":[{"type":"string","maxLength":240,"minLength":1},{"type":"null"}]},"prompt_tokens":{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},"engine_version":{"anyOf":[{"type":"string","maxLength":240,"minLength":1},{"type":"null"}]},"flash_attention":{"anyOf":[{"type":"boolean"},{"type":"null"}]},"hardware_system":{"type":"string","maxLength":240,"minLength":1},"kv_cache_type_k":{"anyOf":[{"type":"string","maxLength":240,"minLength":1},{"type":"null"}]},"kv_cache_type_v":{"anyOf":[{"type":"string","maxLength":240,"minLength":1},{"type":"null"}]},"requested_metrics":{"type":"array","items":{"enum":["prefill_tok_s","decode_tok_s","peak_vram_bytes","avg_power_watts"],"type":"string"},"default":["prefill_tok_s","decode_tok_s","peak_vram_bytes","avg_power_watts"],"maxItems":4,"minItems":1},"decode_context_depth":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]}},"additionalProperties":false},"output_schema":{"type":"object","oneOf":[{"type":"object","required":["status","result","missing_metrics","error_code","message","payment_receipt"],"properties":{"result":{"type":"object","required":["model","hardware_system","quantization","engine","engine_version","kv_cache_type_k","kv_cache_type_v","prompt_tokens","decode_context_depth","batch_size","ubatch_size","concurrency","flash_attention","method","method_version","overall_confidence_score","overall_confidence_label","metrics","evidence","caveats"],"properties":{"model":{"type":"string","maxLength":500},"engine":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"method":{"type":"string","maxLength":500},"caveats":{"type":"array","items":{"type":"string","maxLength":500},"maxItems":20},"metrics":{"type":"array","items":{"type":"object","required":["metric_name","point_estimate","lower_bound","upper_bound","unit","confidence_score","confidence_label","method","evidence_count","interpolation_mode","geometry_class","target_axis_value","supporting_axis_values","prediction_id"],"properties":{"unit":{"type":"string","maxLength":500},"method":{"type":"string","maxLength":500},"lower_bound":{"type":"number"},"metric_name":{"enum":["prefill_tok_s","decode_tok_s","peak_vram_bytes","avg_power_watts"],"type":"string"},"upper_bound":{"type":"number"},"prediction_id":{"anyOf":[{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},{"type":"null"}]},"evidence_count":{"type":"integer","maximum":9007199254740991,"minimum":0},"geometry_class":{"enum":["exact","interpolation","extrapolation_low","extrapolation_high","single_point"],"type":"string"},"point_estimate":{"type":"number"},"confidence_label":{"type":"string","maxLength":500},"confidence_score":{"type":"number"},"target_axis_value":{"type":"integer","maximum":9007199254740991,"minimum":0},"interpolation_mode":{"enum":["exact","interpolation","extrapolation","single_point"],"type":"string"},"supporting_axis_values":{"type":"array","items":{"type":"integer","maximum":9007199254740991,"minimum":0},"maxItems":32}},"additionalProperties":false},"maxItems":4},"evidence":{"type":"array","items":{"type":"object","required":["experiment_id","protocol","protocol_version","prompt_tokens","decode_context_depth","evidence_grade","verification_status","source_name","model_variant_id","model_artifact_sha256","source_url","source_key","status","publication_status","visibility","commercial_use_allowed","redistribution_allowed","attribution_required","publication_caveat","distance_score","evidence_weight","prefill_tok_s","prefill_tok_s_stddev","decode_tok_s","decode_tok_s_stddev","peak_vram_bytes","avg_power_watts","quality_flags","notes","legacy","provenance_label","missing_metrics","effective_prefill_tok_s","effective_prefill_method","quality"],"properties":{"notes":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"legacy":{"type":"boolean"},"status":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"quality":{"type":"object","required":["coverage","unavailable_reason","authority"],"properties":{"coverage":{"enum":["exact_variant","estimated_variant","canonical_model_proxy","unavailable"],"type":"string"},"authority":{"enum":["exact","estimated","proxy","unavailable"],"type":"string"},"unavailable_reason":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]}},"additionalProperties":false},"protocol":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"source_key":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"source_url":{"anyOf":[{"type":"string","format":"uri","maxLength":500},{"type":"null"}]},"visibility":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"source_name":{"type":"string","maxLength":500},"decode_tok_s":{"anyOf":[{"type":"number"},{"type":"null"}]},"experiment_id":{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},"prefill_tok_s":{"anyOf":[{"type":"number"},{"type":"null"}]},"prompt_tokens":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]},"quality_flags":{"type":"array","items":{"type":"string","maxLength":500},"maxItems":20},"distance_score":{"type":"number"},"evidence_grade":{"type":"string","maxLength":500},"avg_power_watts":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"evidence_weight":{"type":"number"},"missing_metrics":{"type":"array","items":{"enum":["prefill_tok_s","decode_tok_s","peak_vram_bytes","avg_power_watts"],"type":"string"},"maxItems":4},"peak_vram_bytes":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]},"model_variant_id":{"anyOf":[{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},{"type":"null"}]},"protocol_version":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]},"provenance_label":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"publication_caveat":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"publication_status":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"decode_tok_s_stddev":{"anyOf":[{"type":"number"},{"type":"null"}]},"verification_status":{"type":"string","maxLength":500},"attribution_required":{"anyOf":[{"type":"boolean"},{"type":"null"}]},"decode_context_depth":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]},"prefill_tok_s_stddev":{"anyOf":[{"type":"number"},{"type":"null"}]},"model_artifact_sha256":{"anyOf":[{"type":"string","pattern":"^[0-9a-fA-F]{64}$"},{"type":"null"}]},"commercial_use_allowed":{"anyOf":[{"type":"boolean"},{"type":"null"}]},"redistribution_allowed":{"anyOf":[{"type":"boolean"},{"type":"null"}]},"effective_prefill_tok_s":{"anyOf":[{"type":"number"},{"type":"null"}]},"effective_prefill_method":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]}},"additionalProperties":false},"maxItems":12},"batch_size":{"anyOf":[{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},{"type":"null"}]},"concurrency":{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},"ubatch_size":{"anyOf":[{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},{"type":"null"}]},"quantization":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"prompt_tokens":{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},"engine_version":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"method_version":{"type":"string","maxLength":500},"flash_attention":{"anyOf":[{"type":"boolean"},{"type":"null"}]},"hardware_system":{"type":"string","maxLength":500},"kv_cache_type_k":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"kv_cache_type_v":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"decode_context_depth":{"type":"integer","maximum":9007199254740991,"minimum":0},"overall_confidence_label":{"type":"string","maxLength":500},"overall_confidence_score":{"type":"number"}},"additionalProperties":false},"status":{"type":"string","const":"ok"},"message":{"type":"string","maxLength":500},"error_code":{"type":"null"},"missing_metrics":{"type":"array","items":{"enum":["prefill_tok_s","decode_tok_s","peak_vram_bytes","avg_power_watts"],"type":"string"},"maxItems":4},"payment_receipt":{"anyOf":[{"type":"object","required":["x402_version","scheme","amount","decimals","transaction","payer","pay_to","verified","settled","network","asset"],"properties":{"asset":{"type":"string","const":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913"},"payer":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"amount":{"type":"string","pattern":"^\\d+$"},"pay_to":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"scheme":{"type":"string","const":"exact"},"network":{"type":"string","const":"eip155:8453"},"settled":{"type":"boolean","const":true},"decimals":{"type":"number","const":6},"verified":{"type":"boolean","const":true},"transaction":{"type":"string","pattern":"^0x[0-9a-fA-F]{64}$"},"x402_version":{"type":"number","const":2}},"additionalProperties":false},{"type":"object","required":["x402_version","scheme","amount","decimals","transaction","payer","pay_to","verified","settled","network","asset"],"properties":{"asset":{"type":"string","const":"0x036CbD53842c5426634e7929541eC2318f3dCF7e"},"payer":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"amount":{"type":"string","pattern":"^\\d+$"},"pay_to":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"scheme":{"type":"string","const":"exact"},"network":{"type":"string","const":"eip155:84532"},"settled":{"type":"boolean","const":true},"decimals":{"type":"number","const":6},"verified":{"type":"boolean","const":true},"transaction":{"type":"string","pattern":"^0x[0-9a-fA-F]{64}$"},"x402_version":{"type":"number","const":2}},"additionalProperties":false}]},"ledger_reconciliation":{"enum":["settled","pending"],"type":"string"}},"additionalProperties":false},{"type":"object","required":["status","result","missing_metrics","error_code","message","payment_receipt"],"properties":{"result":{"type":"object","required":["model","hardware_system","quantization","engine","engine_version","kv_cache_type_k","kv_cache_type_v","prompt_tokens","decode_context_depth","batch_size","ubatch_size","concurrency","flash_attention","method","method_version","overall_confidence_score","overall_confidence_label","metrics","evidence","caveats"],"properties":{"model":{"type":"string","maxLength":500},"engine":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"method":{"type":"string","maxLength":500},"caveats":{"type":"array","items":{"type":"string","maxLength":500},"maxItems":20},"metrics":{"type":"array","items":{"type":"object","required":["metric_name","point_estimate","lower_bound","upper_bound","unit","confidence_score","confidence_label","method","evidence_count","interpolation_mode","geometry_class","target_axis_value","supporting_axis_values","prediction_id"],"properties":{"unit":{"type":"string","maxLength":500},"method":{"type":"string","maxLength":500},"lower_bound":{"type":"number"},"metric_name":{"enum":["prefill_tok_s","decode_tok_s","peak_vram_bytes","avg_power_watts"],"type":"string"},"upper_bound":{"type":"number"},"prediction_id":{"anyOf":[{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},{"type":"null"}]},"evidence_count":{"type":"integer","maximum":9007199254740991,"minimum":0},"geometry_class":{"enum":["exact","interpolation","extrapolation_low","extrapolation_high","single_point"],"type":"string"},"point_estimate":{"type":"number"},"confidence_label":{"type":"string","maxLength":500},"confidence_score":{"type":"number"},"target_axis_value":{"type":"integer","maximum":9007199254740991,"minimum":0},"interpolation_mode":{"enum":["exact","interpolation","extrapolation","single_point"],"type":"string"},"supporting_axis_values":{"type":"array","items":{"type":"integer","maximum":9007199254740991,"minimum":0},"maxItems":32}},"additionalProperties":false},"maxItems":4},"evidence":{"type":"array","items":{"type":"object","required":["experiment_id","protocol","protocol_version","prompt_tokens","decode_context_depth","evidence_grade","verification_status","source_name","model_variant_id","model_artifact_sha256","source_url","source_key","status","publication_status","visibility","commercial_use_allowed","redistribution_allowed","attribution_required","publication_caveat","distance_score","evidence_weight","prefill_tok_s","prefill_tok_s_stddev","decode_tok_s","decode_tok_s_stddev","peak_vram_bytes","avg_power_watts","quality_flags","notes","legacy","provenance_label","missing_metrics","effective_prefill_tok_s","effective_prefill_method","quality"],"properties":{"notes":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"legacy":{"type":"boolean"},"status":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"quality":{"type":"object","required":["coverage","unavailable_reason","authority"],"properties":{"coverage":{"enum":["exact_variant","estimated_variant","canonical_model_proxy","unavailable"],"type":"string"},"authority":{"enum":["exact","estimated","proxy","unavailable"],"type":"string"},"unavailable_reason":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]}},"additionalProperties":false},"protocol":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"source_key":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"source_url":{"anyOf":[{"type":"string","format":"uri","maxLength":500},{"type":"null"}]},"visibility":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"source_name":{"type":"string","maxLength":500},"decode_tok_s":{"anyOf":[{"type":"number"},{"type":"null"}]},"experiment_id":{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},"prefill_tok_s":{"anyOf":[{"type":"number"},{"type":"null"}]},"prompt_tokens":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]},"quality_flags":{"type":"array","items":{"type":"string","maxLength":500},"maxItems":20},"distance_score":{"type":"number"},"evidence_grade":{"type":"string","maxLength":500},"avg_power_watts":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"evidence_weight":{"type":"number"},"missing_metrics":{"type":"array","items":{"enum":["prefill_tok_s","decode_tok_s","peak_vram_bytes","avg_power_watts"],"type":"string"},"maxItems":4},"peak_vram_bytes":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]},"model_variant_id":{"anyOf":[{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},{"type":"null"}]},"protocol_version":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]},"provenance_label":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"publication_caveat":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"publication_status":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"decode_tok_s_stddev":{"anyOf":[{"type":"number"},{"type":"null"}]},"verification_status":{"type":"string","maxLength":500},"attribution_required":{"anyOf":[{"type":"boolean"},{"type":"null"}]},"decode_context_depth":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]},"prefill_tok_s_stddev":{"anyOf":[{"type":"number"},{"type":"null"}]},"model_artifact_sha256":{"anyOf":[{"type":"string","pattern":"^[0-9a-fA-F]{64}$"},{"type":"null"}]},"commercial_use_allowed":{"anyOf":[{"type":"boolean"},{"type":"null"}]},"redistribution_allowed":{"anyOf":[{"type":"boolean"},{"type":"null"}]},"effective_prefill_tok_s":{"anyOf":[{"type":"number"},{"type":"null"}]},"effective_prefill_method":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]}},"additionalProperties":false},"maxItems":12},"batch_size":{"anyOf":[{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},{"type":"null"}]},"concurrency":{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},"ubatch_size":{"anyOf":[{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},{"type":"null"}]},"quantization":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"prompt_tokens":{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},"engine_version":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"method_version":{"type":"string","maxLength":500},"flash_attention":{"anyOf":[{"type":"boolean"},{"type":"null"}]},"hardware_system":{"type":"string","maxLength":500},"kv_cache_type_k":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"kv_cache_type_v":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"decode_context_depth":{"type":"integer","maximum":9007199254740991,"minimum":0},"overall_confidence_label":{"type":"string","maxLength":500},"overall_confidence_score":{"type":"number"}},"additionalProperties":false},"status":{"type":"string","const":"partial"},"message":{"type":"string","maxLength":500},"error_code":{"type":"null"},"missing_metrics":{"type":"array","items":{"enum":["prefill_tok_s","decode_tok_s","peak_vram_bytes","avg_power_watts"],"type":"string"},"maxItems":4},"payment_receipt":{"anyOf":[{"type":"object","required":["x402_version","scheme","amount","decimals","transaction","payer","pay_to","verified","settled","network","asset"],"properties":{"asset":{"type":"string","const":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913"},"payer":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"amount":{"type":"string","pattern":"^\\d+$"},"pay_to":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"scheme":{"type":"string","const":"exact"},"network":{"type":"string","const":"eip155:8453"},"settled":{"type":"boolean","const":true},"decimals":{"type":"number","const":6},"verified":{"type":"boolean","const":true},"transaction":{"type":"string","pattern":"^0x[0-9a-fA-F]{64}$"},"x402_version":{"type":"number","const":2}},"additionalProperties":false},{"type":"object","required":["x402_version","scheme","amount","decimals","transaction","payer","pay_to","verified","settled","network","asset"],"properties":{"asset":{"type":"string","const":"0x036CbD53842c5426634e7929541eC2318f3dCF7e"},"payer":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"amount":{"type":"string","pattern":"^\\d+$"},"pay_to":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"scheme":{"type":"string","const":"exact"},"network":{"type":"string","const":"eip155:84532"},"settled":{"type":"boolean","const":true},"decimals":{"type":"number","const":6},"verified":{"type":"boolean","const":true},"transaction":{"type":"string","pattern":"^0x[0-9a-fA-F]{64}$"},"x402_version":{"type":"number","const":2}},"additionalProperties":false}]},"ledger_reconciliation":{"enum":["settled","pending"],"type":"string"}},"additionalProperties":false},{"type":"object","required":["status","result","missing_metrics","error_code","message","payment_receipt"],"properties":{"result":{"type":"null"},"status":{"type":"string","const":"no_result"},"message":{"type":"string","maxLength":500},"error_code":{"type":"string","const":"no_result"},"missing_metrics":{"type":"array","items":{"enum":["prefill_tok_s","decode_tok_s","peak_vram_bytes","avg_power_watts"],"type":"string"},"maxItems":4},"payment_receipt":{"anyOf":[{"anyOf":[{"type":"object","required":["x402_version","scheme","amount","decimals","transaction","payer","pay_to","verified","settled","network","asset"],"properties":{"asset":{"type":"string","const":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913"},"payer":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"amount":{"type":"string","pattern":"^\\d+$"},"pay_to":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"scheme":{"type":"string","const":"exact"},"network":{"type":"string","const":"eip155:8453"},"settled":{"type":"boolean","const":true},"decimals":{"type":"number","const":6},"verified":{"type":"boolean","const":true},"transaction":{"type":"string","pattern":"^0x[0-9a-fA-F]{64}$"},"x402_version":{"type":"number","const":2}},"additionalProperties":false},{"type":"object","required":["x402_version","scheme","amount","decimals","transaction","payer","pay_to","verified","settled","network","asset"],"properties":{"asset":{"type":"string","const":"0x036CbD53842c5426634e7929541eC2318f3dCF7e"},"payer":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"amount":{"type":"string","pattern":"^\\d+$"},"pay_to":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"scheme":{"type":"string","const":"exact"},"network":{"type":"string","const":"eip155:84532"},"settled":{"type":"boolean","const":true},"decimals":{"type":"number","const":6},"verified":{"type":"boolean","const":true},"transaction":{"type":"string","pattern":"^0x[0-9a-fA-F]{64}$"},"x402_version":{"type":"number","const":2}},"additionalProperties":false}]},{"type":"null"}]},"ledger_reconciliation":{"enum":["settled","pending"],"type":"string"}},"additionalProperties":false},{"type":"object","required":["status","result","missing_metrics","error_code","message","payment_receipt"],"properties":{"result":{"type":"null"},"status":{"type":"string","const":"unavailable"},"message":{"type":"string","maxLength":500},"error_code":{"type":"string","pattern":"^[a-z0-9][a-z0-9_.-]{0,119}$"},"missing_metrics":{"type":"array","items":{"enum":["prefill_tok_s","decode_tok_s","peak_vram_bytes","avg_power_watts"],"type":"string"},"maxItems":4},"payment_receipt":{"anyOf":[{"anyOf":[{"type":"object","required":["x402_version","scheme","amount","decimals","transaction","payer","pay_to","verified","settled","network","asset"],"properties":{"asset":{"type":"string","const":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913"},"payer":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"amount":{"type":"string","pattern":"^\\d+$"},"pay_to":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"scheme":{"type":"string","const":"exact"},"network":{"type":"string","const":"eip155:8453"},"settled":{"type":"boolean","const":true},"decimals":{"type":"number","const":6},"verified":{"type":"boolean","const":true},"transaction":{"type":"string","pattern":"^0x[0-9a-fA-F]{64}$"},"x402_version":{"type":"number","const":2}},"additionalProperties":false},{"type":"object","required":["x402_version","scheme","amount","decimals","transaction","payer","pay_to","verified","settled","network","asset"],"properties":{"asset":{"type":"string","const":"0x036CbD53842c5426634e7929541eC2318f3dCF7e"},"payer":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"amount":{"type":"string","pattern":"^\\d+$"},"pay_to":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"scheme":{"type":"string","const":"exact"},"network":{"type":"string","const":"eip155:84532"},"settled":{"type":"boolean","const":true},"decimals":{"type":"number","const":6},"verified":{"type":"boolean","const":true},"transaction":{"type":"string","pattern":"^0x[0-9a-fA-F]{64}$"},"x402_version":{"type":"number","const":2}},"additionalProperties":false}]},{"type":"null"}]},"ledger_reconciliation":{"enum":["settled","pending"],"type":"string"}},"additionalProperties":false},{"type":"object","required":["status","result","missing_metrics","error_code","message","payment_receipt"],"properties":{"result":{"type":"null"},"status":{"type":"string","const":"error"},"message":{"type":"string","maxLength":500},"error_code":{"type":"string","pattern":"^[a-z0-9][a-z0-9_.-]{0,119}$"},"missing_metrics":{"type":"array","items":{"enum":["prefill_tok_s","decode_tok_s","peak_vram_bytes","avg_power_watts"],"type":"string"},"maxItems":4},"payment_receipt":{"anyOf":[{"anyOf":[{"type":"object","required":["x402_version","scheme","amount","decimals","transaction","payer","pay_to","verified","settled","network","asset"],"properties":{"asset":{"type":"string","const":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913"},"payer":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"amount":{"type":"string","pattern":"^\\d+$"},"pay_to":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"scheme":{"type":"string","const":"exact"},"network":{"type":"string","const":"eip155:8453"},"settled":{"type":"boolean","const":true},"decimals":{"type":"number","const":6},"verified":{"type":"boolean","const":true},"transaction":{"type":"string","pattern":"^0x[0-9a-fA-F]{64}$"},"x402_version":{"type":"number","const":2}},"additionalProperties":false},{"type":"object","required":["x402_version","scheme","amount","decimals","transaction","payer","pay_to","verified","settled","network","asset"],"properties":{"asset":{"type":"string","const":"0x036CbD53842c5426634e7929541eC2318f3dCF7e"},"payer":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"amount":{"type":"string","pattern":"^\\d+$"},"pay_to":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"scheme":{"type":"string","const":"exact"},"network":{"type":"string","const":"eip155:84532"},"settled":{"type":"boolean","const":true},"decimals":{"type":"number","const":6},"verified":{"type":"boolean","const":true},"transaction":{"type":"string","pattern":"^0x[0-9a-fA-F]{64}$"},"x402_version":{"type":"number","const":2}},"additionalProperties":false}]},{"type":"null"}]},"ledger_reconciliation":{"enum":["settled","pending"],"type":"string"}},"additionalProperties":false}],"$schema":"https://json-schema.org/draft/2020-12/schema"},"annotations":{"readOnlyHint":true,"openWorldHint":false,"idempotentHint":true,"destructiveHint":false},"source":"probe","observed_at":"2026-10-19T22:46:28.224Z"},{"name":"recommend_deployment","title":null,"description":"$0.25 USDC: recommend what to buy or run from bounded StackBench fit, performance, confidence, evidence, caveats, and economics only when supported.","input_schema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","required":["model","prompt_tokens"],"properties":{"mode":{"enum":["configuration","hardware_experimental"],"type":"string","default":"configuration"},"model":{"type":"string","maxLength":240,"minLength":1},"engine":{"anyOf":[{"type":"string","maxLength":240,"minLength":1},{"type":"null"}]},"objective":{"enum":["balanced","maximize_decode","maximize_prefill","minimize_vram","minimize_power","minimize_capex","minimize_tco","maximize_decode_per_dollar","maximize_prefill_per_dollar"],"type":"string","default":"balanced"},"tco_years":{"type":"number","default":3,"maximum":20,"exclusiveMinimum":0},"batch_size":{"anyOf":[{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},{"type":"null"}]},"concurrency":{"type":"integer","default":1,"maximum":9007199254740991,"exclusiveMinimum":0},"cost_policy":{"enum":["latest_official","latest_any","manual_only","market_preferred","market_only","market_override_only"],"type":"string","default":"latest_official"},"max_results":{"type":"integer","default":5,"maximum":5,"minimum":1},"ubatch_size":{"anyOf":[{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},{"type":"null"}]},"quantization":{"anyOf":[{"type":"string","maxLength":240,"minLength":1},{"type":"null"}]},"budget_amount":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"prompt_tokens":{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},"engine_version":{"anyOf":[{"type":"string","maxLength":240,"minLength":1},{"type":"null"}]},"ownership_mode":{"enum":["purchase","owned"],"type":"string","default":"purchase"},"quality_policy":{"enum":["prefer","require","ignore"],"type":"string","default":"prefer"},"budget_currency":{"type":"string","pattern":"^[A-Za-z]{3}$"},"evidence_policy":{"enum":["verified_only","include_public","all"],"type":"string","default":"include_public"},"flash_attention":{"anyOf":[{"type":"boolean"},{"type":"null"}]},"hardware_system":{"anyOf":[{"type":"string","maxLength":240,"minLength":1},{"type":"null"}]},"workload_profile":{"anyOf":[{"type":"string","maxLength":120,"minLength":1},{"type":"null"}]},"constraint_policy":{"enum":["point_estimate","conservative"],"type":"string","default":"point_estimate"},"maximum_tco_amount":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"maximum_vram_bytes":{"anyOf":[{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},{"type":"null"}]},"quality_thresholds":{"anyOf":[{"type":"array","items":{"type":"object","required":["dimension","unit","direction","value"],"properties":{"unit":{"type":"string","maxLength":80,"minLength":1},"value":{"type":"number"},"dimension":{"type":"string","maxLength":120,"minLength":1},"direction":{"enum":["higher_is_better","lower_is_better"],"type":"string"}},"additionalProperties":false},"maxItems":30},{"type":"null"}]},"maximum_power_watts":{"anyOf":[{"type":"number","exclusiveMinimum":0},{"type":"null"}]},"candidate_kv_formats":{"anyOf":[{"type":"array","items":{"type":"string","maxLength":120,"minLength":1},"maxItems":20},{"type":"null"}]},"decode_context_depth":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]},"minimum_decode_tok_s":{"anyOf":[{"type":"number","exclusiveMinimum":0},{"type":"null"}]},"recommendation_scope":{"enum":["full","performance_only"],"type":"string","default":"full"},"manual_hardware_costs":{"anyOf":[{"type":"object","propertyNames":{"type":"string","maxLength":200,"minLength":1},"additionalProperties":{"type":"number","minimum":0}},{"type":"null"}]},"minimum_prefill_tok_s":{"anyOf":[{"type":"number","exclusiveMinimum":0},{"type":"null"}]},"materiality_tiebreaker":{"enum":["balanced","maximize_decode","maximize_prefill","minimize_vram","minimize_power"],"type":"string","default":"minimize_power"},"quality_policy_version":{"type":"string","default":"planner-quality-policy-v2","maxLength":120,"minLength":1},"quality_evidence_policy":{"enum":["allow_calibrated_estimates","allow_cross_model_estimates","measured_only"],"type":"string","default":"allow_calibrated_estimates"},"economic_materiality_pct":{"type":"number","default":2,"maximum":100,"minimum":0},"electricity_rate_per_kwh":{"type":"number","default":0.18,"minimum":0},"workload_profile_version":{"anyOf":[{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},{"type":"null"}]},"utilization_days_per_year":{"type":"number","default":365,"maximum":366,"minimum":0},"utilization_hours_per_day":{"type":"number","default":8,"maximum":24,"minimum":0},"economic_materiality_amount":{"type":"number","default":25,"minimum":0},"allow_manual_market_override":{"type":"boolean","default":false}},"additionalProperties":false},"output_schema":{"type":"object","oneOf":[{"type":"object","required":["status","result","missing_metrics","error_code","message","payment_receipt"],"properties":{"result":{"type":"object","required":["model","mode","objective","recommendation_scope","selected","alternatives","candidates_considered","feasible_candidates","method","method_version","caveats","quality_policy","quality_evidence_policy","workload_profile","workload_profile_version","quality_decision_trace"],"properties":{"mode":{"enum":["configuration","hardware_experimental"],"type":"string"},"model":{"type":"string","maxLength":500},"method":{"type":"string","maxLength":500},"caveats":{"type":"array","items":{"type":"string","maxLength":500},"maxItems":20},"selected":{"anyOf":[{"type":"object","required":["rank","score","feasible","conservative_feasible","pareto_frontier","confidence_score","confidence_label","evidence_geometry","fit_probability","fit_confidence_score","available_accelerator_memory_bytes","configuration","metrics","constraints","rationale","caveats","evidence_experiment_ids","economics","available_metrics","missing_metrics","omitted_claims","evidence"],"properties":{"rank":{"anyOf":[{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},{"type":"null"}]},"score":{"type":"number"},"caveats":{"type":"array","items":{"type":"string","maxLength":500},"maxItems":20},"metrics":{"type":"array","items":{"type":"object","required":["metric_name","point_estimate","lower_bound","upper_bound","unit","confidence_score","confidence_label","method","evidence_count","interpolation_mode","geometry_class","target_axis_value","supporting_axis_values","prediction_id"],"properties":{"unit":{"type":"string","maxLength":500},"method":{"type":"string","maxLength":500},"lower_bound":{"type":"number"},"metric_name":{"enum":["prefill_tok_s","decode_tok_s","peak_vram_bytes","avg_power_watts"],"type":"string"},"upper_bound":{"type":"number"},"prediction_id":{"anyOf":[{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},{"type":"null"}]},"evidence_count":{"type":"integer","maximum":9007199254740991,"minimum":0},"geometry_class":{"enum":["exact","interpolation","extrapolation_low","extrapolation_high","single_point"],"type":"string"},"point_estimate":{"type":"number"},"confidence_label":{"type":"string","maxLength":500},"confidence_score":{"type":"number"},"target_axis_value":{"type":"integer","maximum":9007199254740991,"minimum":0},"interpolation_mode":{"enum":["exact","interpolation","extrapolation","single_point"],"type":"string"},"supporting_axis_values":{"type":"array","items":{"type":"integer","maximum":9007199254740991,"minimum":0},"maxItems":32}},"additionalProperties":false},"maxItems":4},"evidence":{"type":"array","items":{"type":"object","required":["experiment_id","protocol","protocol_version","prompt_tokens","decode_context_depth","evidence_grade","verification_status","source_name","model_variant_id","model_artifact_sha256","source_url","source_key","status","publication_status","visibility","commercial_use_allowed","redistribution_allowed","attribution_required","publication_caveat","distance_score","evidence_weight","prefill_tok_s","prefill_tok_s_stddev","decode_tok_s","decode_tok_s_stddev","peak_vram_bytes","avg_power_watts","quality_flags","notes","legacy","provenance_label","missing_metrics","effective_prefill_tok_s","effective_prefill_method","quality"],"properties":{"notes":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"legacy":{"type":"boolean"},"status":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"quality":{"type":"object","required":["coverage","unavailable_reason","authority"],"properties":{"coverage":{"enum":["exact_variant","estimated_variant","canonical_model_proxy","unavailable"],"type":"string"},"authority":{"enum":["exact","estimated","proxy","unavailable"],"type":"string"},"unavailable_reason":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]}},"additionalProperties":false},"protocol":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"source_key":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"source_url":{"anyOf":[{"type":"string","format":"uri","maxLength":500},{"type":"null"}]},"visibility":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"source_name":{"type":"string","maxLength":500},"decode_tok_s":{"anyOf":[{"type":"number"},{"type":"null"}]},"experiment_id":{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},"prefill_tok_s":{"anyOf":[{"type":"number"},{"type":"null"}]},"prompt_tokens":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]},"quality_flags":{"type":"array","items":{"type":"string","maxLength":500},"maxItems":20},"distance_score":{"type":"number"},"evidence_grade":{"type":"string","maxLength":500},"avg_power_watts":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"evidence_weight":{"type":"number"},"missing_metrics":{"type":"array","items":{"enum":["prefill_tok_s","decode_tok_s","peak_vram_bytes","avg_power_watts"],"type":"string"},"maxItems":4},"peak_vram_bytes":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]},"model_variant_id":{"anyOf":[{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},{"type":"null"}]},"protocol_version":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]},"provenance_label":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"publication_caveat":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"publication_status":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"decode_tok_s_stddev":{"anyOf":[{"type":"number"},{"type":"null"}]},"verification_status":{"type":"string","maxLength":500},"attribution_required":{"anyOf":[{"type":"boolean"},{"type":"null"}]},"decode_context_depth":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]},"prefill_tok_s_stddev":{"anyOf":[{"type":"number"},{"type":"null"}]},"model_artifact_sha256":{"anyOf":[{"type":"string","pattern":"^[0-9a-fA-F]{64}$"},{"type":"null"}]},"commercial_use_allowed":{"anyOf":[{"type":"boolean"},{"type":"null"}]},"redistribution_allowed":{"anyOf":[{"type":"boolean"},{"type":"null"}]},"effective_prefill_tok_s":{"anyOf":[{"type":"number"},{"type":"null"}]},"effective_prefill_method":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]}},"additionalProperties":false},"maxItems":12},"feasible":{"type":"boolean"},"economics":{"anyOf":[{"type":"object","required":["acquisition_cost","energy_cost","tco","currency","electricity_rate_per_kwh","annual_energy_kwh","tco_years","utilization_hours_per_day","utilization_days_per_year","price_observation_id","price_kind","price_observed_at","price_source_name","price_source_url","price_scope","cost_basis","decode_tok_s_per_tco_dollar","prefill_tok_s_per_tco_dollar","economically_equivalent_to_best","economic_delta_from_best","economic_delta_pct_from_best","caveats"],"properties":{"tco":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"caveats":{"type":"array","items":{"type":"string","maxLength":500},"maxItems":20},"currency":{"type":"string","pattern":"^[A-Z]{3}$"},"tco_years":{"type":"number","exclusiveMinimum":0},"cost_basis":{"type":"string","maxLength":500},"price_kind":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"energy_cost":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"price_scope":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"acquisition_cost":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"price_source_url":{"anyOf":[{"type":"string","format":"uri","maxLength":500},{"type":"null"}]},"annual_energy_kwh":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"price_observed_at":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"price_source_name":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"price_observation_id":{"anyOf":[{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},{"type":"null"}]},"economic_delta_from_best":{"anyOf":[{"type":"number"},{"type":"null"}]},"electricity_rate_per_kwh":{"type":"number","minimum":0},"utilization_days_per_year":{"type":"number","minimum":0},"utilization_hours_per_day":{"type":"number","minimum":0},"decode_tok_s_per_tco_dollar":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"economic_delta_pct_from_best":{"anyOf":[{"type":"number"},{"type":"null"}]},"prefill_tok_s_per_tco_dollar":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"economically_equivalent_to_best":{"type":"boolean"}},"additionalProperties":false},{"type":"null"}]},"rationale":{"type":"array","items":{"type":"string","maxLength":500},"maxItems":20},"constraints":{"type":"array","items":{"type":"object","required":["name","operator","target","point_estimate","lower_bound","upper_bound","passed","conservative_passed","unit"],"properties":{"name":{"type":"string","maxLength":500},"unit":{"type":"string","maxLength":500},"passed":{"type":"boolean"},"target":{"type":"number"},"operator":{"enum":[">=","<="],"type":"string"},"lower_bound":{"type":"number"},"upper_bound":{"type":"number"},"point_estimate":{"type":"number"},"conservative_passed":{"type":"boolean"}},"additionalProperties":false},"maxItems":20},"configuration":{"type":"object","required":["hardware_system","quantization","engine","engine_version","kv_cache_type_k","kv_cache_type_v","batch_size","ubatch_size","concurrency","flash_attention"],"properties":{"engine":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"batch_size":{"anyOf":[{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},{"type":"null"}]},"concurrency":{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},"ubatch_size":{"anyOf":[{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},{"type":"null"}]},"quantization":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"engine_version":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"flash_attention":{"anyOf":[{"type":"boolean"},{"type":"null"}]},"hardware_system":{"type":"string","maxLength":500},"kv_cache_type_k":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"kv_cache_type_v":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]}},"additionalProperties":false},"omitted_claims":{"type":"array","items":{"type":"string","maxLength":500},"maxItems":20},"fit_probability":{"anyOf":[{"type":"number"},{"type":"null"}]},"missing_metrics":{"type":"array","items":{"type":"string","maxLength":120},"maxItems":20},"pareto_frontier":{"type":"boolean"},"confidence_label":{"type":"string","maxLength":500},"confidence_score":{"type":"number"},"available_metrics":{"type":"array","items":{"type":"string","maxLength":120},"maxItems":20},"evidence_geometry":{"type":"string","maxLength":500},"fit_confidence_score":{"anyOf":[{"type":"number"},{"type":"null"}]},"conservative_feasible":{"type":"boolean"},"evidence_experiment_ids":{"type":"array","items":{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},"maxItems":12},"available_accelerator_memory_bytes":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]}},"additionalProperties":false},{"type":"null"}]},"objective":{"enum":["balanced","maximize_decode","maximize_prefill","minimize_vram","minimize_power","minimize_capex","minimize_tco","maximize_decode_per_dollar","maximize_prefill_per_dollar"],"type":"string"},"alternatives":{"type":"array","items":{"type":"object","required":["rank","score","feasible","conservative_feasible","pareto_frontier","confidence_score","confidence_label","evidence_geometry","fit_probability","fit_confidence_score","available_accelerator_memory_bytes","configuration","metrics","constraints","rationale","caveats","evidence_experiment_ids","economics","available_metrics","missing_metrics","omitted_claims","evidence"],"properties":{"rank":{"anyOf":[{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},{"type":"null"}]},"score":{"type":"number"},"caveats":{"type":"array","items":{"type":"string","maxLength":500},"maxItems":20},"metrics":{"type":"array","items":{"type":"object","required":["metric_name","point_estimate","lower_bound","upper_bound","unit","confidence_score","confidence_label","method","evidence_count","interpolation_mode","geometry_class","target_axis_value","supporting_axis_values","prediction_id"],"properties":{"unit":{"type":"string","maxLength":500},"method":{"type":"string","maxLength":500},"lower_bound":{"type":"number"},"metric_name":{"enum":["prefill_tok_s","decode_tok_s","peak_vram_bytes","avg_power_watts"],"type":"string"},"upper_bound":{"type":"number"},"prediction_id":{"anyOf":[{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},{"type":"null"}]},"evidence_count":{"type":"integer","maximum":9007199254740991,"minimum":0},"geometry_class":{"enum":["exact","interpolation","extrapolation_low","extrapolation_high","single_point"],"type":"string"},"point_estimate":{"type":"number"},"confidence_label":{"type":"string","maxLength":500},"confidence_score":{"type":"number"},"target_axis_value":{"type":"integer","maximum":9007199254740991,"minimum":0},"interpolation_mode":{"enum":["exact","interpolation","extrapolation","single_point"],"type":"string"},"supporting_axis_values":{"type":"array","items":{"type":"integer","maximum":9007199254740991,"minimum":0},"maxItems":32}},"additionalProperties":false},"maxItems":4},"evidence":{"type":"array","items":{"type":"object","required":["experiment_id","protocol","protocol_version","prompt_tokens","decode_context_depth","evidence_grade","verification_status","source_name","model_variant_id","model_artifact_sha256","source_url","source_key","status","publication_status","visibility","commercial_use_allowed","redistribution_allowed","attribution_required","publication_caveat","distance_score","evidence_weight","prefill_tok_s","prefill_tok_s_stddev","decode_tok_s","decode_tok_s_stddev","peak_vram_bytes","avg_power_watts","quality_flags","notes","legacy","provenance_label","missing_metrics","effective_prefill_tok_s","effective_prefill_method","quality"],"properties":{"notes":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"legacy":{"type":"boolean"},"status":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"quality":{"type":"object","required":["coverage","unavailable_reason","authority"],"properties":{"coverage":{"enum":["exact_variant","estimated_variant","canonical_model_proxy","unavailable"],"type":"string"},"authority":{"enum":["exact","estimated","proxy","unavailable"],"type":"string"},"unavailable_reason":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]}},"additionalProperties":false},"protocol":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"source_key":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"source_url":{"anyOf":[{"type":"string","format":"uri","maxLength":500},{"type":"null"}]},"visibility":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"source_name":{"type":"string","maxLength":500},"decode_tok_s":{"anyOf":[{"type":"number"},{"type":"null"}]},"experiment_id":{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},"prefill_tok_s":{"anyOf":[{"type":"number"},{"type":"null"}]},"prompt_tokens":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]},"quality_flags":{"type":"array","items":{"type":"string","maxLength":500},"maxItems":20},"distance_score":{"type":"number"},"evidence_grade":{"type":"string","maxLength":500},"avg_power_watts":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"evidence_weight":{"type":"number"},"missing_metrics":{"type":"array","items":{"enum":["prefill_tok_s","decode_tok_s","peak_vram_bytes","avg_power_watts"],"type":"string"},"maxItems":4},"peak_vram_bytes":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]},"model_variant_id":{"anyOf":[{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},{"type":"null"}]},"protocol_version":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]},"provenance_label":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"publication_caveat":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"publication_status":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"decode_tok_s_stddev":{"anyOf":[{"type":"number"},{"type":"null"}]},"verification_status":{"type":"string","maxLength":500},"attribution_required":{"anyOf":[{"type":"boolean"},{"type":"null"}]},"decode_context_depth":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]},"prefill_tok_s_stddev":{"anyOf":[{"type":"number"},{"type":"null"}]},"model_artifact_sha256":{"anyOf":[{"type":"string","pattern":"^[0-9a-fA-F]{64}$"},{"type":"null"}]},"commercial_use_allowed":{"anyOf":[{"type":"boolean"},{"type":"null"}]},"redistribution_allowed":{"anyOf":[{"type":"boolean"},{"type":"null"}]},"effective_prefill_tok_s":{"anyOf":[{"type":"number"},{"type":"null"}]},"effective_prefill_method":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]}},"additionalProperties":false},"maxItems":12},"feasible":{"type":"boolean"},"economics":{"anyOf":[{"type":"object","required":["acquisition_cost","energy_cost","tco","currency","electricity_rate_per_kwh","annual_energy_kwh","tco_years","utilization_hours_per_day","utilization_days_per_year","price_observation_id","price_kind","price_observed_at","price_source_name","price_source_url","price_scope","cost_basis","decode_tok_s_per_tco_dollar","prefill_tok_s_per_tco_dollar","economically_equivalent_to_best","economic_delta_from_best","economic_delta_pct_from_best","caveats"],"properties":{"tco":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"caveats":{"type":"array","items":{"type":"string","maxLength":500},"maxItems":20},"currency":{"type":"string","pattern":"^[A-Z]{3}$"},"tco_years":{"type":"number","exclusiveMinimum":0},"cost_basis":{"type":"string","maxLength":500},"price_kind":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"energy_cost":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"price_scope":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"acquisition_cost":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"price_source_url":{"anyOf":[{"type":"string","format":"uri","maxLength":500},{"type":"null"}]},"annual_energy_kwh":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"price_observed_at":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"price_source_name":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"price_observation_id":{"anyOf":[{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},{"type":"null"}]},"economic_delta_from_best":{"anyOf":[{"type":"number"},{"type":"null"}]},"electricity_rate_per_kwh":{"type":"number","minimum":0},"utilization_days_per_year":{"type":"number","minimum":0},"utilization_hours_per_day":{"type":"number","minimum":0},"decode_tok_s_per_tco_dollar":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"economic_delta_pct_from_best":{"anyOf":[{"type":"number"},{"type":"null"}]},"prefill_tok_s_per_tco_dollar":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"economically_equivalent_to_best":{"type":"boolean"}},"additionalProperties":false},{"type":"null"}]},"rationale":{"type":"array","items":{"type":"string","maxLength":500},"maxItems":20},"constraints":{"type":"array","items":{"type":"object","required":["name","operator","target","point_estimate","lower_bound","upper_bound","passed","conservative_passed","unit"],"properties":{"name":{"type":"string","maxLength":500},"unit":{"type":"string","maxLength":500},"passed":{"type":"boolean"},"target":{"type":"number"},"operator":{"enum":[">=","<="],"type":"string"},"lower_bound":{"type":"number"},"upper_bound":{"type":"number"},"point_estimate":{"type":"number"},"conservative_passed":{"type":"boolean"}},"additionalProperties":false},"maxItems":20},"configuration":{"type":"object","required":["hardware_system","quantization","engine","engine_version","kv_cache_type_k","kv_cache_type_v","batch_size","ubatch_size","concurrency","flash_attention"],"properties":{"engine":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"batch_size":{"anyOf":[{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},{"type":"null"}]},"concurrency":{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},"ubatch_size":{"anyOf":[{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},{"type":"null"}]},"quantization":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"engine_version":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"flash_attention":{"anyOf":[{"type":"boolean"},{"type":"null"}]},"hardware_system":{"type":"string","maxLength":500},"kv_cache_type_k":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"kv_cache_type_v":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]}},"additionalProperties":false},"omitted_claims":{"type":"array","items":{"type":"string","maxLength":500},"maxItems":20},"fit_probability":{"anyOf":[{"type":"number"},{"type":"null"}]},"missing_metrics":{"type":"array","items":{"type":"string","maxLength":120},"maxItems":20},"pareto_frontier":{"type":"boolean"},"confidence_label":{"type":"string","maxLength":500},"confidence_score":{"type":"number"},"available_metrics":{"type":"array","items":{"type":"string","maxLength":120},"maxItems":20},"evidence_geometry":{"type":"string","maxLength":500},"fit_confidence_score":{"anyOf":[{"type":"number"},{"type":"null"}]},"conservative_feasible":{"type":"boolean"},"evidence_experiment_ids":{"type":"array","items":{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},"maxItems":12},"available_accelerator_memory_bytes":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]}},"additionalProperties":false},"maxItems":3},"method_version":{"type":"string","maxLength":500},"quality_policy":{"enum":["prefer","require","ignore"],"type":"string"},"workload_profile":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"feasible_candidates":{"type":"integer","maximum":9007199254740991,"minimum":0},"recommendation_scope":{"enum":["full","performance_only"],"type":"string"},"candidates_considered":{"type":"integer","maximum":9007199254740991,"minimum":0},"quality_decision_trace":{"anyOf":[{"type":"object","required":["algorithm_version","quality_policy","quality_evidence_policy","policy_version","caveat"],"properties":{"caveat":{"type":"string","maxLength":500},"policy_version":{"type":"string","maxLength":500},"quality_policy":{"enum":["prefer","require","ignore"],"type":"string"},"algorithm_version":{"type":"string","maxLength":500},"quality_evidence_policy":{"enum":["allow_calibrated_estimates","allow_cross_model_estimates","measured_only"],"type":"string"}},"additionalProperties":false},{"type":"null"}]},"quality_evidence_policy":{"enum":["allow_calibrated_estimates","allow_cross_model_estimates","measured_only"],"type":"string"},"workload_profile_version":{"anyOf":[{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},{"type":"null"}]}},"additionalProperties":false},"status":{"type":"string","const":"ok"},"message":{"type":"string","maxLength":500},"error_code":{"type":"null"},"missing_metrics":{"type":"array","items":{"type":"string","maxLength":120},"maxItems":20},"payment_receipt":{"anyOf":[{"type":"object","required":["x402_version","scheme","amount","decimals","transaction","payer","pay_to","verified","settled","network","asset"],"properties":{"asset":{"type":"string","const":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913"},"payer":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"amount":{"type":"string","pattern":"^\\d+$"},"pay_to":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"scheme":{"type":"string","const":"exact"},"network":{"type":"string","const":"eip155:8453"},"settled":{"type":"boolean","const":true},"decimals":{"type":"number","const":6},"verified":{"type":"boolean","const":true},"transaction":{"type":"string","pattern":"^0x[0-9a-fA-F]{64}$"},"x402_version":{"type":"number","const":2}},"additionalProperties":false},{"type":"object","required":["x402_version","scheme","amount","decimals","transaction","payer","pay_to","verified","settled","network","asset"],"properties":{"asset":{"type":"string","const":"0x036CbD53842c5426634e7929541eC2318f3dCF7e"},"payer":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"amount":{"type":"string","pattern":"^\\d+$"},"pay_to":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"scheme":{"type":"string","const":"exact"},"network":{"type":"string","const":"eip155:84532"},"settled":{"type":"boolean","const":true},"decimals":{"type":"number","const":6},"verified":{"type":"boolean","const":true},"transaction":{"type":"string","pattern":"^0x[0-9a-fA-F]{64}$"},"x402_version":{"type":"number","const":2}},"additionalProperties":false}]},"ledger_reconciliation":{"enum":["settled","pending"],"type":"string"}},"additionalProperties":false},{"type":"object","required":["status","result","missing_metrics","error_code","message","payment_receipt"],"properties":{"result":{"type":"object","required":["model","mode","objective","recommendation_scope","selected","alternatives","candidates_considered","feasible_candidates","method","method_version","caveats","quality_policy","quality_evidence_policy","workload_profile","workload_profile_version","quality_decision_trace"],"properties":{"mode":{"enum":["configuration","hardware_experimental"],"type":"string"},"model":{"type":"string","maxLength":500},"method":{"type":"string","maxLength":500},"caveats":{"type":"array","items":{"type":"string","maxLength":500},"maxItems":20},"selected":{"anyOf":[{"type":"object","required":["rank","score","feasible","conservative_feasible","pareto_frontier","confidence_score","confidence_label","evidence_geometry","fit_probability","fit_confidence_score","available_accelerator_memory_bytes","configuration","metrics","constraints","rationale","caveats","evidence_experiment_ids","economics","available_metrics","missing_metrics","omitted_claims","evidence"],"properties":{"rank":{"anyOf":[{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},{"type":"null"}]},"score":{"type":"number"},"caveats":{"type":"array","items":{"type":"string","maxLength":500},"maxItems":20},"metrics":{"type":"array","items":{"type":"object","required":["metric_name","point_estimate","lower_bound","upper_bound","unit","confidence_score","confidence_label","method","evidence_count","interpolation_mode","geometry_class","target_axis_value","supporting_axis_values","prediction_id"],"properties":{"unit":{"type":"string","maxLength":500},"method":{"type":"string","maxLength":500},"lower_bound":{"type":"number"},"metric_name":{"enum":["prefill_tok_s","decode_tok_s","peak_vram_bytes","avg_power_watts"],"type":"string"},"upper_bound":{"type":"number"},"prediction_id":{"anyOf":[{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},{"type":"null"}]},"evidence_count":{"type":"integer","maximum":9007199254740991,"minimum":0},"geometry_class":{"enum":["exact","interpolation","extrapolation_low","extrapolation_high","single_point"],"type":"string"},"point_estimate":{"type":"number"},"confidence_label":{"type":"string","maxLength":500},"confidence_score":{"type":"number"},"target_axis_value":{"type":"integer","maximum":9007199254740991,"minimum":0},"interpolation_mode":{"enum":["exact","interpolation","extrapolation","single_point"],"type":"string"},"supporting_axis_values":{"type":"array","items":{"type":"integer","maximum":9007199254740991,"minimum":0},"maxItems":32}},"additionalProperties":false},"maxItems":4},"evidence":{"type":"array","items":{"type":"object","required":["experiment_id","protocol","protocol_version","prompt_tokens","decode_context_depth","evidence_grade","verification_status","source_name","model_variant_id","model_artifact_sha256","source_url","source_key","status","publication_status","visibility","commercial_use_allowed","redistribution_allowed","attribution_required","publication_caveat","distance_score","evidence_weight","prefill_tok_s","prefill_tok_s_stddev","decode_tok_s","decode_tok_s_stddev","peak_vram_bytes","avg_power_watts","quality_flags","notes","legacy","provenance_label","missing_metrics","effective_prefill_tok_s","effective_prefill_method","quality"],"properties":{"notes":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"legacy":{"type":"boolean"},"status":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"quality":{"type":"object","required":["coverage","unavailable_reason","authority"],"properties":{"coverage":{"enum":["exact_variant","estimated_variant","canonical_model_proxy","unavailable"],"type":"string"},"authority":{"enum":["exact","estimated","proxy","unavailable"],"type":"string"},"unavailable_reason":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]}},"additionalProperties":false},"protocol":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"source_key":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"source_url":{"anyOf":[{"type":"string","format":"uri","maxLength":500},{"type":"null"}]},"visibility":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"source_name":{"type":"string","maxLength":500},"decode_tok_s":{"anyOf":[{"type":"number"},{"type":"null"}]},"experiment_id":{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},"prefill_tok_s":{"anyOf":[{"type":"number"},{"type":"null"}]},"prompt_tokens":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]},"quality_flags":{"type":"array","items":{"type":"string","maxLength":500},"maxItems":20},"distance_score":{"type":"number"},"evidence_grade":{"type":"string","maxLength":500},"avg_power_watts":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"evidence_weight":{"type":"number"},"missing_metrics":{"type":"array","items":{"enum":["prefill_tok_s","decode_tok_s","peak_vram_bytes","avg_power_watts"],"type":"string"},"maxItems":4},"peak_vram_bytes":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]},"model_variant_id":{"anyOf":[{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},{"type":"null"}]},"protocol_version":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]},"provenance_label":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"publication_caveat":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"publication_status":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"decode_tok_s_stddev":{"anyOf":[{"type":"number"},{"type":"null"}]},"verification_status":{"type":"string","maxLength":500},"attribution_required":{"anyOf":[{"type":"boolean"},{"type":"null"}]},"decode_context_depth":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]},"prefill_tok_s_stddev":{"anyOf":[{"type":"number"},{"type":"null"}]},"model_artifact_sha256":{"anyOf":[{"type":"string","pattern":"^[0-9a-fA-F]{64}$"},{"type":"null"}]},"commercial_use_allowed":{"anyOf":[{"type":"boolean"},{"type":"null"}]},"redistribution_allowed":{"anyOf":[{"type":"boolean"},{"type":"null"}]},"effective_prefill_tok_s":{"anyOf":[{"type":"number"},{"type":"null"}]},"effective_prefill_method":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]}},"additionalProperties":false},"maxItems":12},"feasible":{"type":"boolean"},"economics":{"anyOf":[{"type":"object","required":["acquisition_cost","energy_cost","tco","currency","electricity_rate_per_kwh","annual_energy_kwh","tco_years","utilization_hours_per_day","utilization_days_per_year","price_observation_id","price_kind","price_observed_at","price_source_name","price_source_url","price_scope","cost_basis","decode_tok_s_per_tco_dollar","prefill_tok_s_per_tco_dollar","economically_equivalent_to_best","economic_delta_from_best","economic_delta_pct_from_best","caveats"],"properties":{"tco":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"caveats":{"type":"array","items":{"type":"string","maxLength":500},"maxItems":20},"currency":{"type":"string","pattern":"^[A-Z]{3}$"},"tco_years":{"type":"number","exclusiveMinimum":0},"cost_basis":{"type":"string","maxLength":500},"price_kind":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"energy_cost":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"price_scope":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"acquisition_cost":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"price_source_url":{"anyOf":[{"type":"string","format":"uri","maxLength":500},{"type":"null"}]},"annual_energy_kwh":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"price_observed_at":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"price_source_name":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"price_observation_id":{"anyOf":[{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},{"type":"null"}]},"economic_delta_from_best":{"anyOf":[{"type":"number"},{"type":"null"}]},"electricity_rate_per_kwh":{"type":"number","minimum":0},"utilization_days_per_year":{"type":"number","minimum":0},"utilization_hours_per_day":{"type":"number","minimum":0},"decode_tok_s_per_tco_dollar":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"economic_delta_pct_from_best":{"anyOf":[{"type":"number"},{"type":"null"}]},"prefill_tok_s_per_tco_dollar":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"economically_equivalent_to_best":{"type":"boolean"}},"additionalProperties":false},{"type":"null"}]},"rationale":{"type":"array","items":{"type":"string","maxLength":500},"maxItems":20},"constraints":{"type":"array","items":{"type":"object","required":["name","operator","target","point_estimate","lower_bound","upper_bound","passed","conservative_passed","unit"],"properties":{"name":{"type":"string","maxLength":500},"unit":{"type":"string","maxLength":500},"passed":{"type":"boolean"},"target":{"type":"number"},"operator":{"enum":[">=","<="],"type":"string"},"lower_bound":{"type":"number"},"upper_bound":{"type":"number"},"point_estimate":{"type":"number"},"conservative_passed":{"type":"boolean"}},"additionalProperties":false},"maxItems":20},"configuration":{"type":"object","required":["hardware_system","quantization","engine","engine_version","kv_cache_type_k","kv_cache_type_v","batch_size","ubatch_size","concurrency","flash_attention"],"properties":{"engine":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"batch_size":{"anyOf":[{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},{"type":"null"}]},"concurrency":{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},"ubatch_size":{"anyOf":[{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},{"type":"null"}]},"quantization":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"engine_version":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"flash_attention":{"anyOf":[{"type":"boolean"},{"type":"null"}]},"hardware_system":{"type":"string","maxLength":500},"kv_cache_type_k":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"kv_cache_type_v":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]}},"additionalProperties":false},"omitted_claims":{"type":"array","items":{"type":"string","maxLength":500},"maxItems":20},"fit_probability":{"anyOf":[{"type":"number"},{"type":"null"}]},"missing_metrics":{"type":"array","items":{"type":"string","maxLength":120},"maxItems":20},"pareto_frontier":{"type":"boolean"},"confidence_label":{"type":"string","maxLength":500},"confidence_score":{"type":"number"},"available_metrics":{"type":"array","items":{"type":"string","maxLength":120},"maxItems":20},"evidence_geometry":{"type":"string","maxLength":500},"fit_confidence_score":{"anyOf":[{"type":"number"},{"type":"null"}]},"conservative_feasible":{"type":"boolean"},"evidence_experiment_ids":{"type":"array","items":{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},"maxItems":12},"available_accelerator_memory_bytes":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]}},"additionalProperties":false},{"type":"null"}]},"objective":{"enum":["balanced","maximize_decode","maximize_prefill","minimize_vram","minimize_power","minimize_capex","minimize_tco","maximize_decode_per_dollar","maximize_prefill_per_dollar"],"type":"string"},"alternatives":{"type":"array","items":{"type":"object","required":["rank","score","feasible","conservative_feasible","pareto_frontier","confidence_score","confidence_label","evidence_geometry","fit_probability","fit_confidence_score","available_accelerator_memory_bytes","configuration","metrics","constraints","rationale","caveats","evidence_experiment_ids","economics","available_metrics","missing_metrics","omitted_claims","evidence"],"properties":{"rank":{"anyOf":[{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},{"type":"null"}]},"score":{"type":"number"},"caveats":{"type":"array","items":{"type":"string","maxLength":500},"maxItems":20},"metrics":{"type":"array","items":{"type":"object","required":["metric_name","point_estimate","lower_bound","upper_bound","unit","confidence_score","confidence_label","method","evidence_count","interpolation_mode","geometry_class","target_axis_value","supporting_axis_values","prediction_id"],"properties":{"unit":{"type":"string","maxLength":500},"method":{"type":"string","maxLength":500},"lower_bound":{"type":"number"},"metric_name":{"enum":["prefill_tok_s","decode_tok_s","peak_vram_bytes","avg_power_watts"],"type":"string"},"upper_bound":{"type":"number"},"prediction_id":{"anyOf":[{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},{"type":"null"}]},"evidence_count":{"type":"integer","maximum":9007199254740991,"minimum":0},"geometry_class":{"enum":["exact","interpolation","extrapolation_low","extrapolation_high","single_point"],"type":"string"},"point_estimate":{"type":"number"},"confidence_label":{"type":"string","maxLength":500},"confidence_score":{"type":"number"},"target_axis_value":{"type":"integer","maximum":9007199254740991,"minimum":0},"interpolation_mode":{"enum":["exact","interpolation","extrapolation","single_point"],"type":"string"},"supporting_axis_values":{"type":"array","items":{"type":"integer","maximum":9007199254740991,"minimum":0},"maxItems":32}},"additionalProperties":false},"maxItems":4},"evidence":{"type":"array","items":{"type":"object","required":["experiment_id","protocol","protocol_version","prompt_tokens","decode_context_depth","evidence_grade","verification_status","source_name","model_variant_id","model_artifact_sha256","source_url","source_key","status","publication_status","visibility","commercial_use_allowed","redistribution_allowed","attribution_required","publication_caveat","distance_score","evidence_weight","prefill_tok_s","prefill_tok_s_stddev","decode_tok_s","decode_tok_s_stddev","peak_vram_bytes","avg_power_watts","quality_flags","notes","legacy","provenance_label","missing_metrics","effective_prefill_tok_s","effective_prefill_method","quality"],"properties":{"notes":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"legacy":{"type":"boolean"},"status":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"quality":{"type":"object","required":["coverage","unavailable_reason","authority"],"properties":{"coverage":{"enum":["exact_variant","estimated_variant","canonical_model_proxy","unavailable"],"type":"string"},"authority":{"enum":["exact","estimated","proxy","unavailable"],"type":"string"},"unavailable_reason":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]}},"additionalProperties":false},"protocol":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"source_key":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"source_url":{"anyOf":[{"type":"string","format":"uri","maxLength":500},{"type":"null"}]},"visibility":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"source_name":{"type":"string","maxLength":500},"decode_tok_s":{"anyOf":[{"type":"number"},{"type":"null"}]},"experiment_id":{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},"prefill_tok_s":{"anyOf":[{"type":"number"},{"type":"null"}]},"prompt_tokens":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]},"quality_flags":{"type":"array","items":{"type":"string","maxLength":500},"maxItems":20},"distance_score":{"type":"number"},"evidence_grade":{"type":"string","maxLength":500},"avg_power_watts":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"evidence_weight":{"type":"number"},"missing_metrics":{"type":"array","items":{"enum":["prefill_tok_s","decode_tok_s","peak_vram_bytes","avg_power_watts"],"type":"string"},"maxItems":4},"peak_vram_bytes":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]},"model_variant_id":{"anyOf":[{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},{"type":"null"}]},"protocol_version":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]},"provenance_label":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"publication_caveat":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"publication_status":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"decode_tok_s_stddev":{"anyOf":[{"type":"number"},{"type":"null"}]},"verification_status":{"type":"string","maxLength":500},"attribution_required":{"anyOf":[{"type":"boolean"},{"type":"null"}]},"decode_context_depth":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]},"prefill_tok_s_stddev":{"anyOf":[{"type":"number"},{"type":"null"}]},"model_artifact_sha256":{"anyOf":[{"type":"string","pattern":"^[0-9a-fA-F]{64}$"},{"type":"null"}]},"commercial_use_allowed":{"anyOf":[{"type":"boolean"},{"type":"null"}]},"redistribution_allowed":{"anyOf":[{"type":"boolean"},{"type":"null"}]},"effective_prefill_tok_s":{"anyOf":[{"type":"number"},{"type":"null"}]},"effective_prefill_method":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]}},"additionalProperties":false},"maxItems":12},"feasible":{"type":"boolean"},"economics":{"anyOf":[{"type":"object","required":["acquisition_cost","energy_cost","tco","currency","electricity_rate_per_kwh","annual_energy_kwh","tco_years","utilization_hours_per_day","utilization_days_per_year","price_observation_id","price_kind","price_observed_at","price_source_name","price_source_url","price_scope","cost_basis","decode_tok_s_per_tco_dollar","prefill_tok_s_per_tco_dollar","economically_equivalent_to_best","economic_delta_from_best","economic_delta_pct_from_best","caveats"],"properties":{"tco":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"caveats":{"type":"array","items":{"type":"string","maxLength":500},"maxItems":20},"currency":{"type":"string","pattern":"^[A-Z]{3}$"},"tco_years":{"type":"number","exclusiveMinimum":0},"cost_basis":{"type":"string","maxLength":500},"price_kind":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"energy_cost":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"price_scope":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"acquisition_cost":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"price_source_url":{"anyOf":[{"type":"string","format":"uri","maxLength":500},{"type":"null"}]},"annual_energy_kwh":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"price_observed_at":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"price_source_name":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"price_observation_id":{"anyOf":[{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},{"type":"null"}]},"economic_delta_from_best":{"anyOf":[{"type":"number"},{"type":"null"}]},"electricity_rate_per_kwh":{"type":"number","minimum":0},"utilization_days_per_year":{"type":"number","minimum":0},"utilization_hours_per_day":{"type":"number","minimum":0},"decode_tok_s_per_tco_dollar":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"economic_delta_pct_from_best":{"anyOf":[{"type":"number"},{"type":"null"}]},"prefill_tok_s_per_tco_dollar":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"economically_equivalent_to_best":{"type":"boolean"}},"additionalProperties":false},{"type":"null"}]},"rationale":{"type":"array","items":{"type":"string","maxLength":500},"maxItems":20},"constraints":{"type":"array","items":{"type":"object","required":["name","operator","target","point_estimate","lower_bound","upper_bound","passed","conservative_passed","unit"],"properties":{"name":{"type":"string","maxLength":500},"unit":{"type":"string","maxLength":500},"passed":{"type":"boolean"},"target":{"type":"number"},"operator":{"enum":[">=","<="],"type":"string"},"lower_bound":{"type":"number"},"upper_bound":{"type":"number"},"point_estimate":{"type":"number"},"conservative_passed":{"type":"boolean"}},"additionalProperties":false},"maxItems":20},"configuration":{"type":"object","required":["hardware_system","quantization","engine","engine_version","kv_cache_type_k","kv_cache_type_v","batch_size","ubatch_size","concurrency","flash_attention"],"properties":{"engine":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"batch_size":{"anyOf":[{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},{"type":"null"}]},"concurrency":{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},"ubatch_size":{"anyOf":[{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},{"type":"null"}]},"quantization":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"engine_version":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"flash_attention":{"anyOf":[{"type":"boolean"},{"type":"null"}]},"hardware_system":{"type":"string","maxLength":500},"kv_cache_type_k":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"kv_cache_type_v":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]}},"additionalProperties":false},"omitted_claims":{"type":"array","items":{"type":"string","maxLength":500},"maxItems":20},"fit_probability":{"anyOf":[{"type":"number"},{"type":"null"}]},"missing_metrics":{"type":"array","items":{"type":"string","maxLength":120},"maxItems":20},"pareto_frontier":{"type":"boolean"},"confidence_label":{"type":"string","maxLength":500},"confidence_score":{"type":"number"},"available_metrics":{"type":"array","items":{"type":"string","maxLength":120},"maxItems":20},"evidence_geometry":{"type":"string","maxLength":500},"fit_confidence_score":{"anyOf":[{"type":"number"},{"type":"null"}]},"conservative_feasible":{"type":"boolean"},"evidence_experiment_ids":{"type":"array","items":{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},"maxItems":12},"available_accelerator_memory_bytes":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]}},"additionalProperties":false},"maxItems":3},"method_version":{"type":"string","maxLength":500},"quality_policy":{"enum":["prefer","require","ignore"],"type":"string"},"workload_profile":{"anyOf":[{"type":"string","maxLength":500},{"type":"null"}]},"feasible_candidates":{"type":"integer","maximum":9007199254740991,"minimum":0},"recommendation_scope":{"enum":["full","performance_only"],"type":"string"},"candidates_considered":{"type":"integer","maximum":9007199254740991,"minimum":0},"quality_decision_trace":{"anyOf":[{"type":"object","required":["algorithm_version","quality_policy","quality_evidence_policy","policy_version","caveat"],"properties":{"caveat":{"type":"string","maxLength":500},"policy_version":{"type":"string","maxLength":500},"quality_policy":{"enum":["prefer","require","ignore"],"type":"string"},"algorithm_version":{"type":"string","maxLength":500},"quality_evidence_policy":{"enum":["allow_calibrated_estimates","allow_cross_model_estimates","measured_only"],"type":"string"}},"additionalProperties":false},{"type":"null"}]},"quality_evidence_policy":{"enum":["allow_calibrated_estimates","allow_cross_model_estimates","measured_only"],"type":"string"},"workload_profile_version":{"anyOf":[{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},{"type":"null"}]}},"additionalProperties":false},"status":{"type":"string","const":"partial"},"message":{"type":"string","maxLength":500},"error_code":{"type":"null"},"missing_metrics":{"type":"array","items":{"type":"string","maxLength":120},"maxItems":20},"payment_receipt":{"anyOf":[{"type":"object","required":["x402_version","scheme","amount","decimals","transaction","payer","pay_to","verified","settled","network","asset"],"properties":{"asset":{"type":"string","const":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913"},"payer":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"amount":{"type":"string","pattern":"^\\d+$"},"pay_to":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"scheme":{"type":"string","const":"exact"},"network":{"type":"string","const":"eip155:8453"},"settled":{"type":"boolean","const":true},"decimals":{"type":"number","const":6},"verified":{"type":"boolean","const":true},"transaction":{"type":"string","pattern":"^0x[0-9a-fA-F]{64}$"},"x402_version":{"type":"number","const":2}},"additionalProperties":false},{"type":"object","required":["x402_version","scheme","amount","decimals","transaction","payer","pay_to","verified","settled","network","asset"],"properties":{"asset":{"type":"string","const":"0x036CbD53842c5426634e7929541eC2318f3dCF7e"},"payer":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"amount":{"type":"string","pattern":"^\\d+$"},"pay_to":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"scheme":{"type":"string","const":"exact"},"network":{"type":"string","const":"eip155:84532"},"settled":{"type":"boolean","const":true},"decimals":{"type":"number","const":6},"verified":{"type":"boolean","const":true},"transaction":{"type":"string","pattern":"^0x[0-9a-fA-F]{64}$"},"x402_version":{"type":"number","const":2}},"additionalProperties":false}]},"ledger_reconciliation":{"enum":["settled","pending"],"type":"string"}},"additionalProperties":false},{"type":"object","required":["status","result","missing_metrics","error_code","message","payment_receipt"],"properties":{"result":{"type":"null"},"status":{"type":"string","const":"no_result"},"message":{"type":"string","maxLength":500},"error_code":{"type":"string","const":"no_result"},"missing_metrics":{"type":"array","items":{"type":"string","maxLength":120},"maxItems":20},"payment_receipt":{"anyOf":[{"anyOf":[{"type":"object","required":["x402_version","scheme","amount","decimals","transaction","payer","pay_to","verified","settled","network","asset"],"properties":{"asset":{"type":"string","const":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913"},"payer":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"amount":{"type":"string","pattern":"^\\d+$"},"pay_to":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"scheme":{"type":"string","const":"exact"},"network":{"type":"string","const":"eip155:8453"},"settled":{"type":"boolean","const":true},"decimals":{"type":"number","const":6},"verified":{"type":"boolean","const":true},"transaction":{"type":"string","pattern":"^0x[0-9a-fA-F]{64}$"},"x402_version":{"type":"number","const":2}},"additionalProperties":false},{"type":"object","required":["x402_version","scheme","amount","decimals","transaction","payer","pay_to","verified","settled","network","asset"],"properties":{"asset":{"type":"string","const":"0x036CbD53842c5426634e7929541eC2318f3dCF7e"},"payer":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"amount":{"type":"string","pattern":"^\\d+$"},"pay_to":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"scheme":{"type":"string","const":"exact"},"network":{"type":"string","const":"eip155:84532"},"settled":{"type":"boolean","const":true},"decimals":{"type":"number","const":6},"verified":{"type":"boolean","const":true},"transaction":{"type":"string","pattern":"^0x[0-9a-fA-F]{64}$"},"x402_version":{"type":"number","const":2}},"additionalProperties":false}]},{"type":"null"}]},"ledger_reconciliation":{"enum":["settled","pending"],"type":"string"}},"additionalProperties":false},{"type":"object","required":["status","result","missing_metrics","error_code","message","payment_receipt"],"properties":{"result":{"type":"null"},"status":{"type":"string","const":"unavailable"},"message":{"type":"string","maxLength":500},"error_code":{"type":"string","pattern":"^[a-z0-9][a-z0-9_.-]{0,119}$"},"missing_metrics":{"type":"array","items":{"type":"string","maxLength":120},"maxItems":20},"payment_receipt":{"anyOf":[{"anyOf":[{"type":"object","required":["x402_version","scheme","amount","decimals","transaction","payer","pay_to","verified","settled","network","asset"],"properties":{"asset":{"type":"string","const":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913"},"payer":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"amount":{"type":"string","pattern":"^\\d+$"},"pay_to":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"scheme":{"type":"string","const":"exact"},"network":{"type":"string","const":"eip155:8453"},"settled":{"type":"boolean","const":true},"decimals":{"type":"number","const":6},"verified":{"type":"boolean","const":true},"transaction":{"type":"string","pattern":"^0x[0-9a-fA-F]{64}$"},"x402_version":{"type":"number","const":2}},"additionalProperties":false},{"type":"object","required":["x402_version","scheme","amount","decimals","transaction","payer","pay_to","verified","settled","network","asset"],"properties":{"asset":{"type":"string","const":"0x036CbD53842c5426634e7929541eC2318f3dCF7e"},"payer":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"amount":{"type":"string","pattern":"^\\d+$"},"pay_to":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"scheme":{"type":"string","const":"exact"},"network":{"type":"string","const":"eip155:84532"},"settled":{"type":"boolean","const":true},"decimals":{"type":"number","const":6},"verified":{"type":"boolean","const":true},"transaction":{"type":"string","pattern":"^0x[0-9a-fA-F]{64}$"},"x402_version":{"type":"number","const":2}},"additionalProperties":false}]},{"type":"null"}]},"ledger_reconciliation":{"enum":["settled","pending"],"type":"string"}},"additionalProperties":false},{"type":"object","required":["status","result","missing_metrics","error_code","message","payment_receipt"],"properties":{"result":{"type":"null"},"status":{"type":"string","const":"error"},"message":{"type":"string","maxLength":500},"error_code":{"type":"string","pattern":"^[a-z0-9][a-z0-9_.-]{0,119}$"},"missing_metrics":{"type":"array","items":{"type":"string","maxLength":120},"maxItems":20},"payment_receipt":{"anyOf":[{"anyOf":[{"type":"object","required":["x402_version","scheme","amount","decimals","transaction","payer","pay_to","verified","settled","network","asset"],"properties":{"asset":{"type":"string","const":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913"},"payer":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"amount":{"type":"string","pattern":"^\\d+$"},"pay_to":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"scheme":{"type":"string","const":"exact"},"network":{"type":"string","const":"eip155:8453"},"settled":{"type":"boolean","const":true},"decimals":{"type":"number","const":6},"verified":{"type":"boolean","const":true},"transaction":{"type":"string","pattern":"^0x[0-9a-fA-F]{64}$"},"x402_version":{"type":"number","const":2}},"additionalProperties":false},{"type":"object","required":["x402_version","scheme","amount","decimals","transaction","payer","pay_to","verified","settled","network","asset"],"properties":{"asset":{"type":"string","const":"0x036CbD53842c5426634e7929541eC2318f3dCF7e"},"payer":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"amount":{"type":"string","pattern":"^\\d+$"},"pay_to":{"type":"string","pattern":"^0x[0-9a-fA-F]{40}$"},"scheme":{"type":"string","const":"exact"},"network":{"type":"string","const":"eip155:84532"},"settled":{"type":"boolean","const":true},"decimals":{"type":"number","const":6},"verified":{"type":"boolean","const":true},"transaction":{"type":"string","pattern":"^0x[0-9a-fA-F]{64}$"},"x402_version":{"type":"number","const":2}},"additionalProperties":false}]},{"type":"null"}]},"ledger_reconciliation":{"enum":["settled","pending"],"type":"string"}},"additionalProperties":false}],"$schema":"https://json-schema.org/draft/2020-12/schema"},"annotations":{"readOnlyHint":true,"openWorldHint":false,"idempotentHint":true,"destructiveHint":false},"source":"probe","observed_at":"2026-10-19T22:46:28.224Z"},{"name":"search_evidence","title":null,"description":"$0.00 free search of bounded public StackBench benchmark and failure evidence; use this for evidence-only requests.","input_schema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","required":["query"],"properties":{"limit":{"type":"integer","default":5,"maximum":10,"minimum":1},"query":{"type":"string","maxLength":160,"minLength":1}},"additionalProperties":false},"output_schema":{"type":"object","oneOf":[{"type":"object","required":["status","summary","total","results","error_code"],"properties":{"total":{"type":"integer","maximum":9007199254740991,"minimum":0},"status":{"type":"string","const":"ok"},"results":{"type":"array","items":{"type":"object","required":["kind","evidence_ids","summary","evidence","grade","verification","source","missing_metrics"],"properties":{"kind":{"enum":["benchmark","failure"],"type":"string"},"grade":{"anyOf":[{"type":"string"},{"type":"null"}]},"source":{"type":"object","required":["type","name","url","key"],"properties":{"key":{"anyOf":[{"type":"string"},{"type":"null"}]},"url":{"anyOf":[{"type":"string","format":"uri","maxLength":500},{"type":"null"}]},"name":{"anyOf":[{"type":"string"},{"type":"null"}]},"type":{"anyOf":[{"type":"string"},{"type":"null"}]}},"additionalProperties":false},"summary":{"type":"string","maxLength":500},"evidence":{"type":"object","required":["model","hardware_system","engine","quantization","status","measured_at","metrics","failure"],"properties":{"model":{"anyOf":[{"type":"string"},{"type":"null"}]},"engine":{"anyOf":[{"type":"string"},{"type":"null"}]},"status":{"anyOf":[{"type":"string"},{"type":"null"}]},"failure":{"anyOf":[{"type":"object","required":["category","stage","error_code","message"],"properties":{"stage":{"anyOf":[{"type":"string"},{"type":"null"}]},"message":{"anyOf":[{"type":"string"},{"type":"null"}]},"category":{"anyOf":[{"type":"string"},{"type":"null"}]},"error_code":{"anyOf":[{"type":"string"},{"type":"null"}]}},"additionalProperties":false},{"type":"null"}]},"metrics":{"type":"object","required":["prefill_tok_s","decode_tok_s","peak_vram_bytes","avg_power_watts"],"properties":{"decode_tok_s":{"anyOf":[{"type":"number"},{"type":"null"}]},"prefill_tok_s":{"anyOf":[{"type":"number"},{"type":"null"}]},"avg_power_watts":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"peak_vram_bytes":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]}},"additionalProperties":false},"measured_at":{"anyOf":[{"type":"string"},{"type":"null"}]},"quantization":{"anyOf":[{"type":"string"},{"type":"null"}]},"hardware_system":{"anyOf":[{"type":"string"},{"type":"null"}]}},"additionalProperties":false},"evidence_ids":{"type":"object","required":["experiment_id","failure_id"],"properties":{"failure_id":{"anyOf":[{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},{"type":"null"}]},"experiment_id":{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"}},"additionalProperties":false},"verification":{"anyOf":[{"type":"string"},{"type":"null"}]},"missing_metrics":{"type":"array","items":{"enum":["prefill_tok_s","decode_tok_s","peak_vram_bytes","avg_power_watts"],"type":"string"},"maxItems":4}},"additionalProperties":false},"maxItems":10},"summary":{"type":"string","maxLength":500},"error_code":{"type":"null"}},"additionalProperties":false},{"type":"object","required":["status","summary","total","results","error_code"],"properties":{"total":{"type":"null"},"status":{"type":"string","const":"unavailable"},"results":{"type":"array","items":{"type":"object","required":["kind","evidence_ids","summary","evidence","grade","verification","source","missing_metrics"],"properties":{"kind":{"enum":["benchmark","failure"],"type":"string"},"grade":{"anyOf":[{"type":"string"},{"type":"null"}]},"source":{"type":"object","required":["type","name","url","key"],"properties":{"key":{"anyOf":[{"type":"string"},{"type":"null"}]},"url":{"anyOf":[{"type":"string","format":"uri","maxLength":500},{"type":"null"}]},"name":{"anyOf":[{"type":"string"},{"type":"null"}]},"type":{"anyOf":[{"type":"string"},{"type":"null"}]}},"additionalProperties":false},"summary":{"type":"string","maxLength":500},"evidence":{"type":"object","required":["model","hardware_system","engine","quantization","status","measured_at","metrics","failure"],"properties":{"model":{"anyOf":[{"type":"string"},{"type":"null"}]},"engine":{"anyOf":[{"type":"string"},{"type":"null"}]},"status":{"anyOf":[{"type":"string"},{"type":"null"}]},"failure":{"anyOf":[{"type":"object","required":["category","stage","error_code","message"],"properties":{"stage":{"anyOf":[{"type":"string"},{"type":"null"}]},"message":{"anyOf":[{"type":"string"},{"type":"null"}]},"category":{"anyOf":[{"type":"string"},{"type":"null"}]},"error_code":{"anyOf":[{"type":"string"},{"type":"null"}]}},"additionalProperties":false},{"type":"null"}]},"metrics":{"type":"object","required":["prefill_tok_s","decode_tok_s","peak_vram_bytes","avg_power_watts"],"properties":{"decode_tok_s":{"anyOf":[{"type":"number"},{"type":"null"}]},"prefill_tok_s":{"anyOf":[{"type":"number"},{"type":"null"}]},"avg_power_watts":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"peak_vram_bytes":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]}},"additionalProperties":false},"measured_at":{"anyOf":[{"type":"string"},{"type":"null"}]},"quantization":{"anyOf":[{"type":"string"},{"type":"null"}]},"hardware_system":{"anyOf":[{"type":"string"},{"type":"null"}]}},"additionalProperties":false},"evidence_ids":{"type":"object","required":["experiment_id","failure_id"],"properties":{"failure_id":{"anyOf":[{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},{"type":"null"}]},"experiment_id":{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"}},"additionalProperties":false},"verification":{"anyOf":[{"type":"string"},{"type":"null"}]},"missing_metrics":{"type":"array","items":{"enum":["prefill_tok_s","decode_tok_s","peak_vram_bytes","avg_power_watts"],"type":"string"},"maxItems":4}},"additionalProperties":false},"maxItems":0,"minItems":0},"summary":{"type":"string","maxLength":500},"error_code":{"enum":["backend_not_configured","backend_unavailable"],"type":"string"}},"additionalProperties":false},{"type":"object","required":["status","summary","total","results","error_code"],"properties":{"total":{"type":"null"},"status":{"type":"string","const":"error"},"results":{"type":"array","items":{"type":"object","required":["kind","evidence_ids","summary","evidence","grade","verification","source","missing_metrics"],"properties":{"kind":{"enum":["benchmark","failure"],"type":"string"},"grade":{"anyOf":[{"type":"string"},{"type":"null"}]},"source":{"type":"object","required":["type","name","url","key"],"properties":{"key":{"anyOf":[{"type":"string"},{"type":"null"}]},"url":{"anyOf":[{"type":"string","format":"uri","maxLength":500},{"type":"null"}]},"name":{"anyOf":[{"type":"string"},{"type":"null"}]},"type":{"anyOf":[{"type":"string"},{"type":"null"}]}},"additionalProperties":false},"summary":{"type":"string","maxLength":500},"evidence":{"type":"object","required":["model","hardware_system","engine","quantization","status","measured_at","metrics","failure"],"properties":{"model":{"anyOf":[{"type":"string"},{"type":"null"}]},"engine":{"anyOf":[{"type":"string"},{"type":"null"}]},"status":{"anyOf":[{"type":"string"},{"type":"null"}]},"failure":{"anyOf":[{"type":"object","required":["category","stage","error_code","message"],"properties":{"stage":{"anyOf":[{"type":"string"},{"type":"null"}]},"message":{"anyOf":[{"type":"string"},{"type":"null"}]},"category":{"anyOf":[{"type":"string"},{"type":"null"}]},"error_code":{"anyOf":[{"type":"string"},{"type":"null"}]}},"additionalProperties":false},{"type":"null"}]},"metrics":{"type":"object","required":["prefill_tok_s","decode_tok_s","peak_vram_bytes","avg_power_watts"],"properties":{"decode_tok_s":{"anyOf":[{"type":"number"},{"type":"null"}]},"prefill_tok_s":{"anyOf":[{"type":"number"},{"type":"null"}]},"avg_power_watts":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"peak_vram_bytes":{"anyOf":[{"type":"integer","maximum":9007199254740991,"minimum":0},{"type":"null"}]}},"additionalProperties":false},"measured_at":{"anyOf":[{"type":"string"},{"type":"null"}]},"quantization":{"anyOf":[{"type":"string"},{"type":"null"}]},"hardware_system":{"anyOf":[{"type":"string"},{"type":"null"}]}},"additionalProperties":false},"evidence_ids":{"type":"object","required":["experiment_id","failure_id"],"properties":{"failure_id":{"anyOf":[{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},{"type":"null"}]},"experiment_id":{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"}},"additionalProperties":false},"verification":{"anyOf":[{"type":"string"},{"type":"null"}]},"missing_metrics":{"type":"array","items":{"enum":["prefill_tok_s","decode_tok_s","peak_vram_bytes","avg_power_watts"],"type":"string"},"maxItems":4}},"additionalProperties":false},"maxItems":0,"minItems":0},"summary":{"type":"string","maxLength":500},"error_code":{"enum":["backend_error","backend_invalid_response"],"type":"string"}},"additionalProperties":false}],"$schema":"https://json-schema.org/draft/2020-12/schema"},"annotations":{"readOnlyHint":true,"openWorldHint":false,"idempotentHint":true,"destructiveHint":false},"source":"probe","observed_at":"2026-10-19T22:46:28.224Z"}],"next_cursor":null,"next_actions":[{"action":"get_connection","description":"Connection block to call these tools","href":"/v1/servers/com.computesage%2Fstackbench/connection?target=mcpServers","arguments":{"name":"com.computesage/stackbench","target":"mcpServers"}},{"action":"get_server","description":"Full descriptor with trust and connectability","href":"/v1/servers/com.computesage%2Fstackbench","arguments":{"name":"com.computesage/stackbench"}}]}