{ "summary": [ { "model": "OpenAI gpt-6-luna", "checks": 5, "eventDetectionPercent": 100.0, "falsePositivePercent": 0.0, "agreementPercent": 100.0, "medianSeconds": 1.2837336, "p95Seconds": 2.0726569999999995, "estimatedProviderCostUSD": 0.0011538, "peakRAMGiB": null, "peakVRAMGiB": null }, { "model": "TypeSafe AI Jev 1.14", "checks": 5, "eventDetectionPercent": 100.0, "falsePositivePercent": 0.0, "agreementPercent": 100.0, "medianSeconds": 0.5624045999999999, "p95Seconds": 0.6673623999999996, "estimatedProviderCostUSD": 0.001188222, "peakRAMGiB": null, "peakVRAMGiB": null }, { "model": "LiquidAI d1-2B (bfloat16)", "checks": 5, "eventDetectionPercent": 100.0, "falsePositivePercent": 0.0, "agreementPercent": 100.0, "medianSeconds": 0.8483948000030068, "p95Seconds": 2.6026402999996208, "estimatedProviderCostUSD": null, "peakRAMGiB": 4.253162384033203, "peakVRAMGiB": 4.812638282775879, "peakReservedVRAMGiB": 6.302734375 }, { "model": "Qwen3.5-9B (Q4_K_M)", "checks": 5, "eventDetectionPercent": 100.0, "falsePositivePercent": 0.0, "agreementPercent": 100.0, "medianSeconds": 2.166880599997967, "p95Seconds": 2.3411406999985047, "estimatedProviderCostUSD": null, "peakRAMGiB": 6.327655792236328, "peakVRAMGiB": 6.646484375 } ], "records": [ { "model": "OpenAI gpt-6-luna", "caseId": "gmdcsa-S1-Fall-01-0-0", "expected": "match", "choice": "match", "correct": true, "latencySeconds": 2.0726569999999995, "estimatedCostUSD": 0.0002154, "frameSHA256": [ "f1e87b5cfb8b43603216474b410636b7eea2da07a25bb1ff69ead434fbbdb8c8", "1af983df8a30d109c6007d9ab76a05555fe2a49f7b961a8c565f29770e72a5db", "87073b0a5b7bda385429b1f4f9789040df5aea1a2a1b4cdd43d959c642c6d584", "b13fa673e43ef8a5c950f34f5b26d18ef4215b0e1625d241b69ab989f2e93321", "0cc452a1b97c9ea13e0cb2ce5e0a71b68398a8a6b5c5a85ebce863c8cb51ab6f", "92b83a751528d335441daf09e091d936690d776a2f2d2e942d626894b6aaa65c", "4d33bf7d21f57bf879b0c05b22675f840bb6d67cd6d69f943dd2d3a683793dc6" ] }, { "model": "TypeSafe AI Jev 1.14.0", "caseId": "gmdcsa-S1-Fall-01-0-0", "expected": "match", "choice": "match", "correct": true, "latencySeconds": 0.5624045999999999, "estimatedCostUSD": 0.00022079400000000001, "frameSHA256": [ "f1e87b5cfb8b43603216474b410636b7eea2da07a25bb1ff69ead434fbbdb8c8", "1af983df8a30d109c6007d9ab76a05555fe2a49f7b961a8c565f29770e72a5db", "87073b0a5b7bda385429b1f4f9789040df5aea1a2a1b4cdd43d959c642c6d584", "b13fa673e43ef8a5c950f34f5b26d18ef4215b0e1625d241b69ab989f2e93321", "0cc452a1b97c9ea13e0cb2ce5e0a71b68398a8a6b5c5a85ebce863c8cb51ab6f", "92b83a751528d335441daf09e091d936690d776a2f2d2e942d626894b6aaa65c", "4d33bf7d21f57bf879b0c05b22675f840bb6d67cd6d69f943dd2d3a683793dc6" ] }, { "model": "LiquidAI d1-2B (bfloat16)", "caseId": "gmdcsa-S1-Fall-01-0-0", "expected": "match", "choice": "match", "correct": true, "latencySeconds": 2.4983778999994684, "estimatedCostUSD": null, "frameSHA256": [ "f1e87b5cfb8b43603216474b410636b7eea2da07a25bb1ff69ead434fbbdb8c8", "1af983df8a30d109c6007d9ab76a05555fe2a49f7b961a8c565f29770e72a5db", "87073b0a5b7bda385429b1f4f9789040df5aea1a2a1b4cdd43d959c642c6d584", "b13fa673e43ef8a5c950f34f5b26d18ef4215b0e1625d241b69ab989f2e93321", "0cc452a1b97c9ea13e0cb2ce5e0a71b68398a8a6b5c5a85ebce863c8cb51ab6f", "92b83a751528d335441daf09e091d936690d776a2f2d2e942d626894b6aaa65c", "4d33bf7d21f57bf879b0c05b22675f840bb6d67cd6d69f943dd2d3a683793dc6" ] }, { "model": "Qwen3.5-9B (Q4_K_M)", "caseId": "gmdcsa-S1-Fall-01-0-0", "expected": "match", "choice": "match", "correct": true, "latencySeconds": 2.166880599997967, "estimatedCostUSD": null, "frameSHA256": [ "f1e87b5cfb8b43603216474b410636b7eea2da07a25bb1ff69ead434fbbdb8c8", "1af983df8a30d109c6007d9ab76a05555fe2a49f7b961a8c565f29770e72a5db", "87073b0a5b7bda385429b1f4f9789040df5aea1a2a1b4cdd43d959c642c6d584", "b13fa673e43ef8a5c950f34f5b26d18ef4215b0e1625d241b69ab989f2e93321", "0cc452a1b97c9ea13e0cb2ce5e0a71b68398a8a6b5c5a85ebce863c8cb51ab6f", "92b83a751528d335441daf09e091d936690d776a2f2d2e942d626894b6aaa65c", "4d33bf7d21f57bf879b0c05b22675f840bb6d67cd6d69f943dd2d3a683793dc6" ] }, { "model": "OpenAI gpt-6-luna", "caseId": "gmdcsa-S2-Fall-03-0-0", "expected": "no_match", "choice": "no_match", "correct": true, "latencySeconds": 1.6441191999999996, "estimatedCostUSD": 0.0002154, "frameSHA256": [ "e1bdb118653854f8460b20f1fc745afc260ef720dd9ecacb9026047cc007cc3f", "71a568cb9610d28ab0d7521a336539783d9c51f0b94481002b32429afbc2f0dc", "59a2617a9f56b36c9ed09145eb87cc8e64599d6e9afcd2d98182cbbad0920670", "5b5ffe86ef7ccf9b926e1fdcc3f851aad03421695681929abb04ebe5d162055c", "74425a32581f6df48788962dfe1d047b8679ec32a10a639b41675e0632d51b3f", "aa4a71ce4dc67934a9adcd78d2e4669a046a98be25162261448121984d38c38c", "f870de5433ab3d66fe3d406b90fc9b760d522555446f9317238e88da1c00933b" ] }, { "model": "TypeSafe AI Jev 1.14.0", "caseId": "gmdcsa-S2-Fall-03-0-0", "expected": "no_match", "choice": "no_match", "correct": true, "latencySeconds": 0.2690582999999999, "estimatedCostUSD": 0.00022113000000000002, "frameSHA256": [ "e1bdb118653854f8460b20f1fc745afc260ef720dd9ecacb9026047cc007cc3f", "71a568cb9610d28ab0d7521a336539783d9c51f0b94481002b32429afbc2f0dc", "59a2617a9f56b36c9ed09145eb87cc8e64599d6e9afcd2d98182cbbad0920670", "5b5ffe86ef7ccf9b926e1fdcc3f851aad03421695681929abb04ebe5d162055c", "74425a32581f6df48788962dfe1d047b8679ec32a10a639b41675e0632d51b3f", "aa4a71ce4dc67934a9adcd78d2e4669a046a98be25162261448121984d38c38c", "f870de5433ab3d66fe3d406b90fc9b760d522555446f9317238e88da1c00933b" ] }, { "model": "LiquidAI d1-2B (bfloat16)", "caseId": "gmdcsa-S2-Fall-03-0-0", "expected": "no_match", "choice": "no_match", "correct": true, "latencySeconds": 0.8483948000030068, "estimatedCostUSD": null, "frameSHA256": [ "e1bdb118653854f8460b20f1fc745afc260ef720dd9ecacb9026047cc007cc3f", "71a568cb9610d28ab0d7521a336539783d9c51f0b94481002b32429afbc2f0dc", "59a2617a9f56b36c9ed09145eb87cc8e64599d6e9afcd2d98182cbbad0920670", "5b5ffe86ef7ccf9b926e1fdcc3f851aad03421695681929abb04ebe5d162055c", "74425a32581f6df48788962dfe1d047b8679ec32a10a639b41675e0632d51b3f", "aa4a71ce4dc67934a9adcd78d2e4669a046a98be25162261448121984d38c38c", "f870de5433ab3d66fe3d406b90fc9b760d522555446f9317238e88da1c00933b" ] }, { "model": "Qwen3.5-9B (Q4_K_M)", "caseId": "gmdcsa-S2-Fall-03-0-0", "expected": "no_match", "choice": "no_match", "correct": true, "latencySeconds": 2.134882300000754, "estimatedCostUSD": null, "frameSHA256": [ "e1bdb118653854f8460b20f1fc745afc260ef720dd9ecacb9026047cc007cc3f", "71a568cb9610d28ab0d7521a336539783d9c51f0b94481002b32429afbc2f0dc", "59a2617a9f56b36c9ed09145eb87cc8e64599d6e9afcd2d98182cbbad0920670", "5b5ffe86ef7ccf9b926e1fdcc3f851aad03421695681929abb04ebe5d162055c", "74425a32581f6df48788962dfe1d047b8679ec32a10a639b41675e0632d51b3f", "aa4a71ce4dc67934a9adcd78d2e4669a046a98be25162261448121984d38c38c", "f870de5433ab3d66fe3d406b90fc9b760d522555446f9317238e88da1c00933b" ] }, { "model": "OpenAI gpt-6-luna", "caseId": "gmdcsa-S3-ADL-01-0-0", "expected": "no_match", "choice": "no_match", "correct": true, "latencySeconds": 1.2837336, "estimatedCostUSD": 0.00026660000000000003, "frameSHA256": [ "397e0034baf14dd46c24a27f11a3f2318ce4894da1770c29aef82dc2587e1d35", "7da1dba97baa5d0c5de8d0699121185cafec890c3a732ae85cc12cb5db079a03", "81efb4eedbcf1be28f2889650c7b95fdd39910b590d01188dc29853abc5f0cf9", "a0d2345a73a5a6b9af286e576fe2137bc79f0b346d89c7fd46ebe7d1f28f1318", "df72fc3030c64c8b9ece6ac01ac7a8fe996945df008e380380b087e92ef8c623", "ecfd954ebde75285ee285aa6a48a999cdeb39fc28444bf6f7b5d0e395ab1f5e4", "a2a056ee644686aeb73effe854f9da4e9025aeac50cf40ba20f083e96db9d8d3", "c856dd78017200ba4662e6f675463c4d2c51331e057e6ef79990870d6f8f2e73", "9249bd7735f0f741fa126bd481ae049eff58407c784e6cb40d0b9f29de662587" ] }, { "model": "TypeSafe AI Jev 1.14.0", "caseId": "gmdcsa-S3-ADL-01-0-0", "expected": "no_match", "choice": "no_match", "correct": true, "latencySeconds": 0.6673623999999996, "estimatedCostUSD": 0.00027707400000000004, "frameSHA256": [ "397e0034baf14dd46c24a27f11a3f2318ce4894da1770c29aef82dc2587e1d35", "7da1dba97baa5d0c5de8d0699121185cafec890c3a732ae85cc12cb5db079a03", "81efb4eedbcf1be28f2889650c7b95fdd39910b590d01188dc29853abc5f0cf9", "a0d2345a73a5a6b9af286e576fe2137bc79f0b346d89c7fd46ebe7d1f28f1318", "df72fc3030c64c8b9ece6ac01ac7a8fe996945df008e380380b087e92ef8c623", "ecfd954ebde75285ee285aa6a48a999cdeb39fc28444bf6f7b5d0e395ab1f5e4", "a2a056ee644686aeb73effe854f9da4e9025aeac50cf40ba20f083e96db9d8d3", "c856dd78017200ba4662e6f675463c4d2c51331e057e6ef79990870d6f8f2e73", "9249bd7735f0f741fa126bd481ae049eff58407c784e6cb40d0b9f29de662587" ] }, { "model": "LiquidAI d1-2B (bfloat16)", "caseId": "gmdcsa-S3-ADL-01-0-0", "expected": "no_match", "choice": "no_match", "correct": true, "latencySeconds": 0.7942115000005288, "estimatedCostUSD": null, "frameSHA256": [ "397e0034baf14dd46c24a27f11a3f2318ce4894da1770c29aef82dc2587e1d35", "7da1dba97baa5d0c5de8d0699121185cafec890c3a732ae85cc12cb5db079a03", "81efb4eedbcf1be28f2889650c7b95fdd39910b590d01188dc29853abc5f0cf9", "a0d2345a73a5a6b9af286e576fe2137bc79f0b346d89c7fd46ebe7d1f28f1318", "df72fc3030c64c8b9ece6ac01ac7a8fe996945df008e380380b087e92ef8c623", "ecfd954ebde75285ee285aa6a48a999cdeb39fc28444bf6f7b5d0e395ab1f5e4", "a2a056ee644686aeb73effe854f9da4e9025aeac50cf40ba20f083e96db9d8d3", "c856dd78017200ba4662e6f675463c4d2c51331e057e6ef79990870d6f8f2e73", "9249bd7735f0f741fa126bd481ae049eff58407c784e6cb40d0b9f29de662587" ] }, { "model": "Qwen3.5-9B (Q4_K_M)", "caseId": "gmdcsa-S3-ADL-01-0-0", "expected": "no_match", "choice": "no_match", "correct": true, "latencySeconds": 2.2171110000017507, "estimatedCostUSD": null, "frameSHA256": [ "397e0034baf14dd46c24a27f11a3f2318ce4894da1770c29aef82dc2587e1d35", "7da1dba97baa5d0c5de8d0699121185cafec890c3a732ae85cc12cb5db079a03", "81efb4eedbcf1be28f2889650c7b95fdd39910b590d01188dc29853abc5f0cf9", "a0d2345a73a5a6b9af286e576fe2137bc79f0b346d89c7fd46ebe7d1f28f1318", "df72fc3030c64c8b9ece6ac01ac7a8fe996945df008e380380b087e92ef8c623", "ecfd954ebde75285ee285aa6a48a999cdeb39fc28444bf6f7b5d0e395ab1f5e4", "a2a056ee644686aeb73effe854f9da4e9025aeac50cf40ba20f083e96db9d8d3", "c856dd78017200ba4662e6f675463c4d2c51331e057e6ef79990870d6f8f2e73", "9249bd7735f0f741fa126bd481ae049eff58407c784e6cb40d0b9f29de662587" ] }, { "model": "OpenAI gpt-6-luna", "caseId": "gmdcsa-S4-ADL-03-0-0", "expected": "no_match", "choice": "no_match", "correct": true, "latencySeconds": 0.2804163000000008, "estimatedCostUSD": 0.00026660000000000003, "frameSHA256": [ "c715db64c1c6b3b1cac76eff43bf6bf70373f25178d9c04ce5800a1eef3c4a5c", "ce64ac5a8d8edab2a4334a16622ddee3ddd471d0f215d9253ce977f3c1a69f1f", "2ced694c1f21695fffad4cfce6eda8f17d5ce3971b17c5fa5ca816943851f7f9", "d0621e80389a32a2ad6863015a01779d959ad917de5a6adde9d9f6f886803ba8", "d990e4d3aaa4c9efe28ffcf93a802ee8ede9a148d6c513f1e5eba3fdc0477981", "328085b49b8fea27e0a7374b554e1a7dd758c6f64cb0c50bd70841a8dc41e5b8", "18f23109f61056cf1aad81c96e305d8e176f3cf884168b91122c294660cf5167", "91364935aa231213b0bdf6ee0863b6ce8bc34564a62a6f1dd6bb7b6b7091368d", "729f04b37173f585661eb57928c2ada909236624eee098bdd77a907c93ef37ef" ] }, { "model": "TypeSafe AI Jev 1.14.0", "caseId": "gmdcsa-S4-ADL-03-0-0", "expected": "no_match", "choice": "no_match", "correct": true, "latencySeconds": 0.3940956999999998, "estimatedCostUSD": 0.000276654, "frameSHA256": [ "c715db64c1c6b3b1cac76eff43bf6bf70373f25178d9c04ce5800a1eef3c4a5c", "ce64ac5a8d8edab2a4334a16622ddee3ddd471d0f215d9253ce977f3c1a69f1f", "2ced694c1f21695fffad4cfce6eda8f17d5ce3971b17c5fa5ca816943851f7f9", "d0621e80389a32a2ad6863015a01779d959ad917de5a6adde9d9f6f886803ba8", "d990e4d3aaa4c9efe28ffcf93a802ee8ede9a148d6c513f1e5eba3fdc0477981", "328085b49b8fea27e0a7374b554e1a7dd758c6f64cb0c50bd70841a8dc41e5b8", "18f23109f61056cf1aad81c96e305d8e176f3cf884168b91122c294660cf5167", "91364935aa231213b0bdf6ee0863b6ce8bc34564a62a6f1dd6bb7b6b7091368d", "729f04b37173f585661eb57928c2ada909236624eee098bdd77a907c93ef37ef" ] }, { "model": "LiquidAI d1-2B (bfloat16)", "caseId": "gmdcsa-S4-ADL-03-0-0", "expected": "no_match", "choice": "no_match", "correct": true, "latencySeconds": 2.6026402999996208, "estimatedCostUSD": null, "frameSHA256": [ "c715db64c1c6b3b1cac76eff43bf6bf70373f25178d9c04ce5800a1eef3c4a5c", "ce64ac5a8d8edab2a4334a16622ddee3ddd471d0f215d9253ce977f3c1a69f1f", "2ced694c1f21695fffad4cfce6eda8f17d5ce3971b17c5fa5ca816943851f7f9", "d0621e80389a32a2ad6863015a01779d959ad917de5a6adde9d9f6f886803ba8", "d990e4d3aaa4c9efe28ffcf93a802ee8ede9a148d6c513f1e5eba3fdc0477981", "328085b49b8fea27e0a7374b554e1a7dd758c6f64cb0c50bd70841a8dc41e5b8", "18f23109f61056cf1aad81c96e305d8e176f3cf884168b91122c294660cf5167", "91364935aa231213b0bdf6ee0863b6ce8bc34564a62a6f1dd6bb7b6b7091368d", "729f04b37173f585661eb57928c2ada909236624eee098bdd77a907c93ef37ef" ] }, { "model": "Qwen3.5-9B (Q4_K_M)", "caseId": "gmdcsa-S4-ADL-03-0-0", "expected": "no_match", "choice": "no_match", "correct": true, "latencySeconds": 2.3411406999985047, "estimatedCostUSD": null, "frameSHA256": [ "c715db64c1c6b3b1cac76eff43bf6bf70373f25178d9c04ce5800a1eef3c4a5c", "ce64ac5a8d8edab2a4334a16622ddee3ddd471d0f215d9253ce977f3c1a69f1f", "2ced694c1f21695fffad4cfce6eda8f17d5ce3971b17c5fa5ca816943851f7f9", "d0621e80389a32a2ad6863015a01779d959ad917de5a6adde9d9f6f886803ba8", "d990e4d3aaa4c9efe28ffcf93a802ee8ede9a148d6c513f1e5eba3fdc0477981", "328085b49b8fea27e0a7374b554e1a7dd758c6f64cb0c50bd70841a8dc41e5b8", "18f23109f61056cf1aad81c96e305d8e176f3cf884168b91122c294660cf5167", "91364935aa231213b0bdf6ee0863b6ce8bc34564a62a6f1dd6bb7b6b7091368d", "729f04b37173f585661eb57928c2ada909236624eee098bdd77a907c93ef37ef" ] }, { "model": "OpenAI gpt-6-luna", "caseId": "gmdcsa-S1-Fall-02-0-0", "expected": "match", "choice": "match", "correct": true, "latencySeconds": 0.40158989999999994, "estimatedCostUSD": 0.0001898, "frameSHA256": [ "706929789b96d77c121307e668bd8fec8100f08b61412705c2aab5af940ce90e", "2b504806aace2631ee0cb28049b00045a9648ee8fc5dcace5e7a08cf0368eabb", "1b313806c92ef7715eb88e72c42a17ea550a2083a5002adde6271ce7f3f5a4b4", "0bff5ab046790dffb4f4fe4e1adb6bbb39ac87b10f441fce1cdbf5b07c30dec2", "bc2da3df152f14e5df1e30c0230a5cac1f2425a0923f559ee84ff7a15548853b", "e7e930b6e94b9d06d51880e7471177719e2a15e7d57157efc54eab2883df5ed4" ] }, { "model": "TypeSafe AI Jev 1.14.0", "caseId": "gmdcsa-S1-Fall-02-0-0", "expected": "match", "choice": "match", "correct": true, "latencySeconds": 0.5798732, "estimatedCostUSD": 0.00019257000000000003, "frameSHA256": [ "706929789b96d77c121307e668bd8fec8100f08b61412705c2aab5af940ce90e", "2b504806aace2631ee0cb28049b00045a9648ee8fc5dcace5e7a08cf0368eabb", "1b313806c92ef7715eb88e72c42a17ea550a2083a5002adde6271ce7f3f5a4b4", "0bff5ab046790dffb4f4fe4e1adb6bbb39ac87b10f441fce1cdbf5b07c30dec2", "bc2da3df152f14e5df1e30c0230a5cac1f2425a0923f559ee84ff7a15548853b", "e7e930b6e94b9d06d51880e7471177719e2a15e7d57157efc54eab2883df5ed4" ] }, { "model": "LiquidAI d1-2B (bfloat16)", "caseId": "gmdcsa-S1-Fall-02-0-0", "expected": "match", "choice": "match", "correct": true, "latencySeconds": 0.6203495000008843, "estimatedCostUSD": null, "frameSHA256": [ "706929789b96d77c121307e668bd8fec8100f08b61412705c2aab5af940ce90e", "2b504806aace2631ee0cb28049b00045a9648ee8fc5dcace5e7a08cf0368eabb", "1b313806c92ef7715eb88e72c42a17ea550a2083a5002adde6271ce7f3f5a4b4", "0bff5ab046790dffb4f4fe4e1adb6bbb39ac87b10f441fce1cdbf5b07c30dec2", "bc2da3df152f14e5df1e30c0230a5cac1f2425a0923f559ee84ff7a15548853b", "e7e930b6e94b9d06d51880e7471177719e2a15e7d57157efc54eab2883df5ed4" ] }, { "model": "Qwen3.5-9B (Q4_K_M)", "caseId": "gmdcsa-S1-Fall-02-0-0", "expected": "match", "choice": "match", "correct": true, "latencySeconds": 1.8224383999986458, "estimatedCostUSD": null, "frameSHA256": [ "706929789b96d77c121307e668bd8fec8100f08b61412705c2aab5af940ce90e", "2b504806aace2631ee0cb28049b00045a9648ee8fc5dcace5e7a08cf0368eabb", "1b313806c92ef7715eb88e72c42a17ea550a2083a5002adde6271ce7f3f5a4b4", "0bff5ab046790dffb4f4fe4e1adb6bbb39ac87b10f441fce1cdbf5b07c30dec2", "bc2da3df152f14e5df1e30c0230a5cac1f2425a0923f559ee84ff7a15548853b", "e7e930b6e94b9d06d51880e7471177719e2a15e7d57157efc54eab2883df5ed4" ] } ], "limitations": [ "Five staged source clips, two positive and three negative for the exact Event. The two positive clips share a subject and room. Provisional previously reviewed labels; not an independent accuracy estimate.", "Exact Event: A person falls on the floor (health accident). Same saved JPEG bytes at 1 FPS, maximum 640 pixels on long edge; aspect ratio preserved; no padding.", "Each source is shorter than 20 seconds and generates one partial observation. Event detection and observation agreement therefore coincide for positives; this set cannot measure later-window recovery.", "Latencies measure prepared-request execution, excluding frame collection, model loading and rest periods. No real-time event-to-alert delay was measured. Existing onset labels are approximate, so no precise detection-delay figure is reported.", "Cloud uses saved production API prompts and Station serializers. Qwen uses current production API prompt and Station localRequestBody. Liquid uses vendor PyTorch research runtime. Not live RTSP, notification or continuous-load testing.", "Local GPU: NVIDIA RTX 4080 Laptop. Liquid VRAM is PyTorch allocated memory; reserved memory listed separately. Qwen VRAM is sampled device-wide use and may include other processes. RAM includes loading; not minimum device requirements.", "Cloud costs use reported input tokens at configured rates, no separate cache adjustment; invoices authoritative. One initial TypeSafe authentication failure (credential transcription) retained separately with a conservative $0.05 reservation. Local provider costs shown as unavailable; hardware/electricity excluded." ] }