{ "note": "Token overhead experiment. Jev carries one Noul question; the chat side gets a one-line prompt. The two sides are NOT prompt-symmetric - that asymmetry is the point of the caveat in the writeup.", "jev_questions": { "q": { "type": "noul", "instructions": "The text mentions a failure" } }, "chat_prompt_prefix": "The text mentions a failure. Answer yes or no.\n\n", "sentence_unit": "The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. ", "sizes": { "tiny": 1, "small": 8, "medium": 40, "large": 160 }, "runs": [ { "size": "tiny", "repeats": 1, "chars": 161, "jev_request": { "model": "typesafe-ai/jev", "state": "The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. ", "questions": { "q": { "type": "noul", "instructions": "The text mentions a failure" } } }, "chat_request": { "model": "google/gemini-2.5-flash-lite", "max_tokens": 4, "temperature": 0, "messages": [ { "role": "user", "content": "The text mentions a failure. Answer yes or no.\n\nThe deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. " } ] }, "jev_response": { "model": "typesafe-ai/jev", "answers": { "q": { "type": "noul", "noul": 1 } }, "usage": { "input_tokens": 298, "output_tokens": 20 } }, "chat_response": { "id": "gen_01M2XNWF8M133VES8JGJMVVD1V", "object": "chat.completion", "created": 1789849910, "model": "google/gemini-2.5-flash-lite", "choices": [ { "index": 0, "message": { "role": "assistant", "content": "Yes", "provider_metadata": { "vertex": { "promptFeedback": null, "groundingMetadata": null, "urlContextMetadata": null, "safetyRatings": null, "usageMetadata": { "promptTokenCount": 39, "candidatesTokenCount": 1, "totalTokenCount": 40, "trafficType": "ON_DEMAND", "promptTokensDetails": [ { "modality": "TEXT", "tokenCount": 39 } ], "candidatesTokensDetails": [ { "modality": "TEXT", "tokenCount": 1 } ] }, "finishMessage": null, "serviceTier": null }, "gateway": { "routing": { "originalModelId": "google/gemini-2.5-flash-lite", "resolvedProvider": "vertex", "fallbacksAvailable": [ "google" ], "planningReasoning": "System credentials planned for: vertex, google. Total execution order: vertex(system) \u2192 google(system)", "canonicalSlug": "google/gemini-2.5-flash-lite", "finalProvider": "vertex", "modelAttemptCount": 1, "modelAttempts": [ { "canonicalSlug": "google/gemini-2.5-flash-lite", "success": true, "providerAttemptCount": 1, "providerAttempts": [ { "provider": "vertex", "credentialType": "system", "success": true, "startTime": 1789849910594, "endTime": 1789849910909, "statusCode": 200, "providerResponseId": "NvGuaubxJ_iWhcIPjIKT0Q4" } ] } ], "totalProviderAttemptCount": 1 }, "cost": "0.0000043", "marketCost": "0.0000043", "surchargeCost": "0", "gatewayCost": "0.0000043", "inferenceCost": "0.0000043", "inputInferenceCost": "0.0000039", "outputInferenceCost": "0.0000004", "generationId": "gen_01M2XNWF8M133VES8JGJMVVD1V" } } }, "logprobs": null, "finish_reason": "stop" } ], "usage": { "prompt_tokens": 39, "completion_tokens": 1, "total_tokens": 40, "cost": 4.3e-06, "is_byok": false, "prompt_tokens_details": { "cached_tokens": 0, "audio_tokens": 0, "video_tokens": 0 }, "cost_details": { "upstream_inference_cost": null, "upstream_inference_prompt_cost": 0, "upstream_inference_completions_cost": 0 }, "completion_tokens_details": { "reasoning_tokens": 0, "image_tokens": 0 }, "cache_creation_input_tokens": 0, "market_cost": 4.3e-06, "gateway_cost": 4.3e-06 }, "system_fingerprint": "fp_46emapwfwb", "generationId": "gen_01M2XNWF8M133VES8JGJMVVD1V" }, "jev_input_tokens": 298, "jev_output_tokens": 20, "chat_prompt_tokens": 39, "chat_completion_tokens": 1, "diff": 259 }, { "size": "small", "repeats": 8, "chars": 1288, "jev_request": { "model": "typesafe-ai/jev", "state": "The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. ", "questions": { "q": { "type": "noul", "instructions": "The text mentions a failure" } } }, "chat_request": { "model": "google/gemini-2.5-flash-lite", "max_tokens": 4, "temperature": 0, "messages": [ { "role": "user", "content": "The text mentions a failure. Answer yes or no.\n\nThe deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. " } ] }, "jev_response": { "model": "typesafe-ai/jev", "answers": { "q": { "type": "noul", "noul": 1 } }, "usage": { "input_tokens": 480, "output_tokens": 20 } }, "chat_response": { "id": "gen_01M2XNWGN3K4S8VQNBSXSCY8DJ", "object": "chat.completion", "created": 1789849912, "model": "google/gemini-2.5-flash-lite", "choices": [ { "index": 0, "message": { "role": "assistant", "content": "Yes", "provider_metadata": { "vertex": { "promptFeedback": null, "groundingMetadata": null, "urlContextMetadata": null, "safetyRatings": null, "usageMetadata": { "promptTokenCount": 221, "candidatesTokenCount": 1, "totalTokenCount": 222, "trafficType": "ON_DEMAND", "promptTokensDetails": [ { "modality": "TEXT", "tokenCount": 221 } ], "candidatesTokensDetails": [ { "modality": "TEXT", "tokenCount": 1 } ] }, "finishMessage": null, "serviceTier": null }, "gateway": { "routing": { "originalModelId": "google/gemini-2.5-flash-lite", "resolvedProvider": "vertex", "fallbacksAvailable": [ "google" ], "planningReasoning": "System credentials planned for: vertex, google. Total execution order: vertex(system) \u2192 google(system)", "canonicalSlug": "google/gemini-2.5-flash-lite", "finalProvider": "vertex", "modelAttemptCount": 1, "modelAttempts": [ { "canonicalSlug": "google/gemini-2.5-flash-lite", "success": true, "providerAttemptCount": 1, "providerAttempts": [ { "provider": "vertex", "credentialType": "system", "success": true, "startTime": 1789849912010, "endTime": 1789849912321, "statusCode": 200, "providerResponseId": "OPGuaqq1BMHL8uMP0N-IoA8" } ] } ], "totalProviderAttemptCount": 1 }, "cost": "0.0000225", "marketCost": "0.0000225", "surchargeCost": "0", "gatewayCost": "0.0000225", "inferenceCost": "0.0000225", "inputInferenceCost": "0.0000221", "outputInferenceCost": "0.0000004", "generationId": "gen_01M2XNWGN3K4S8VQNBSXSCY8DJ" } } }, "logprobs": null, "finish_reason": "stop" } ], "usage": { "prompt_tokens": 221, "completion_tokens": 1, "total_tokens": 222, "cost": 2.25e-05, "is_byok": false, "prompt_tokens_details": { "cached_tokens": 0, "audio_tokens": 0, "video_tokens": 0 }, "cost_details": { "upstream_inference_cost": null, "upstream_inference_prompt_cost": 0, "upstream_inference_completions_cost": 0 }, "completion_tokens_details": { "reasoning_tokens": 0, "image_tokens": 0 }, "cache_creation_input_tokens": 0, "market_cost": 2.25e-05, "gateway_cost": 2.25e-05 }, "system_fingerprint": "fp_iyn2rjsp4h", "generationId": "gen_01M2XNWGN3K4S8VQNBSXSCY8DJ" }, "jev_input_tokens": 480, "jev_output_tokens": 20, "chat_prompt_tokens": 221, "chat_completion_tokens": 1, "diff": 259 }, { "size": "medium", "repeats": 40, "chars": 6440, "jev_request": { "model": "typesafe-ai/jev", "state": "The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. ", "questions": { "q": { "type": "noul", "instructions": "The text mentions a failure" } } }, "chat_request": { "model": "google/gemini-2.5-flash-lite", "max_tokens": 4, "temperature": 0, "messages": [ { "role": "user", "content": "The text mentions a failure. Answer yes or no.\n\nThe deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. " } ] }, "jev_response": { "model": "typesafe-ai/jev", "answers": { "q": { "type": "noul", "noul": 1 } }, "usage": { "input_tokens": 1312, "output_tokens": 20 } }, "chat_response": { "id": "gen_01M2XNWJ70M5YSFR575NAN5BAH", "object": "chat.completion", "created": 1789849913, "model": "google/gemini-2.5-flash-lite", "choices": [ { "index": 0, "message": { "role": "assistant", "content": "Yes", "provider_metadata": { "vertex": { "promptFeedback": null, "groundingMetadata": null, "urlContextMetadata": null, "safetyRatings": null, "usageMetadata": { "promptTokenCount": 1053, "candidatesTokenCount": 1, "totalTokenCount": 1054, "trafficType": "ON_DEMAND", "promptTokensDetails": [ { "modality": "TEXT", "tokenCount": 1053 } ], "candidatesTokensDetails": [ { "modality": "TEXT", "tokenCount": 1 } ] }, "finishMessage": null, "serviceTier": null }, "gateway": { "routing": { "originalModelId": "google/gemini-2.5-flash-lite", "resolvedProvider": "vertex", "fallbacksAvailable": [ "google" ], "planningReasoning": "System credentials planned for: vertex, google. Total execution order: vertex(system) \u2192 google(system)", "canonicalSlug": "google/gemini-2.5-flash-lite", "finalProvider": "vertex", "modelAttemptCount": 1, "modelAttempts": [ { "canonicalSlug": "google/gemini-2.5-flash-lite", "success": true, "providerAttemptCount": 1, "providerAttempts": [ { "provider": "vertex", "credentialType": "system", "success": true, "startTime": 1789849913612, "endTime": 1789849913862, "statusCode": 200, "providerResponseId": "OfGuat_yKPXjz_IP_4rf2QM" } ] } ], "totalProviderAttemptCount": 1 }, "cost": "0.0001057", "marketCost": "0.0001057", "surchargeCost": "0", "gatewayCost": "0.0001057", "inferenceCost": "0.0001057", "inputInferenceCost": "0.0001053", "outputInferenceCost": "0.0000004", "generationId": "gen_01M2XNWJ70M5YSFR575NAN5BAH" } } }, "logprobs": null, "finish_reason": "stop" } ], "usage": { "prompt_tokens": 1053, "completion_tokens": 1, "total_tokens": 1054, "cost": 0.0001057, "is_byok": false, "prompt_tokens_details": { "cached_tokens": 0, "audio_tokens": 0, "video_tokens": 0 }, "cost_details": { "upstream_inference_cost": null, "upstream_inference_prompt_cost": 0, "upstream_inference_completions_cost": 0 }, "completion_tokens_details": { "reasoning_tokens": 0, "image_tokens": 0 }, "cache_creation_input_tokens": 0, "market_cost": 0.0001057, "gateway_cost": 0.0001057 }, "system_fingerprint": "fp_5fxh0ryasj", "generationId": "gen_01M2XNWJ70M5YSFR575NAN5BAH" }, "jev_input_tokens": 1312, "jev_output_tokens": 20, "chat_prompt_tokens": 1053, "chat_completion_tokens": 1, "diff": 259 }, { "size": "large", "repeats": 160, "chars": 25760, "jev_request": { "model": "typesafe-ai/jev", "state": "The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. ", "questions": { "q": { "type": "noul", "instructions": "The text mentions a failure" } } }, "chat_request": { "model": "google/gemini-2.5-flash-lite", "max_tokens": 4, "temperature": 0, "messages": [ { "role": "user", "content": "The text mentions a failure. Answer yes or no.\n\nThe deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. The deployment pipeline reported a failure in the staging environment after the configuration was updated. Engineers reviewed the logs and found no clear cause. " } ] }, "jev_response": { "model": "typesafe-ai/jev", "answers": { "q": { "type": "noul", "noul": 1 } }, "usage": { "input_tokens": 4432, "output_tokens": 20 } }, "chat_response": { "id": "gen_01M2XNWM4KBTNC6945SJ42Z75N", "object": "chat.completion", "created": 1789849916, "model": "google/gemini-2.5-flash-lite", "choices": [ { "index": 0, "message": { "role": "assistant", "content": "Yes", "provider_metadata": { "vertex": { "promptFeedback": null, "groundingMetadata": null, "urlContextMetadata": null, "safetyRatings": null, "usageMetadata": { "promptTokenCount": 4173, "candidatesTokenCount": 1, "totalTokenCount": 4174, "trafficType": "ON_DEMAND", "promptTokensDetails": [ { "modality": "TEXT", "tokenCount": 4173 } ], "candidatesTokensDetails": [ { "modality": "TEXT", "tokenCount": 1 } ] }, "finishMessage": null, "serviceTier": null }, "gateway": { "routing": { "originalModelId": "google/gemini-2.5-flash-lite", "resolvedProvider": "vertex", "fallbacksAvailable": [ "google" ], "planningReasoning": "System credentials planned for: vertex, google. 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