{ "context": { "cap_tokens": 310272, "max_model_len": 327680, "targets": [] }, "evaluation_protocol": { "budget_semantics": "visible_answer_tokens plus reasoning_headroom_tokens are sent as one max_tokens cap; the endpoint does not hard-partition the channels", "minimum_comparable_repetitions": 3, "minimum_pass_rate": 1.0, "reasoning_headroom_tokens": 15360, "records_finish_reason": true, "records_full_visible_answer": true, "records_reasoning_channel_metadata": true, "repetitions": 1, "version": 3, "visible_answer_tokens": 1024 }, "failures": [], "identity": { "base_url": "http://127.0.0.1:30002/v1", "candidate_id": "glm53-mixed35", "config_id": "v84-stream-r7-c1", "engine": "vllm", "gpu": "dual-sm120", "model": "glm53-mixed35-v84-stream-r7-v1", "started_at": "2026-09-17T17:06:18Z" }, "intelligence": { "checks": [ { "attempt_count": 1, "attempts": [ { "attempt": 1, "budget": { "legacy_max_tokens_as_visible": false, "max_completion_tokens": 16384, "reasoning_headroom_tokens": 15360, "visible_answer_tokens": 1024 }, "content": "```diff\n--- app.py\n+++ app.py\n@@ -1,2 +1,2 @@\n-timeout = 30\n+timeout = 45\n retries = 2\n```", "content_chars": 90, "content_excerpt": "```diff\n--- app.py\n+++ app.py\n@@ -1,2 +1,2 @@\n-timeout = 30\n+timeout = 45\n retries = 2\n```", "failure_class": null, "finish_reason": "stop", "latency_ms": 5770.575341070071, "reasoning_chars": 1470, "reasoning_excerpt": "The user wants a unified diff that changes `timeout = 30` to `timeout = 45` while leaving `retries = 2` unchanged.\n\nA unified diff format looks like:\n\n```\n--- app.py\n+++ app.py\n@@ -1,2 +1,2 @@\n-timeou", "reasoning_field": "reasoning", "reasoning_tokens": null, "status": "passed", "text_checks": [ { "name": "diff_shape", "passed": true }, { "name": "removes_old_timeout", "passed": true }, { "name": "adds_new_timeout", "passed": true } ], "usage": { "completion_tokens": 467, "prompt_tokens": 48, "prompt_tokens_details": null, "total_tokens": 515 } } ], "budget": { "legacy_max_tokens_as_visible": false, "max_completion_tokens": 16384, "reasoning_headroom_tokens": 15360, "visible_answer_tokens": 1024 }, "content": "```diff\n--- app.py\n+++ app.py\n@@ -1,2 +1,2 @@\n-timeout = 30\n+timeout = 45\n retries = 2\n```", "content_excerpt": "```diff\n--- app.py\n+++ app.py\n@@ -1,2 +1,2 @@\n-timeout = 30\n+timeout = 45\n retries = 2\n```", "failure_class": null, "finish_reason": "stop", "id": "unified_diff_timeout_edit", "latency_ms": 5770.575341070071, "pass_count": 1, "pass_rate": 1.0, "reasoning_chars": 1470, "reasoning_excerpt": "The user wants a unified diff that changes `timeout = 30` to `timeout = 45` while leaving `retries = 2` unchanged.\n\nA unified diff format looks like:\n\n```\n--- app.py\n+++ app.py\n@@ -1,2 +1,2 @@\n-timeou", "reasoning_field": "reasoning", "reasoning_tokens": null, "required_pass_rate": 1.0, "status": "passed", "text_checks": [ { "name": "diff_shape", "passed": true }, { "name": "removes_old_timeout", "passed": true }, { "name": "adds_new_timeout", "passed": true } ], "usage": { "completion_tokens": 467, "prompt_tokens": 48, "prompt_tokens_details": null, "total_tokens": 515 }, "validator": "deterministic_text_checks" }, { "attempt_count": 1, "attempts": [ { "attempt": 1, "budget": { "legacy_max_tokens_as_visible": false, "max_completion_tokens": 16384, "reasoning_headroom_tokens": 15360, "visible_answer_tokens": 1024 }, "content": "The pipeline's serial latency totals 3000 ms (550 + 1800 + 650), blowing the 2500 ms budget by 500 ms with the LLM as the dominant cost; fix it by streaming LLM tokens into TTS so synthesis starts on the first sentence and overlaps generation, bringing end-to-end latency under the timeout.", "content_chars": 290, "content_excerpt": "The pipeline's serial latency totals 3000 ms (550 + 1800 + 650), blowing the 2500 ms budget by 500 ms with the LLM as the dominant cost; fix it by streaming LLM tokens into TTS so synthesis starts on ", "failure_class": null, "finish_reason": "stop", "latency_ms": 4922.606375999749, "reasoning_chars": 1249, "reasoning_excerpt": "The user gives a voice agent pipeline: STT, LLM, TTS. Total turn timeout is 2500 ms. Logs: STT=550 ms, LLM=1800 ms, TTS=650 ms. Sum = 550 + 1800 + 650 = 3000 ms, which exceeds the 2500 ms timeout by 5", "reasoning_field": "reasoning", "reasoning_tokens": null, "status": "passed", "text_checks": [ { "name": "identifies_budget_overrun", "passed": true }, { "name": "offers_latency_fix", "passed": true } ], "usage": { "completion_tokens": 396, "prompt_tokens": 71, "prompt_tokens_details": null, "total_tokens": 467 } } ], "budget": { "legacy_max_tokens_as_visible": false, "max_completion_tokens": 16384, "reasoning_headroom_tokens": 15360, "visible_answer_tokens": 1024 }, "content": "The pipeline's serial latency totals 3000 ms (550 + 1800 + 650), blowing the 2500 ms budget by 500 ms with the LLM as the dominant cost; fix it by streaming LLM tokens into TTS so synthesis starts on the first sentence and overlaps generation, bringing end-to-end latency under the timeout.", "content_excerpt": "The pipeline's serial latency totals 3000 ms (550 + 1800 + 650), blowing the 2500 ms budget by 500 ms with the LLM as the dominant cost; fix it by streaming LLM tokens into TTS so synthesis starts on ", "failure_class": null, "finish_reason": "stop", "id": "parallel_timeout_triage", "latency_ms": 4922.606375999749, "pass_count": 1, "pass_rate": 1.0, "reasoning_chars": 1249, "reasoning_excerpt": "The user gives a voice agent pipeline: STT, LLM, TTS. Total turn timeout is 2500 ms. Logs: STT=550 ms, LLM=1800 ms, TTS=650 ms. 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