{"base_url":"REDACTED_LOOPBACK_ENDPOINT","budget":{"max_completion_tokens":10240,"reasoning_headroom_tokens":8192,"visible_answer_tokens":2048},"checks":["smoke","json","tools","streaming-tools","tool-result"],"evidence_policy":{"allowed_finish_reasons":["stop","tool_calls"],"errors":[],"reasoning":"any"},"image_expect":[],"model":"glm53-csf-qad-tp2-dcp2-c4-327k-r1","multimodal_input":null,"observations":[{"content":"```python\nsum(xs)\n```\n\nThat's the idiomatic one-liner. If you want it as a reusable function:\n\n```python\ntotal = lambda xs: sum(xs)\n```\n\nOr, if you're avoiding the built-in (e.g., for an exercise), a functional one-liner:\n\n```python\nfunctools.reduce(lambda a, b: a + b, xs, 0)\n```","content_chars":280,"content_excerpt":"```python\nsum(xs)\n```\n\nThat's the idiomatic one-liner. If you want it as a reusable function:\n\n```python\ntotal = lambda xs: sum(xs)\n```\n\nOr, if you're avoiding the built-in (e.g., for an exercise), a ","finish_reason":"stop","passed":true,"reasoning_chars":73,"reasoning_excerpt":"Simple question. Provide one-liner: sum(xs). Maybe also a lambda version.","reasoning_field":"reasoning","reasoning_tokens":17,"seconds":1.025,"test":"smoke","usage":{"completion_tokens":103,"completion_tokens_details":{"reasoning_tokens":17},"prompt_tokens":28,"prompt_tokens_details":{"cached_tokens":28,"created_cache_tokens":0,"multimodal_tokens":null},"total_tokens":131},"validation_detail":"contains sum("},{"content":"{\"language\":\"python\",\"ok\":true}","content_chars":31,"content_excerpt":"{\"language\":\"python\",\"ok\":true}","finish_reason":"stop","passed":true,"reasoning_chars":43,"reasoning_excerpt":"The user wants only a JSON object returned.","reasoning_field":"reasoning","reasoning_tokens":9,"seconds":0.186,"test":"json","usage":{"completion_tokens":20,"completion_tokens_details":{"reasoning_tokens":9},"prompt_tokens":30,"prompt_tokens_details":{"cached_tokens":30,"created_cache_tokens":0,"multimodal_tokens":null},"total_tokens":50},"validation_detail":"parsed keys=['language', 'ok']"},{"content":"","content_chars":0,"content_excerpt":"","finish_reason":"tool_calls","passed":true,"reasoning_chars":0,"reasoning_excerpt":"","reasoning_field":null,"reasoning_tokens":0,"request_index":2,"seconds":2.587,"test":"tools","usage":{"completion_tokens":13,"completion_tokens_details":{"reasoning_tokens":0},"prompt_tokens":4967,"prompt_tokens_details":{"cached_tokens":0,"created_cache_tokens":0,"multimodal_tokens":null},"total_tokens":4980},"validation_detail":"valid tool_call get_weather(city='Oakland')"},{"content":"","content_chars":0,"content_excerpt":"","finish_reason":"tool_calls","passed":true,"reasoning_chars":0,"reasoning_excerpt":"","reasoning_field":null,"reasoning_tokens":0,"request_index":1,"seconds":2.597,"test":"tools","usage":{"completion_tokens":13,"completion_tokens_details":{"reasoning_tokens":0},"prompt_tokens":4967,"prompt_tokens_details":{"cached_tokens":4967,"created_cache_tokens":0,"multimodal_tokens":null},"total_tokens":4980},"validation_detail":"valid tool_call get_weather(city='Oakland')"},{"content":"","content_chars":0,"content_excerpt":"","finish_reason":"tool_calls","passed":true,"reasoning_chars":0,"reasoning_excerpt":"","reasoning_field":null,"reasoning_tokens":0,"request_index":3,"seconds":2.61,"test":"tools","usage":{"completion_tokens":13,"completion_tokens_details":{"reasoning_tokens":0},"prompt_tokens":4967,"prompt_tokens_details":{"cached_tokens":4967,"created_cache_tokens":0,"multimodal_tokens":null},"total_tokens":4980},"validation_detail":"valid tool_call get_weather(city='Oakland')"},{"content":"","content_chars":0,"content_excerpt":"","finish_reason":"tool_calls","passed":true,"reasoning_chars":0,"reasoning_excerpt":"","reasoning_field":null,"reasoning_tokens":0,"request_index":4,"seconds":2.782,"test":"tools","usage":{"completion_tokens":13,"completion_tokens_details":{"reasoning_tokens":0},"prompt_tokens":4967,"prompt_tokens_details":{"cached_tokens":4967,"created_cache_tokens":0,"multimodal_tokens":null},"total_tokens":4980},"validation_detail":"valid tool_call get_weather(city='Oakland')"},{"content":"","content_chars":0,"content_excerpt":"","finish_reason":"tool_calls","passed":true,"reasoning_chars":0,"reasoning_excerpt":"","reasoning_field":null,"reasoning_tokens":0,"request_index":5,"seconds":2.791,"test":"tools","usage":{"completion_tokens":13,"completion_tokens_details":{"reasoning_tokens":0},"prompt_tokens":4967,"prompt_tokens_details":{"cached_tokens":4967,"created_cache_tokens":0,"multimodal_tokens":null},"total_tokens":4980},"validation_detail":"valid tool_call get_weather(city='Oakland')"},{"content":"","content_chars":0,"content_excerpt":"","finish_reason":"tool_calls","passed":true,"reasoning_chars":0,"reasoning_excerpt":"","reasoning_field":null,"reasoning_tokens":0,"request_index":6,"seconds":2.795,"test":"tools","usage":{"completion_tokens":13,"completion_tokens_details":{"reasoning_tokens":0},"prompt_tokens":4967,"prompt_tokens_details":{"cached_tokens":4967,"created_cache_tokens":0,"multimodal_tokens":null},"total_tokens":4980},"validation_detail":"valid tool_call get_weather(city='Oakland')"},{"content":"","content_chars":0,"content_excerpt":"","finish_reason":"tool_calls","passed":true,"reasoning_chars":0,"reasoning_excerpt":"","reasoning_field":null,"reasoning_tokens":0,"request_index":7,"seconds":2.977,"test":"tools","usage":{"completion_tokens":13,"completion_tokens_details":{"reasoning_tokens":0},"prompt_tokens":4967,"prompt_tokens_details":{"cached_tokens":4967,"created_cache_tokens":0,"multimodal_tokens":null},"total_tokens":4980},"validation_detail":"valid tool_call get_weather(city='Oakland')"},{"content":"","content_chars":0,"content_excerpt":"","finish_reason":"tool_calls","passed":true,"reasoning_chars":0,"reasoning_excerpt":"","reasoning_field":null,"reasoning_tokens":0,"request_index":8,"seconds":2.986,"test":"tools","usage":{"completion_tokens":13,"completion_tokens_details":{"reasoning_tokens":0},"prompt_tokens":4967,"prompt_tokens_details":{"cached_tokens":4967,"created_cache_tokens":0,"multimodal_tokens":null},"total_tokens":4980},"validation_detail":"valid tool_call get_weather(city='Oakland')"},{"content":"","content_chars":0,"content_excerpt":"","finish_reason":"tool_calls","passed":true,"reasoning_chars":0,"reasoning_excerpt":"","reasoning_field":null,"reasoning_tokens":0,"request_index":9,"seconds":2.992,"test":"tools","usage":{"completion_tokens":13,"completion_tokens_details":{"reasoning_tokens":0},"prompt_tokens":4967,"prompt_tokens_details":{"cached_tokens":4967,"created_cache_tokens":0,"multimodal_tokens":null},"total_tokens":4980},"validation_detail":"valid tool_call get_weather(city='Oakland')"},{"content":"","content_chars":0,"content_excerpt":"","finish_reason":"tool_calls","passed":true,"reasoning_chars":0,"reasoning_excerpt":"","reasoning_field":null,"reasoning_tokens":0,"request_index":10,"seconds":3.17,"test":"tools","usage":{"completion_tokens":13,"completion_tokens_details":{"reasoning_tokens":0},"prompt_tokens":4967,"prompt_tokens_details":{"cached_tokens":4967,"created_cache_tokens":0,"multimodal_tokens":null},"total_tokens":4980},"validation_detail":"valid tool_call get_weather(city='Oakland')"},{"content":"","content_chars":0,"content_excerpt":"","finish_reason":"tool_calls","passed":true,"reasoning_chars":0,"reasoning_excerpt":"","reasoning_field":null,"reasoning_tokens":0,"request_index":11,"seconds":3.183,"test":"tools","usage":{"completion_tokens":13,"completion_tokens_details":{"reasoning_tokens":0},"prompt_tokens":4967,"prompt_tokens_details":{"cached_tokens":4967,"created_cache_tokens":0,"multimodal_tokens":null},"total_tokens":4980},"validation_detail":"valid tool_call get_weather(city='Oakland')"},{"content":"","content_chars":0,"content_excerpt":"","finish_reason":"tool_calls","passed":true,"reasoning_chars":0,"reasoning_excerpt":"","reasoning_field":null,"reasoning_tokens":0,"request_index":12,"seconds":3.188,"test":"tools","usage":{"completion_tokens":13,"completion_tokens_details":{"reasoning_tokens":0},"prompt_tokens":4967,"prompt_tokens_details":{"cached_tokens":4967,"created_cache_tokens":0,"multimodal_tokens":null},"total_tokens":4980},"validation_detail":"valid tool_call get_weather(city='Oakland')"},{"content":"","content_chars":0,"content_excerpt":"","finish_reason":"tool_calls","passed":true,"reasoning_chars":0,"reasoning_excerpt":"","reasoning_field":null,"reasoning_tokens":0,"request_index":13,"seconds":3.372,"test":"tools","usage":{"completion_tokens":13,"completion_tokens_details":{"reasoning_tokens":0},"prompt_tokens":4967,"prompt_tokens_details":{"cached_tokens":4967,"created_cache_tokens":0,"multimodal_tokens":null},"total_tokens":4980},"validation_detail":"valid tool_call get_weather(city='Oakland')"},{"content":"","content_chars":0,"content_excerpt":"","finish_reason":"tool_calls","passed":true,"reasoning_chars":0,"reasoning_excerpt":"","reasoning_field":null,"reasoning_tokens":0,"request_index":14,"seconds":3.382,"test":"tools","usage":{"completion_tokens":13,"completion_tokens_details":{"reasoning_tokens":0},"prompt_tokens":4967,"prompt_tokens_details":{"cached_tokens":4967,"created_cache_tokens":0,"multimodal_tokens":null},"total_tokens":4980},"validation_detail":"valid tool_call get_weather(city='Oakland')"},{"content":"","content_chars":0,"content_excerpt":"","finish_reason":"tool_calls","passed":true,"reasoning_chars":0,"reasoning_excerpt":"","reasoning_field":null,"reasoning_tokens":0,"request_index":15,"seconds":3.389,"test":"tools","usage":{"completion_tokens":13,"completion_tokens_details":{"reasoning_tokens":0},"prompt_tokens":4967,"prompt_tokens_details":{"cached_tokens":4967,"created_cache_tokens":0,"multimodal_tokens":null},"total_tokens":4980},"validation_detail":"valid tool_call get_weather(city='Oakland')"},{"content":"","content_chars":0,"content_excerpt":"","finish_reason":"tool_calls","passed":true,"reasoning_chars":0,"reasoning_excerpt":"","reasoning_field":null,"reasoning_tokens":0,"request_index":16,"seconds":3.57,"test":"tools","usage":{"completion_tokens":13,"completion_tokens_details":{"reasoning_tokens":0},"prompt_tokens":4967,"prompt_tokens_details":{"cached_tokens":4967,"created_cache_tokens":0,"multimodal_tokens":null},"total_tokens":4980},"validation_detail":"valid tool_call get_weather(city='Oakland')"},{"content":"","content_chars":0,"content_excerpt":"","finish_reason":"tool_calls","passed":true,"reasoning_chars":0,"reasoning_excerpt":"","reasoning_field":null,"reasoning_tokens":0,"request_index":17,"seconds":3.58,"test":"tools","usage":{"completion_tokens":13,"completion_tokens_details":{"reasoning_tokens":0},"prompt_tokens":4967,"prompt_tokens_details":{"cached_tokens":4967,"created_cache_tokens":0,"multimodal_tokens":null},"total_tokens":4980},"validation_detail":"valid tool_call get_weather(city='Oakland')"},{"content":"","content_chars":0,"content_excerpt":"","finish_reason":"tool_calls","passed":true,"reasoning_chars":0,"reasoning_excerpt":"","reasoning_field":null,"reasoning_tokens":0,"request_index":18,"seconds":3.585,"test":"tools","usage":{"completion_tokens":13,"completion_tokens_details":{"reasoning_tokens":0},"prompt_tokens":4967,"prompt_tokens_details":{"cached_tokens":4967,"created_cache_tokens":0,"multimodal_tokens":null},"total_tokens":4980},"validation_detail":"valid tool_call get_weather(city='Oakland')"},{"content":"","content_chars":0,"content_excerpt":"","finish_reason":"tool_calls","passed":true,"reasoning_chars":0,"reasoning_excerpt":"","reasoning_field":null,"reasoning_tokens":0,"request_index":19,"seconds":3.698,"test":"tools","usage":{"completion_tokens":13,"completion_tokens_details":{"reasoning_tokens":0},"prompt_tokens":4967,"prompt_tokens_details":{"cached_tokens":4967,"created_cache_tokens":0,"multimodal_tokens":null},"total_tokens":4980},"validation_detail":"valid tool_call get_weather(city='Oakland')"},{"content":"","content_chars":0,"content_excerpt":"","finish_reason":"tool_calls","passed":true,"reasoning_chars":0,"reasoning_excerpt":"","reasoning_field":null,"reasoning_tokens":0,"request_index":0,"seconds":4.109,"test":"tools","usage":{"completion_tokens":13,"completion_tokens_details":{"reasoning_tokens":0},"prompt_tokens":4967,"prompt_tokens_details":{"cached_tokens":0,"created_cache_tokens":0,"multimodal_tokens":null},"total_tokens":4980},"validation_detail":"valid tool_call get_weather(city='Oakland')"},{"content_chars":0,"content_excerpt":"","event_count":8,"finish_reason":"tool_calls","passed":true,"reasoning_chars":0,"reasoning_excerpt":"","reasoning_field":null,"reasoning_tokens":null,"seconds":0.431,"sse_done":true,"test":"streaming-tools","usage":{"completion_tokens":13,"completion_tokens_details":{"reasoning_tokens":0},"prompt_tokens":166,"prompt_tokens_details":{"cached_tokens":0,"created_cache_tokens":0},"total_tokens":179},"validation_detail":"valid tool_call get_weather(city='Oakland')"},{"content":"","content_chars":0,"content_excerpt":"","finish_reason":"tool_calls","passed":true,"reasoning_chars":0,"reasoning_excerpt":"","reasoning_field":null,"reasoning_tokens":0,"seconds":0.123,"test":"tool-result-initial","usage":{"completion_tokens":13,"completion_tokens_details":{"reasoning_tokens":0},"prompt_tokens":166,"prompt_tokens_details":{"cached_tokens":166,"created_cache_tokens":0,"multimodal_tokens":null},"total_tokens":179},"validation_detail":"valid tool_call get_weather(city='Oakland')"},{"content":"OAKLAND 72F","content_chars":11,"content_excerpt":"OAKLAND 72F","finish_reason":"stop","passed":true,"reasoning_chars":37,"reasoning_excerpt":"The user wants exactly \"OAKLAND 72F\".","reasoning_field":"reasoning","reasoning_tokens":12,"seconds":0.473,"test":"tool-result-continuation","usage":{"completion_tokens":20,"completion_tokens_details":{"reasoning_tokens":12},"prompt_tokens":70,"prompt_tokens_details":{"cached_tokens":0,"created_cache_tokens":0,"multimodal_tokens":null},"total_tokens":90},"validation_detail":"tool result retained"}],"ocr_expect":[],"passed":true,"results":[{"detail":"1.0s got=\"```python\\nsum(xs)\\n```\\n\\nThat's the idiomatic one-li\" finish='stop' visible=280 reasoning_chars=73 reasoning_tokens=17","name":"smoke (short coding)","passed":true},{"detail":"parsed keys=['language', 'ok'] finish='stop' visible=31 reasoning_chars=43 reasoning_tokens=9","name":"structured JSON","passed":true},{"detail":"20/20 clean (sample: 2.6s valid tool_call get_weather(city='Oakland') finish='tool_calls' visible=0 reasoning_chars=0 reasoning_tokens=0)","name":"shared-prefix tool batch x20","passed":true},{"detail":"0.4s done=True events=8 valid tool_call get_weather(city='Oakland') finish='tool_calls'","name":"streaming tool call","passed":true},{"detail":"0.6s tool result retained finish='stop' visible=11 reasoning_chars=37 reasoning_tokens=12","name":"tool-result continuation","passed":true}],"schema_version":"preflight/v2","thinking":{"chat_template_kwargs":{"enable_thinking":true},"mode":"enabled","reasoning_effort":null},"video_expect":[],"video_input":null}