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  "aboutHtml": "<p>glm-4-air은 128,000토큰 텍스트 입출력입니다. 운영 매뉴얼에서 과정을 추출해 원 섹션 라벨을 유지하는 체크리스트를 만들 수 있습니다. 서면 결과와 자료 용량이 맞을 때 적합합니다.</p><p>Air는 선택 신원이며 요청 속도 조절이 아닙니다. 다른 GLM과의 실측 절충은 없습니다. Chat Completions·Messages를 제공하며 후자에 max_tokens가 필수입니다. 자동 탐색, 파일 편집, 이미지 해석은 이 계약에 없습니다.</p>",
  "aboutText": "glm-4-air은 128,000토큰 텍스트 입출력입니다. 운영 매뉴얼에서 과정을 추출해 원 섹션 라벨을 유지하는 체크리스트를 만들 수 있습니다. 서면 결과와 자료 용량이 맞을 때 적합합니다. Air는 선택 신원이며 요청 속도 조절이 아닙니다. 다른 GLM과의 실측 절충은 없습니다. Chat Completions·Messages를 제공하며 후자에 max_tokens가 필수입니다. 자동 탐색, 파일 편집, 이미지 해석은 이 계약에 없습니다.",
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      "about_html": "<p>glm-4-air은 128,000토큰 텍스트 입출력입니다. 운영 매뉴얼에서 과정을 추출해 원 섹션 라벨을 유지하는 체크리스트를 만들 수 있습니다. 서면 결과와 자료 용량이 맞을 때 적합합니다.</p><p>Air는 선택 신원이며 요청 속도 조절이 아닙니다. 다른 GLM과의 실측 절충은 없습니다. Chat Completions·Messages를 제공하며 후자에 max_tokens가 필수입니다. 자동 탐색, 파일 편집, 이미지 해석은 이 계약에 없습니다.</p>",
      "practical_html": "<h3>실제 활용 과제</h3><p>영어 기술 예제</p><pre><code>Translate with a fixed glossary\n\nTranslate this customer instruction from English into Spanish for a friendly help page: Save your recovery code before replacing your phone. Support cannot restore a lost code. Glossary: recovery code = código de recuperación. Preserve the warning, avoid adding recovery options and return the translation followed by the glossary term you used.</code></pre><h4>예상 결과</h4><pre><code>A Spanish translation followed by a one-line glossary confirmation.</code></pre><h4>결과 확인</h4><pre><code>Check that código de recuperación is used consistently and the statement about support is not softened or reversed.</code></pre>",
      "short_text": "문서에서 서면 결과를 만드는 128,000토큰 GLM-4 경로입니다."
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    {
      "html": "<div class=\"sheet-head\"><span class=\"mav\" aria-hidden=\"true\">Z</span><h2 id=\"sheet-title\">GLM-4-Air</h2><button class=\"icon-btn\" type=\"button\" data-close-sheet aria-label=\"닫기\">×</button></div><div class=\"idline\"><span>Z.ai /</span><code>glm-4-air</code><button type=\"button\" id=\"copy-id\">ID 복사</button></div><nav class=\"card-jump-nav\" aria-label=\"모델 카드 섹션\"><button type=\"button\" data-card-jump=\"overview\">시작하기</button><button type=\"button\" data-card-jump=\"methods\">입력 및 메서드</button><button type=\"button\" data-card-jump=\"pricing\">요금</button><button type=\"button\" data-card-jump=\"examples\">예제</button><button type=\"button\" data-card-jump=\"results\">결과</button><button type=\"button\" data-card-jump=\"aliases\">별칭</button></nav><div class=\"card-method-tabs\" role=\"tablist\" aria-label=\"API 메서드\"><button type=\"button\" role=\"tab\" tabindex=\"0\" aria-controls=\"card-method-content\" aria-selected=\"true\" id=\"card-method-tab-0\" data-card-method=\"Ultra|chat|/v1/chat/completions|glm-4-air\">Chat</button><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-1\" data-card-method=\"Ultra|messages|/v1/messages|glm-4-air\">Messages</button></div><div id=\"card-method-content\" role=\"tabpanel\" aria-labelledby=\"card-method-tab-0\"><section class=\"card-section\" data-card-section=\"overview\"><h3 tabindex=\"-1\">시작하기</h3><p class=\"mdesc-full\">문서에서 서면 결과를 만드는 128,000토큰 GLM-4 경로입니다.</p><dl class=\"card-io\" data-card-io><div><dt>허용 입력</dt><dd>텍스트</dd></div><div><dt>결과</dt><dd>텍스트</dd></div></dl><details class=\"card-about\"><summary>모델 소개</summary><p class=\"note-s\" data-model-method-boundary>이 설명은 모델의 기능을 다룹니다. Ailoot에서 사용할 수 있는 입력, 출력 및 옵션은 아래에 선택한 메서드별로 표시됩니다.</p><div class=\"mabout\" id=\"m-about\"><p>glm-4-air은 128,000토큰 텍스트 입출력입니다. 운영 매뉴얼에서 과정을 추출해 원 섹션 라벨을 유지하는 체크리스트를 만들 수 있습니다. 서면 결과와 자료 용량이 맞을 때 적합합니다.</p><p>Air는 선택 신원이며 요청 속도 조절이 아닙니다. 다른 GLM과의 실측 절충은 없습니다. Chat Completions·Messages를 제공하며 후자에 max_tokens가 필수입니다. 자동 탐색, 파일 편집, 이미지 해석은 이 계약에 없습니다.</p></div></details></section><section class=\"card-section\" data-card-section=\"methods\"><h3 tabindex=\"-1\">Ailoot에서 사용 가능 · 입력 및 메서드</h3><details class=\"card-method\" open><summary><b>Ailoot Ultra · OpenAI Chat</b> <code>POST /v1/chat/completions</code></summary><dl class=\"method-capabilities\"><div><dt>입력</dt><dd><code>text</code></dd></div><div><dt>출력</dt><dd><code>text</code></dd></div><div><dt>출력 형식</dt><dd>json 또는 SSE</dd></div></dl><div class=\"tw\" data-card-parameters data-typed-parameters><table><thead><tr><th>필드</th><th>유형</th><th>요건</th><th>값과 한도</th><th>기본값</th></tr></thead><tbody><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">model</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>string</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>필수</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span><div>glm-4-air</div></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">messages</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>message[]</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>필수</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span><div>최소 항목 수: 1</div></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">messages[].role</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>string</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>필수</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span><div>예시: system, user, assistant, tool, function</div><div>조건: 이 역할들은 소스 코드의 호환 타입에 명시적으로 표현됩니다. 정확한 모델 역할 집합은 모델별로 다릅니다.</div><div class=\"note-s\">모델에 따라 다름</div></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">messages[].content</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>string|content_part[]|null</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>선택 사항</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">messages[].tool_calls</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>tool_call[]</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>선택 사항</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">messages[].tool_call_id</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>string</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>선택 사항</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span><div>적용 조건: role=tool. 실제 반환된 ID를 사용하세요</div></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">messages[].name</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>string</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>선택 사항</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">messages[].reasoning_content</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>string</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>선택 사항</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span><div>적용 조건: 이 모델이 추론을 사용하는 경우 실제 반환된 추론을 그대로 다음 요청에 다시 전달하세요</div></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">messages[].reasoning_details</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>object|array</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>선택 사항</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span><div class=\"note-s\">모델에 따라 다름</div></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">max_tokens</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>integer</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>선택 사항</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span><div>최솟값: 1</div><div class=\"note-s\">모델에 따라 다름</div></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">max_completion_tokens</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>integer</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>선택 사항</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span><div>최솟값: 1</div><div class=\"note-s\">모델에 따라 다름</div></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">stream</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>boolean</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>선택 사항</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span></td><td data-cell-label=\"기본값\" data-default=\"known\"><span class=\"card-cell-label\">기본값</span>false</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">stream_options.include_usage</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>boolean</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>선택 사항</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span><div class=\"note-s\">모델에 따라 다름</div></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">temperature</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>number</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>선택 사항</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span><div class=\"note-s\">모델에 따라 다름</div></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">top_p</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>number</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>선택 사항</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span><div class=\"note-s\">모델에 따라 다름</div></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">stop</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>string|string[]</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>선택 사항</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span><div class=\"note-s\">모델에 따라 다름</div></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">tools</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>function_tool[]</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>선택 사항</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span><div class=\"note-s\">모델에 따라 다름</div></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">tools[].type</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>string</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>선택 사항</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span><div>function</div><div class=\"note-s\">모델에 따라 다름</div></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">tools[].function.name</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>string</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>필수</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span><div>적용 조건: 함수 도구 지정됨</div></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">tools[].function.description</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>string</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>선택 사항</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">tools[].function.parameters</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>JSON_schema</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>선택 사항</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">tool_choice</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>string|object</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>선택 사항</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span><div class=\"note-s\">모델에 따라 다름</div></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">parallel_tool_calls</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>boolean</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>선택 사항</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span><div class=\"note-s\">모델에 따라 다름</div></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">response_format</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>object</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>선택 사항</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span><div class=\"note-s\">모델에 따라 다름</div></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">reasoning_effort</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>string</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>선택 사항</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span><div class=\"note-s\">모델에 따라 다름</div></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">reasoning</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>object</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>선택 사항</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span><div class=\"note-s\">모델에 따라 다름</div></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">service_tier</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>string</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>선택 사항</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span><div class=\"note-s\">모델에 따라 다름</div></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"source_compatibility\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">instructions</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>string</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>선택 사항</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span><div class=\"note-s\">호환성 필드</div></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">functions</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>function[]</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>선택 사항</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span><div class=\"note-s\">모델에 따라 다름</div></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">function_call</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>string|object</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>선택 사항</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span><div class=\"note-s\">모델에 따라 다름</div></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">prompt_cache_options</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>object</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>선택 사항</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span><div class=\"note-s\">모델에 따라 다름</div></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">modalities</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>string[]</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>선택 사항</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span><div>text</div></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">provider</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>object</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>선택 사항</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span><div>조건: 이 Ultra 텍스트 경로에서는 provider.options가 거부됩니다</div></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">cache_control.ttl</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>string</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>선택 사항</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span><div>조건: 실제 프롬프트 캐시 지정 위치에서는 1h가 거부됩니다</div></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr></tbody></table></div><details class=\"card-about\" data-material-combinations><summary>입력 자료 조합</summary><p class=\"note-s\"><b>텍스트</b> · UTF8 텍스트</p><p class=\"note-s\"><code>messages[].content</code></p></details><details class=\"note-s\" data-method-contract><summary>메서드 매개변수와 수명 주기</summary><div class=\"tw\" data-card-table=\"contract\"><table><thead><tr><th>매개변수</th><th>명세</th></tr></thead><tbody><tr><th data-cell-label=\"매개변수\" scope=\"row\"><span class=\"card-cell-label\">매개변수</span><code>content_type</code></th><td data-cell-label=\"명세\"><span class=\"card-cell-label\">명세</span>application/json</td></tr><tr><th data-cell-label=\"매개변수\" scope=\"row\"><span class=\"card-cell-label\">매개변수</span><code>required</code></th><td data-cell-label=\"명세\"><span class=\"card-cell-label\">명세</span>model, messages</td></tr><tr><th data-cell-label=\"매개변수\" scope=\"row\"><span class=\"card-cell-label\">매개변수</span><code>material_types</code></th><td data-cell-label=\"명세\"><span class=\"card-cell-label\">명세</span>text</td></tr><tr><th data-cell-label=\"매개변수\" scope=\"row\"><span class=\"card-cell-label\">매개변수</span><code>messages</code></th><td data-cell-label=\"명세\"><span class=\"card-cell-label\">명세</span>role/content 형식의 메시지 배열</td></tr><tr><th data-cell-label=\"매개변수\" scope=\"row\"><span class=\"card-cell-label\">매개변수</span><code>file_material</code></th><td data-cell-label=\"명세\"><span class=\"card-cell-label\">명세</span>실제 UTF-8 문서를 텍스트로 그대로 삽입합니다. 파일 ID는 추정하지 않습니다</td></tr><tr><th data-cell-label=\"매개변수\" scope=\"row\"><span class=\"card-cell-label\">매개변수</span><code>optional_controls</code></th><td data-cell-label=\"명세\"><span class=\"card-cell-label\">명세</span>stream, temperature, top_p, stop, max_tokens, max_completion_tokens, reasoning, response_format, tools, tool_choice</td></tr><tr><th data-cell-label=\"매개변수\" scope=\"row\"><span class=\"card-cell-label\">매개변수</span><code>control_scope</code></th><td data-cell-label=\"명세\"><span class=\"card-cell-label\">명세</span>모델별로 다름. 사용자 함수 도구와 호스팅 도구는 서로 다릅니다</td></tr><tr><th data-cell-label=\"매개변수\" scope=\"row\"><span class=\"card-cell-label\">매개변수</span><code>output_modalities</code></th><td data-cell-label=\"명세\"><span class=\"card-cell-label\">명세</span>text</td></tr><tr><th data-cell-label=\"매개변수\" scope=\"row\"><span class=\"card-cell-label\">매개변수</span><code>hosted_operations</code></th><td data-cell-label=\"명세\"><span class=\"card-cell-label\">명세</span>false</td></tr><tr><th data-cell-label=\"매개변수\" scope=\"row\"><span class=\"card-cell-label\">매개변수</span><code>multimodal_input_binding</code></th><td data-cell-label=\"명세\"><span class=\"card-cell-label\">명세</span>null</td></tr></tbody></table></div><p>수명 주기: <code>synchronous_or_streamed</code></p><p class=\"note-s\">정확한 모델 ID를 messages와 함께 보내세요.</p><p class=\"note-s\">컨텍스트 길이는 출력 상한이 아닙니다.</p><p class=\"note-s\">텍스트 파일은 텍스트를 그대로 제공할 수 있습니다. 이미지/오디오/파일 객체 입력에는 정확한 바인딩이 필요합니다.</p></details></details></section><section class=\"card-section\" data-card-section=\"pricing\"><h3 tabindex=\"-1\">요금</h3><div data-native-semantic-method=\"v1\" data-tariff-reference-only><p class=\"note-s\" data-rate-support-note>요금 정보는 요청 옵션을 추가하지 않습니다. 지원되는 매개변수는 선택한 메서드에 표시됩니다.</p><dl data-price-conditions><dt>빠른 모드</dt><dd>미지정 <span class=\"note-s\">빠른 모드를 선택한 경우</span></dd><dt>Flex 모드</dt><dd>미지정 <span class=\"note-s\">flex 모드를 선택한 경우</span></dd><dt>최대 추론 수준</dt><dd>미지정 <span class=\"note-s\">최대 추론 수준에 default 조정값을 적용하는 경우</span></dd></dl></div><div data-declared-tariff-pricing><h4>Ailoot 요금</h4><h4>설정별 가격</h4><div class=\"tw\" data-pricing-profiles><table><thead><tr><th>설정</th><th>요금표</th><th>요금</th></tr></thead><tbody><tr><th data-cell-label=\"설정\" scope=\"row\"><span class=\"card-cell-label\">설정</span>토큰의 기본 단가</th><td data-cell-label=\"요금표\"><span class=\"card-cell-label\">요금표</span>기본 요금</td><td data-cell-label=\"요금\"><span class=\"card-cell-label\">요금</span><div><span>입력 · 입력 토큰</span> <b>$0.00014</b> <span class=\"price-unit\">/ 1K 토큰</span></div><div><span>출력 · 출력 토큰</span> <b>$0.00014</b> <span class=\"price-unit\">/ 1K 토큰</span></div><div><span>입력 · 캐시 읽기</span> <b>$0</b> <span class=\"price-unit\">/ 1K 토큰</span></div><div><span>입력 · 캐시 쓰기</span> <b>$0</b> <span class=\"price-unit\">/ 1K 토큰</span></div><div><span>입력 · 캐시 쓰기, 1시간</span> <b>—</b> <span class=\"price-unit\">/ 1K 토큰</span></div></td></tr></tbody></table></div></div><p class=\"note-s\">Ailoot는 요청 전에 예상 금액을 미리 확보합니다. 결과를 받은 뒤 측정된 사용량을 기준으로 최종 요금을 정산합니다. 스트리밍 정산에는 최종 사용량 기록을 사용합니다. <a href=\"/docs/ko/billing/reserve/\">금액 확보와 정산 방식 →</a></p></section><section class=\"card-section\" data-card-section=\"examples\"><h3 tabindex=\"-1\">요청 예제</h3><h4>Ailoot Ultra · OpenAI Chat</h4><div class=\"code-group\"><div class=\"cg-bar\"><div class=\"cg-tabs\" role=\"tablist\" aria-label=\"코드 예제 형식\"><button class=\"cg-tab\" id=\"model-code-1403-tab-0\" role=\"tab\" type=\"button\" aria-controls=\"model-code-1403-panel-0\" aria-selected=\"true\" tabindex=\"0\">curl</button><button class=\"cg-tab\" id=\"model-code-1403-tab-1\" role=\"tab\" type=\"button\" aria-controls=\"model-code-1403-panel-1\" aria-selected=\"false\" tabindex=\"-1\">Python SDK</button><button class=\"cg-tab\" id=\"model-code-1403-tab-2\" role=\"tab\" type=\"button\" aria-controls=\"model-code-1403-panel-2\" aria-selected=\"false\" tabindex=\"-1\">Python 스트리밍</button></div><div class=\"cg-tools\"><button class=\"cg-btn cg-copy\" type=\"button\" aria-label=\"코드 복사\"><svg class=\"cp\" viewBox=\"0 0 16 16\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.4\"><rect x=\"5.25\" y=\"5.25\" width=\"8.5\" height=\"8.5\" rx=\"1.75\"/><path d=\"M10.75 5.25V3.5a1.25 1.25 0 0 0-1.25-1.25H3.5A1.25 1.25 0 0 0 2.25 3.5v6a1.25 1.25 0 0 0 1.25 1.25h1.75\"/></svg><svg class=\"ok\" viewBox=\"0 0 16 16\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.4\"><path d=\"m3 8.5 3.25 3.25L13 5\"/></svg></button></div></div><div class=\"cg-body\"><div class=\"cg-pane\" id=\"model-code-1403-panel-0\" role=\"tabpanel\" aria-labelledby=\"model-code-1403-tab-0\"><pre data-lang=\"bash\"><code>set -eu\n: &quot;${AILOOT_API_KEY:?Set your Ailoot API key}&quot;\npython3 - &lt;&lt;&#39;PY_REQUEST&#39;\nimport json,os\nfrom pathlib import Path\np=json.loads(&#39;{&quot;model&quot;: &quot;glm-4-air&quot;, &quot;messages&quot;: [{&quot;role&quot;: &quot;user&quot;, &quot;content&quot;: &quot;Explain the difference between an observation and a hypothesis in three sentences.&quot;}]}&#39;)\n\nPath(&quot;request.json&quot;).write_text(json.dumps(p,ensure_ascii=False))\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/chat/completions \\\n  -H &quot;Authorization: Bearer $AILOOT_API_KEY&quot; -H &#39;Content-Type: application/json&#39; \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - &lt;&lt;&#39;PY_RESULT&#39;\nimport json\nfrom pathlib import Path\nr=json.loads(Path(&quot;result.json&quot;).read_text())\nfor x in r.get(&quot;choices&quot;,[]):\n    if x.get(&quot;message&quot;,{}).get(&quot;content&quot;): print(x[&quot;message&quot;][&quot;content&quot;])\nPY_RESULT\n</code></pre></div><div class=\"cg-pane\" id=\"model-code-1403-panel-1\" role=\"tabpanel\" aria-labelledby=\"model-code-1403-tab-1\" hidden><pre data-lang=\"python\"><code>from openai import OpenAI\nimport os\n\nif not os.environ.get(&quot;AILOOT_API_KEY&quot;, &quot;&quot;).strip(): raise SystemExit(&quot;Set AILOOT_API_KEY before making a request&quot;)\nclient=OpenAI(base_url=&quot;https://api.ailoot.ai/v1&quot;,api_key=os.environ[&quot;AILOOT_API_KEY&quot;],max_retries=0)\nresult=client.chat.completions.create(model=&#39;glm-4-air&#39;,messages=[{&quot;role&quot;:&quot;user&quot;,&quot;content&quot;:&quot;Explain observations and hypotheses in three sentences.&quot;}])\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=&quot;result&quot;):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + &quot;.json&quot;).write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=&quot;utf-8&quot;)\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b&quot;-_&quot;, validate=True)\n        ext = &quot;png&quot; if raw.startswith(b&quot;\\x89PNG\\r\\n\\x1a\\n&quot;) else &quot;jpg&quot; if raw.startswith(b&quot;\\xff\\xd8&quot;) else &quot;webp&quot; if raw[:4] == b&quot;RIFF&quot; and raw[8:12] == b&quot;WEBP&quot; else suffix\n        file = Path(stem + &quot;-&quot; + label + &quot;.&quot; + ext)\n        file.write_bytes(raw)\n        print(&quot;Saved&quot;, file)\n    for index, block in enumerate(data.get(&quot;content&quot;) or []):\n        print(&quot;Content&quot;, index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(&quot;choices&quot;) or []:\n        print(&quot;Choice&quot;, choice.get(&quot;index&quot;), json.dumps(choice.get(&quot;message&quot;, choice.get(&quot;delta&quot;, {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(&quot;output&quot;) or []):\n        print(&quot;Output&quot;, index, json.dumps(item, ensure_ascii=False))\n        if item.get(&quot;type&quot;) == &quot;image_generation_call&quot; and item.get(&quot;result&quot;):\n            save_blob(item[&quot;result&quot;], item.get(&quot;output_format&quot;) or &quot;bin&quot;, &quot;output-&quot; + str(index))\n    for ci, candidate in enumerate(data.get(&quot;candidates&quot;) or []):\n        for pi, part in enumerate((candidate.get(&quot;content&quot;) or {}).get(&quot;parts&quot;) or []):\n            print(&quot;Candidate/part&quot;, ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(&quot;inlineData&quot;) or part.get(&quot;inline_data&quot;)\n            if blob and blob.get(&quot;data&quot;):\n                mime = blob.get(&quot;mimeType&quot;) or blob.get(&quot;mime_type&quot;)\n                suffix = {&quot;image/png&quot;:&quot;png&quot;, &quot;image/jpeg&quot;:&quot;jpg&quot;, &quot;image/webp&quot;:&quot;webp&quot;, &quot;audio/wav&quot;:&quot;wav&quot;, &quot;audio/mpeg&quot;:&quot;mp3&quot;, &quot;video/mp4&quot;:&quot;mp4&quot;}.get(mime, &quot;bin&quot;)\n                save_blob(blob[&quot;data&quot;], suffix, &quot;candidate-&quot; + str(ci) + &quot;-part-&quot; + str(pi))\n\nsave_result(result.to_dict(mode=&quot;json&quot;))\n</code></pre></div><div class=\"cg-pane\" id=\"model-code-1403-panel-2\" role=\"tabpanel\" aria-labelledby=\"model-code-1403-tab-2\" hidden><pre data-lang=\"python\"><code>from openai import OpenAI\nimport os\nfrom pathlib import Path\n\nif not os.environ.get(&quot;AILOOT_API_KEY&quot;, &quot;&quot;).strip(): raise SystemExit(&quot;Set AILOOT_API_KEY before making a request&quot;)\nclient=OpenAI(base_url=&quot;https://api.ailoot.ai/v1&quot;,api_key=os.environ[&quot;AILOOT_API_KEY&quot;],max_retries=0)\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=&quot;result&quot;):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + &quot;.json&quot;).write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=&quot;utf-8&quot;)\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b&quot;-_&quot;, validate=True)\n        ext = &quot;png&quot; if raw.startswith(b&quot;\\x89PNG\\r\\n\\x1a\\n&quot;) else &quot;jpg&quot; if raw.startswith(b&quot;\\xff\\xd8&quot;) else &quot;webp&quot; if raw[:4] == b&quot;RIFF&quot; and raw[8:12] == b&quot;WEBP&quot; else suffix\n        file = Path(stem + &quot;-&quot; + label + &quot;.&quot; + ext)\n        file.write_bytes(raw)\n        print(&quot;Saved&quot;, file)\n    for index, block in enumerate(data.get(&quot;content&quot;) or []):\n        print(&quot;Content&quot;, index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(&quot;choices&quot;) or []:\n        print(&quot;Choice&quot;, choice.get(&quot;index&quot;), json.dumps(choice.get(&quot;message&quot;, choice.get(&quot;delta&quot;, {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(&quot;output&quot;) or []):\n        print(&quot;Output&quot;, index, json.dumps(item, ensure_ascii=False))\n        if item.get(&quot;type&quot;) == &quot;image_generation_call&quot; and item.get(&quot;result&quot;):\n            save_blob(item[&quot;result&quot;], item.get(&quot;output_format&quot;) or &quot;bin&quot;, &quot;output-&quot; + str(index))\n    for ci, candidate in enumerate(data.get(&quot;candidates&quot;) or []):\n        for pi, part in enumerate((candidate.get(&quot;content&quot;) or {}).get(&quot;parts&quot;) or []):\n            print(&quot;Candidate/part&quot;, ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(&quot;inlineData&quot;) or part.get(&quot;inline_data&quot;)\n            if blob and blob.get(&quot;data&quot;):\n                mime = blob.get(&quot;mimeType&quot;) or blob.get(&quot;mime_type&quot;)\n                suffix = {&quot;image/png&quot;:&quot;png&quot;, &quot;image/jpeg&quot;:&quot;jpg&quot;, &quot;image/webp&quot;:&quot;webp&quot;, &quot;audio/wav&quot;:&quot;wav&quot;, &quot;audio/mpeg&quot;:&quot;mp3&quot;, &quot;video/mp4&quot;:&quot;mp4&quot;}.get(mime, &quot;bin&quot;)\n                save_blob(blob[&quot;data&quot;], suffix, &quot;candidate-&quot; + str(ci) + &quot;-part-&quot; + str(pi))\n\nwith client.chat.completions.stream(model=&#39;glm-4-air&#39;,messages=[{&quot;role&quot;:&quot;user&quot;,&quot;content&quot;:&quot;Explain observations and hypotheses in three sentences.&quot;}]) as stream:\n    with Path(&quot;stream-events.jsonl&quot;).open(&quot;w&quot;,encoding=&quot;utf-8&quot;) as log:\n        for event in stream:\n            payload=event.to_dict(mode=&quot;json&quot;)\n            log.write(json.dumps(payload,ensure_ascii=False)+&quot;\\n&quot;); log.flush()\n            print(json.dumps(payload,ensure_ascii=False))\n    final=stream.get_final_completion()\n    save_result(final.to_dict(mode=&quot;json&quot;),&quot;stream-result&quot;)\n</code></pre></div></div></div></section><section class=\"card-section\" data-card-section=\"results\"><h3 tabindex=\"-1\">결과 수신 및 저장</h3><h4>Ailoot Ultra · OpenAI Chat</h4><p class=\"note-s\">json 또는 SSE</p><div class=\"card-result-process\" data-all-results><h5>완료된 결과 모두 보관</h5><p class=\"note-s\">반환된 완전한 응답, 파일, 콘텐츠 부분을 모두 보관하세요.</p><p class=\"note-s\">각 선택지와 그 콘텐츠·도구 호출·추론을 모두 보존하세요. SSE에서는 선택지/도구 인덱스별로 증분을 조합하고 최종 종료 사유와 사용량을 유지하세요.</p></div><div class=\"card-result-process\" data-unknown-recovery><h5>원래 응답을 확인해야 할 경우</h5><p class=\"note-s\">요청/응답 ID와 헤더를 보존하세요. 텍스트 작업을 조회하는 범용 URL은 제공되지 않습니다.</p></div><details class=\"card-about\" data-output-fields><summary>응답 필드</summary><div class=\"tw\" data-card-table=\"output\"><table><thead><tr><th>필드</th><th>유형</th></tr></thead><tbody><tr><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">choices[].index</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span>integer</td></tr><tr><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">choices[].message.content</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span>string|null</td></tr><tr><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">choices[].message.tool_calls</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span>tool_call[]</td></tr><tr><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">choices[].message.reasoning_content</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span>string</td></tr><tr><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">choices[].message.reasoning_details</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span>object|array</td></tr><tr><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">choices[].finish_reason</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span>string|null</td></tr><tr><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">usage</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span>object</td></tr></tbody></table></div></details><details class=\"card-about\" data-method-errors><summary>오류와 다음 단계</summary><div class=\"tw\" data-card-table=\"errors\"><table><thead><tr><th>응답</th><th>조건</th><th>다음 단계</th></tr></thead><tbody><tr><th data-cell-label=\"응답\" scope=\"row\"><span class=\"card-cell-label\">응답</span>400 · <code>invalid_request_error</code></th><td data-cell-label=\"조건\"><span class=\"card-cell-label\">조건</span>필수 필드, 자료 표현 방식 또는 파라미터 값이 올바르지 않음</td><td data-cell-label=\"다음 단계\"><span class=\"card-cell-label\">다음 단계</span>새 생성 요청 전에 표시된 필드를 수정하세요.</td></tr></tbody></table></div></details></section><section class=\"card-section\" data-card-section=\"aliases\"><h3 tabindex=\"-1\">별칭</h3><h4>모델 별칭</h4><p class=\"note-s\"><span data-model-alias-route=\"Ultra\"><b>Ailoot Ultra</b> <a href=\"#m=glm-4-air&amp;route=Ultra&amp;caller=glm-4-air&amp;fmt=chat\"><code>glm-4-air</code></a></span></p><h4>메서드 경로 별칭</h4><p class=\"note-s\">위에 표시된 메서드 경로를 사용하세요.</p><h4>관련 호출용 ID</h4><p class=\"note-s\"><a href=\"#m=glm-4-air&amp;route=Ultra&amp;caller=glm-4-air&amp;fmt=chat\"><code>glm-4-air</code></a></p></section></div>",
      "method_identity": {
        "effective_request_model_id": "glm-4-air",
        "fmt": "chat",
        "http": "POST",
        "path": "/v1/chat/completions",
        "request_model_id": "glm-4-air",
        "route_label": "Ultra"
      },
      "method_key": "Ultra|chat|/v1/chat/completions|glm-4-air",
      "ordinal": 0,
      "rawMethod": {
        "available": null,
        "cache_read": 0,
        "cache_write": 0,
        "cache_write_1h": null,
        "contract": {
          "data": {
            "all_results": "Keep every choice and its content/tool calls/reasoning. In SSE assemble deltas by choice/tool index, retain the final finish reason and usage.",
            "authentication": {
              "api_key_source": "AILOOT_API_KEY",
              "header": "Authorization: Bearer"
            },
            "errors": [
              {
                "code": null,
                "condition": "필수 필드, 자료 표현 방식 또는 파라미터 값이 올바르지 않음",
                "http_status": 400,
                "recovery": "새 생성 요청 전에 표시된 필드를 수정하세요.",
                "type": "invalid_request_error"
              }
            ],
            "hints": [
              "Model context is not an output cap.",
              "A model-dependent field needs the exact published model profile; unspecified defaults/enums are not guessed.",
              "Tool calls propose actions; the client application returns actual observations with the returned call ID.",
              "Guarded canonical keys must occur once; duplicate or case-varied model/tools/cap fields are rejected."
            ],
            "ignored_fields": [],
            "lifecycle": {
              "create": {
                "http": "POST",
                "path": "/v1/chat/completions"
              },
              "job_read": null,
              "mode": "synchronous_or_streamed",
              "unknown": "요청/응답 ID와 헤더를 보존하세요. 텍스트 작업을 조회하는 범용 URL은 제공되지 않습니다."
            },
            "material_combinations": [
              {
                "mode": "text",
                "representation": "messages[].content",
                "required_material": "UTF8 텍스트"
              }
            ],
            "operation_modes": [
              "conversation",
              "function_tool_continuation",
              "streaming"
            ],
            "outputs": {
              "all_results": "각 선택지와 그 콘텐츠·도구 호출·추론을 모두 보존하세요. SSE에서는 선택지/도구 인덱스별로 증분을 조합하고 최종 종료 사유와 사용량을 유지하세요.",
              "family": "text",
              "fields": [
                {
                  "description": null,
                  "name": "choices[].index",
                  "type": "integer"
                },
                {
                  "description": null,
                  "name": "choices[].message.content",
                  "type": "string|null"
                },
                {
                  "description": null,
                  "name": "choices[].message.tool_calls",
                  "type": "tool_call[]"
                },
                {
                  "description": null,
                  "name": "choices[].message.reasoning_content",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "choices[].message.reasoning_details",
                  "type": "object|array"
                },
                {
                  "description": null,
                  "name": "choices[].finish_reason",
                  "type": "string|null"
                },
                {
                  "description": null,
                  "name": "usage",
                  "type": "object"
                }
              ],
              "format": "json 또는 SSE"
            },
            "parameters": [
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "glm-4-air"
                ],
                "enum_known": true,
                "name": "model",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "min_items": 1,
                "name": "messages",
                "required": true,
                "type": "message[]"
              },
              {
                "availability": "model_dependent",
                "conditions": "이 역할들은 소스 코드의 호환 타입에 명시적으로 표현됩니다. 정확한 모델 역할 집합은 모델별로 다릅니다.",
                "default": null,
                "default_known": false,
                "enum": [
                  "system",
                  "user",
                  "assistant",
                  "tool",
                  "function"
                ],
                "enum_exhaustive": false,
                "enum_known": true,
                "name": "messages[].role",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].content",
                "required": false,
                "type": "string|content_part[]|null"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].tool_calls",
                "required": false,
                "type": "tool_call[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].tool_call_id",
                "required": false,
                "type": "string",
                "when": "role=tool. 실제 반환된 ID를 사용하세요"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].name",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].reasoning_content",
                "required": false,
                "type": "string",
                "when": "이 모델이 추론을 사용하는 경우 실제 반환된 추론을 그대로 다음 요청에 다시 전달하세요"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].reasoning_details",
                "required": false,
                "type": "object|array"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "minimum": 1,
                "name": "max_tokens",
                "required": false,
                "type": "integer"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "minimum": 1,
                "name": "max_completion_tokens",
                "required": false,
                "type": "integer"
              },
              {
                "availability": "source_interface",
                "default": false,
                "default_known": true,
                "enum": null,
                "enum_known": false,
                "name": "stream",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "stream_options.include_usage",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "temperature",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "top_p",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "stop",
                "required": false,
                "type": "string|string[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools",
                "required": false,
                "type": "function_tool[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": [
                  "function"
                ],
                "enum_known": true,
                "name": "tools[].type",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].function.name",
                "required": true,
                "type": "string",
                "when": "함수 도구 지정됨"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].function.description",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].function.parameters",
                "required": false,
                "type": "JSON_schema"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tool_choice",
                "required": false,
                "type": "string|object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "parallel_tool_calls",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "response_format",
                "required": false,
                "type": "object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "reasoning_effort",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "reasoning",
                "required": false,
                "type": "object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "service_tier",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_compatibility",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "instructions",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "functions",
                "required": false,
                "type": "function[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "function_call",
                "required": false,
                "type": "string|object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "prompt_cache_options",
                "required": false,
                "type": "object"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "text"
                ],
                "enum_known": true,
                "name": "modalities",
                "required": false,
                "type": "string[]"
              },
              {
                "availability": "source_interface",
                "conditions": "이 Ultra 텍스트 경로에서는 provider.options가 거부됩니다",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "provider",
                "required": false,
                "type": "object"
              },
              {
                "availability": "source_interface",
                "conditions": "실제 프롬프트 캐시 지정 위치에서는 1h가 거부됩니다",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "cache_control.ttl",
                "required": false,
                "type": "string"
              }
            ],
            "profile_binding": "Exact existing Ailoot model and method; interface constraints below do not assert provider qualification.",
            "unsupported": [
              "additional models/models list",
              "plugins",
              "route",
              "hosted tools; ordinary client function tools remain separate",
              "non-text output modalities",
              "provider.options overrides",
              "one-hour prompt-cache TTL"
            ]
          },
          "hints": [
            "정확한 모델 ID를 messages와 함께 보내세요.",
            "컨텍스트 길이는 출력 상한이 아닙니다.",
            "텍스트 파일은 텍스트를 그대로 제공할 수 있습니다. 이미지/오디오/파일 객체 입력에는 정확한 바인딩이 필요합니다."
          ],
          "input": {
            "content_type": "application/json",
            "control_scope": "모델별로 다름. 사용자 함수 도구와 호스팅 도구는 서로 다릅니다",
            "file_material": "실제 UTF-8 문서를 텍스트로 그대로 삽입합니다. 파일 ID는 추정하지 않습니다",
            "hosted_operations": false,
            "material_types": [
              "text"
            ],
            "messages": "role/content 형식의 메시지 배열",
            "multimodal_input_binding": null,
            "optional_controls": [
              "stream",
              "temperature",
              "top_p",
              "stop",
              "max_tokens",
              "max_completion_tokens",
              "reasoning",
              "response_format",
              "tools",
              "tool_choice"
            ],
            "output_modalities": [
              "text"
            ],
            "required": [
              "model",
              "messages"
            ]
          },
          "lifecycle": {
            "mode": "synchronous_or_streamed",
            "unknown": "preserve original request id; no generic chat job retrieval path"
          },
          "manufacturer_capability": null,
          "method": {
            "http": "POST",
            "path": "/v1/chat/completions"
          },
          "method_aliases": [],
          "operation_modes": [
            "text_chat"
          ],
          "output": {
            "content": "choices[].message.content or stream delta",
            "family": "text",
            "format": "json or supported SSE",
            "tool_calls": "retain actual returned function calls"
          }
        },
        "ctx": null,
        "declared_pricing_profiles": [
          {
            "dimensions": {
              "regime": "base"
            },
            "label": "토큰의 기본 단가",
            "units": [
              {
                "amount": "0.00014000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000014",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00014000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000014",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": "0",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": "0",
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          }
        ],
        "examples": [
          {
            "code": "set -eu\n: \"${AILOOT_API_KEY:?Set your Ailoot API key}\"\npython3 - <<'PY_REQUEST'\nimport json,os\nfrom pathlib import Path\np=json.loads('{\"model\": \"glm-4-air\", \"messages\": [{\"role\": \"user\", \"content\": \"Explain the difference between an observation and a hypothesis in three sentences.\"}]}')\n\nPath(\"request.json\").write_text(json.dumps(p,ensure_ascii=False))\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/chat/completions \\\n  -H \"Authorization: Bearer $AILOOT_API_KEY\" -H 'Content-Type: application/json' \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - <<'PY_RESULT'\nimport json\nfrom pathlib import Path\nr=json.loads(Path(\"result.json\").read_text())\nfor x in r.get(\"choices\",[]):\n    if x.get(\"message\",{}).get(\"content\"): print(x[\"message\"][\"content\"])\nPY_RESULT\n",
            "label": "curl · retained exact creation",
            "language": "bash"
          },
          {
            "code": "from openai import OpenAI\nimport os\n\nif not os.environ.get(\"AILOOT_API_KEY\", \"\").strip(): raise SystemExit(\"Set AILOOT_API_KEY before making a request\")\nclient=OpenAI(base_url=\"https://api.ailoot.ai/v1\",api_key=os.environ[\"AILOOT_API_KEY\"],max_retries=0)\nresult=client.chat.completions.create(model='glm-4-air',messages=[{\"role\":\"user\",\"content\":\"Explain observations and hypotheses in three sentences.\"}])\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nsave_result(result.to_dict(mode=\"json\"))\n",
            "label": "Python SDK · all choices",
            "language": "python"
          },
          {
            "code": "from openai import OpenAI\nimport os\nfrom pathlib import Path\n\nif not os.environ.get(\"AILOOT_API_KEY\", \"\").strip(): raise SystemExit(\"Set AILOOT_API_KEY before making a request\")\nclient=OpenAI(base_url=\"https://api.ailoot.ai/v1\",api_key=os.environ[\"AILOOT_API_KEY\"],max_retries=0)\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nwith client.chat.completions.stream(model='glm-4-air',messages=[{\"role\":\"user\",\"content\":\"Explain observations and hypotheses in three sentences.\"}]) as stream:\n    with Path(\"stream-events.jsonl\").open(\"w\",encoding=\"utf-8\") as log:\n        for event in stream:\n            payload=event.to_dict(mode=\"json\")\n            log.write(json.dumps(payload,ensure_ascii=False)+\"\\n\"); log.flush()\n            print(json.dumps(payload,ensure_ascii=False))\n    final=stream.get_final_completion()\n    save_result(final.to_dict(mode=\"json\"),\"stream-result\")\n",
            "label": "Python SDK streaming · all events",
            "language": "python"
          }
        ],
        "family": "openai",
        "fast_multiplier": null,
        "flex_multiplier": null,
        "fmt": "chat",
        "hints": [
          "Send exact model ID with messages.",
          "Context length is not an output cap.",
          "A text file may supply literal text; image/audio/file-object inputs need exact binding."
        ],
        "http": "POST",
        "in": 0.14,
        "input": [
          "text"
        ],
        "label": "OpenAI Chat",
        "max_out": null,
        "max_reasoning_effort_multiplier": null,
        "method_aliases": [],
        "out": 0.14,
        "output": [
          "text"
        ],
        "path": "/v1/chat/completions",
        "price_conditions": [
          {
            "label": "Fast mode",
            "value": "Not specified",
            "when": "When fast mode is selected"
          },
          {
            "label": "Flex mode",
            "value": "Not specified",
            "when": "When flex mode is selected"
          },
          {
            "label": "Maximum reasoning effort",
            "value": "Not specified",
            "when": "When maximum reasoning effort uses the default adjustment"
          }
        ],
        "pricing": {
          "billing_mode": "token",
          "image_input_price": null,
          "image_output_price": null,
          "per_request_price": null
        },
        "pricing_profiles": [
          {
            "dimensions": {
              "regime": "base"
            },
            "label": "Base token rates",
            "units": [
              {
                "amount": "0.00014000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000014",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00014000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000014",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": "0",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": "0",
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          }
        ],
        "request_model_id": "glm-4-air",
        "route_label": "Ultra",
        "status_reads": [],
        "tiers": [],
        "units": [
          {
            "amount": "0.00014000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "input_price",
            "label": "Input tokens",
            "native_amount_usd_per_unit": "0.00000014",
            "native_quantity": 1,
            "native_unit": "input_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "input_token"
          },
          {
            "amount": "0.00014000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "output_price",
            "label": "Output tokens",
            "native_amount_usd_per_unit": "0.00000014",
            "native_quantity": 1,
            "native_unit": "output_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "out",
            "unit": "output_token"
          },
          {
            "amount": "0",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "cache_read_price",
            "label": "Cache read",
            "native_amount_usd_per_unit": "0",
            "native_quantity": 1,
            "native_unit": "cached_input_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "cached_input_token"
          },
          {
            "amount": "0",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "cache_write_price",
            "label": "Cache write",
            "native_amount_usd_per_unit": "0",
            "native_quantity": 1,
            "native_unit": "generic_cache_creation_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "generic_cache_creation_token"
          },
          {
            "amount": null,
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "cache_write_1h_price",
            "label": "Cache write, 1 hour",
            "native_amount_usd_per_unit": null,
            "native_quantity": 1,
            "native_unit": "one_hour_cache_creation_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "one_hour_cache_creation_token"
          }
        ]
      }
    },
    {
      "html": "<div class=\"sheet-head\"><span class=\"mav\" aria-hidden=\"true\">Z</span><h2 id=\"sheet-title\">GLM-4-Air</h2><button class=\"icon-btn\" type=\"button\" data-close-sheet aria-label=\"닫기\">×</button></div><div class=\"idline\"><span>Z.ai /</span><code>glm-4-air</code><button type=\"button\" id=\"copy-id\">ID 복사</button></div><nav class=\"card-jump-nav\" aria-label=\"모델 카드 섹션\"><button type=\"button\" data-card-jump=\"overview\">시작하기</button><button type=\"button\" data-card-jump=\"methods\">입력 및 메서드</button><button type=\"button\" data-card-jump=\"pricing\">요금</button><button type=\"button\" data-card-jump=\"examples\">예제</button><button type=\"button\" data-card-jump=\"results\">결과</button><button type=\"button\" data-card-jump=\"aliases\">별칭</button></nav><div class=\"card-method-tabs\" role=\"tablist\" aria-label=\"API 메서드\"><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-0\" data-card-method=\"Ultra|chat|/v1/chat/completions|glm-4-air\">Chat</button><button type=\"button\" role=\"tab\" tabindex=\"0\" aria-controls=\"card-method-content\" aria-selected=\"true\" id=\"card-method-tab-1\" data-card-method=\"Ultra|messages|/v1/messages|glm-4-air\">Messages</button></div><div id=\"card-method-content\" role=\"tabpanel\" aria-labelledby=\"card-method-tab-1\"><section class=\"card-section\" data-card-section=\"overview\"><h3 tabindex=\"-1\">시작하기</h3><p class=\"mdesc-full\">문서에서 서면 결과를 만드는 128,000토큰 GLM-4 경로입니다.</p><dl class=\"card-io\" data-card-io><div><dt>허용 입력</dt><dd>텍스트</dd></div><div><dt>결과</dt><dd>json · sse</dd></div></dl><details class=\"card-about\"><summary>모델 소개</summary><p class=\"note-s\" data-model-method-boundary>이 설명은 모델의 기능을 다룹니다. Ailoot에서 사용할 수 있는 입력, 출력 및 옵션은 아래에 선택한 메서드별로 표시됩니다.</p><div class=\"mabout\" id=\"m-about\"><p>glm-4-air은 128,000토큰 텍스트 입출력입니다. 운영 매뉴얼에서 과정을 추출해 원 섹션 라벨을 유지하는 체크리스트를 만들 수 있습니다. 서면 결과와 자료 용량이 맞을 때 적합합니다.</p><p>Air는 선택 신원이며 요청 속도 조절이 아닙니다. 다른 GLM과의 실측 절충은 없습니다. Chat Completions·Messages를 제공하며 후자에 max_tokens가 필수입니다. 자동 탐색, 파일 편집, 이미지 해석은 이 계약에 없습니다.</p></div></details></section><section class=\"card-section\" data-card-section=\"methods\"><h3 tabindex=\"-1\">Ailoot에서 사용 가능 · 입력 및 메서드</h3><details class=\"card-method\" open><summary><b>Ailoot Ultra · Anthropic Messages</b> <code>POST /v1/messages</code></summary><dl class=\"method-capabilities\"><div><dt>입력</dt><dd><code>text</code></dd></div><div><dt>출력</dt><dd><code>json</code>, <code>sse</code></dd></div><div><dt>출력 형식</dt><dd>JSON 또는 SSE</dd></div></dl><div class=\"tw\" data-card-parameters data-typed-parameters><table><thead><tr><th>필드</th><th>유형</th><th>요건</th><th>값과 한도</th><th>기본값</th></tr></thead><tbody><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">model</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>string</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>필수</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span><div>glm-4-air</div></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">messages</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>message[]</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>필수</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">messages[].role</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>string</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>필수</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span><div>user, assistant</div></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">messages[].content</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>string</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>필수</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">max_tokens</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>integer</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>필수</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span></td><td data-cell-label=\"기본값\" data-default=\"unspecified\"><span class=\"card-cell-label\">기본값</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">stream</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span><code>boolean</code></td><td data-cell-label=\"요건\"><span class=\"card-cell-label\">요건</span>선택 사항</td><td data-cell-label=\"값과 한도\"><span class=\"card-cell-label\">값과 한도</span></td><td data-cell-label=\"기본값\" data-default=\"known\"><span class=\"card-cell-label\">기본값</span>false</td></tr></tbody></table></div><details class=\"card-about\" data-material-combinations><summary>입력 자료 조합</summary><p class=\"note-s\"><b>텍스트</b> · UTF-8 텍스트</p><p class=\"note-s\"><code>messages[].content 문자열</code></p></details><details class=\"note-s\" data-method-contract><summary>메서드 매개변수와 수명 주기</summary><div class=\"tw\" data-card-table=\"contract\"><table><thead><tr><th>매개변수</th><th>명세</th></tr></thead><tbody><tr><th data-cell-label=\"매개변수\" scope=\"row\"><span class=\"card-cell-label\">매개변수</span><code>content_type</code></th><td data-cell-label=\"명세\"><span class=\"card-cell-label\">명세</span>application/json</td></tr><tr><th data-cell-label=\"매개변수\" scope=\"row\"><span class=\"card-cell-label\">매개변수</span><code>required</code></th><td data-cell-label=\"명세\"><span class=\"card-cell-label\">명세</span>model, messages, max_tokens</td></tr><tr><th data-cell-label=\"매개변수\" scope=\"row\"><span class=\"card-cell-label\">매개변수</span><code>optional_controls</code></th><td data-cell-label=\"명세\"><span class=\"card-cell-label\">명세</span>stream</td></tr><tr><th data-cell-label=\"매개변수\" scope=\"row\"><span class=\"card-cell-label\">매개변수</span><code>material_types</code></th><td data-cell-label=\"명세\"><span class=\"card-cell-label\">명세</span>text</td></tr><tr><th data-cell-label=\"매개변수\" scope=\"row\"><span class=\"card-cell-label\">매개변수</span><code>text_file_material</code></th><td data-cell-label=\"명세\"><span class=\"card-cell-label\">명세</span>실제 UTF-8 문서를 읽고 그 텍스트를 지정된 입력 또는 메시지 콘텐츠 문자열에 넣으세요.</td></tr></tbody></table></div><p>수명 주기: <code>synchronous_or_streamed</code></p></details></details></section><section class=\"card-section\" data-card-section=\"pricing\"><h3 tabindex=\"-1\">요금</h3><div data-native-semantic-method=\"v1\" data-tariff-reference-only><p class=\"note-s\" data-rate-support-note>요금 정보는 요청 옵션을 추가하지 않습니다. 지원되는 매개변수는 선택한 메서드에 표시됩니다.</p><dl data-price-conditions><dt>빠른 모드</dt><dd>미지정 <span class=\"note-s\">빠른 모드를 선택한 경우</span></dd><dt>Flex 모드</dt><dd>미지정 <span class=\"note-s\">flex 모드를 선택한 경우</span></dd><dt>최대 추론 수준</dt><dd>미지정 <span class=\"note-s\">최대 추론 수준에 default 조정값을 적용하는 경우</span></dd></dl></div><div data-declared-tariff-pricing><h4>Ailoot 요금</h4><h4>설정별 가격</h4><div class=\"tw\" data-pricing-profiles><table><thead><tr><th>설정</th><th>요금표</th><th>요금</th></tr></thead><tbody><tr><th data-cell-label=\"설정\" scope=\"row\"><span class=\"card-cell-label\">설정</span>토큰의 기본 단가</th><td data-cell-label=\"요금표\"><span class=\"card-cell-label\">요금표</span>기본 요금</td><td data-cell-label=\"요금\"><span class=\"card-cell-label\">요금</span><div><span>입력 · 입력 토큰</span> <b>$0.00014</b> <span class=\"price-unit\">/ 1K 토큰</span></div><div><span>출력 · 출력 토큰</span> <b>$0.00014</b> <span class=\"price-unit\">/ 1K 토큰</span></div><div><span>입력 · 캐시 읽기</span> <b>$0</b> <span class=\"price-unit\">/ 1K 토큰</span></div><div><span>입력 · 캐시 쓰기</span> <b>$0</b> <span class=\"price-unit\">/ 1K 토큰</span></div><div><span>입력 · 캐시 쓰기, 1시간</span> <b>—</b> <span class=\"price-unit\">/ 1K 토큰</span></div></td></tr></tbody></table></div></div><p class=\"note-s\">Ailoot는 요청 전에 예상 금액을 미리 확보합니다. 결과를 받은 뒤 측정된 사용량을 기준으로 최종 요금을 정산합니다. 스트리밍 정산에는 최종 사용량 기록을 사용합니다. <a href=\"/docs/ko/billing/reserve/\">금액 확보와 정산 방식 →</a></p></section><section class=\"card-section\" data-card-section=\"examples\"><h3 tabindex=\"-1\">요청 예제</h3><h4>Ailoot Ultra · Anthropic Messages</h4><div class=\"code-group\"><div class=\"cg-bar\"><div class=\"cg-tabs\" role=\"tablist\" aria-label=\"코드 예제 형식\"><button class=\"cg-tab\" id=\"model-code-1404-tab-0\" role=\"tab\" type=\"button\" aria-controls=\"model-code-1404-panel-0\" aria-selected=\"true\" tabindex=\"0\">최소 구성의 완전한 JSON 본문</button><button class=\"cg-tab\" id=\"model-code-1404-tab-1\" role=\"tab\" type=\"button\" aria-controls=\"model-code-1404-panel-1\" aria-selected=\"false\" tabindex=\"-1\">curl · 자신의 UTF-8 문서 사용</button><button class=\"cg-tab\" id=\"model-code-1404-tab-2\" role=\"tab\" type=\"button\" aria-controls=\"model-code-1404-panel-2\" aria-selected=\"false\" tabindex=\"-1\">Python · 결과 전체 저장</button></div><div class=\"cg-tools\"><button class=\"cg-btn cg-copy\" type=\"button\" aria-label=\"코드 복사\"><svg class=\"cp\" viewBox=\"0 0 16 16\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.4\"><rect x=\"5.25\" y=\"5.25\" width=\"8.5\" height=\"8.5\" rx=\"1.75\"/><path d=\"M10.75 5.25V3.5a1.25 1.25 0 0 0-1.25-1.25H3.5A1.25 1.25 0 0 0 2.25 3.5v6a1.25 1.25 0 0 0 1.25 1.25h1.75\"/></svg><svg class=\"ok\" viewBox=\"0 0 16 16\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.4\"><path d=\"m3 8.5 3.25 3.25L13 5\"/></svg></button></div></div><div class=\"cg-body\"><div class=\"cg-pane\" id=\"model-code-1404-panel-0\" role=\"tabpanel\" aria-labelledby=\"model-code-1404-tab-0\"><pre data-lang=\"json\"><code>{\n  &quot;model&quot;: &quot;glm-4-air&quot;,\n  &quot;max_tokens&quot;: 128,\n  &quot;messages&quot;: [\n    {\n      &quot;role&quot;: &quot;user&quot;,\n      &quot;content&quot;: &quot;Summarize the incident report.&quot;\n    }\n  ],\n  &quot;stream&quot;: false\n}</code></pre></div><div class=\"cg-pane\" id=\"model-code-1404-panel-1\" role=\"tabpanel\" aria-labelledby=\"model-code-1404-tab-1\" hidden><pre data-lang=\"bash\"><code>set -eu\n: &quot;${AILOOT_API_KEY:?Set your Ailoot API key}&quot;\n: &quot;${AILOOT_TEXT_FILE:?Set your actual UTF-8 document}&quot;\nexport AILOOT_TEXT_FILE\npython3 - &lt;&lt;&#39;PY_REQUEST&#39;\nimport json, os\nfrom pathlib import Path\n\nsource_file = Path(os.environ[&#39;AILOOT_TEXT_FILE&#39;])\nif not source_file.is_file():\n    raise SystemExit(&#39;Set AILOOT_TEXT_FILE to your actual UTF-8 document&#39;)\ntext = source_file.read_text(encoding=&#39;utf-8&#39;)\nif not text.strip():\n    raise SystemExit(&#39;Choose a document containing text&#39;)\npayload = {&#39;model&#39;: &#39;glm-4-air&#39;, &#39;max_tokens&#39;: 128, &#39;messages&#39;: [{&#39;role&#39;: &#39;user&#39;, &#39;content&#39;: &#39;Summarize the incident report.&#39;}]}\npayload[&#39;messages&#39;][0][&#39;content&#39;] = &#39;Summarize this material and quote supporting source passages.\\n\\n&#39; + text\nPath(&#39;request.json&#39;).write_text(json.dumps(payload, ensure_ascii=False), encoding=&#39;utf-8&#39;)\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/messages \\\n  -H &quot;x-api-key: $AILOOT_API_KEY&quot; -H &#39;anthropic-version: 2023-06-01&#39; -H &#39;Content-Type: application/json&#39; \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - &lt;&lt;&#39;PY_RESULT&#39;\nimport json\nfrom pathlib import Path\n\nresult = json.loads(Path(&#39;result.json&#39;).read_text(encoding=&#39;utf-8&#39;))\nprint(json.dumps(result, ensure_ascii=False, indent=2))\nPY_RESULT\n</code></pre></div><div class=\"cg-pane\" id=\"model-code-1404-panel-2\" role=\"tabpanel\" aria-labelledby=\"model-code-1404-tab-2\" hidden><pre data-lang=\"python\"><code>import json, os\nfrom pathlib import Path\n\nsource_file = Path(os.environ[&#39;AILOOT_TEXT_FILE&#39;])\nif not source_file.is_file():\n    raise SystemExit(&#39;Set AILOOT_TEXT_FILE to your actual UTF-8 document&#39;)\ntext = source_file.read_text(encoding=&#39;utf-8&#39;)\nif not text.strip():\n    raise SystemExit(&#39;Choose a document containing text&#39;)\npayload = {&#39;model&#39;: &#39;glm-4-air&#39;, &#39;max_tokens&#39;: 128, &#39;messages&#39;: [{&#39;role&#39;: &#39;user&#39;, &#39;content&#39;: &#39;Summarize the incident report.&#39;}]}\npayload[&#39;messages&#39;][0][&#39;content&#39;] = &#39;Summarize this material and quote supporting source passages.\\n\\n&#39; + text\nfrom urllib.request import Request, urlopen\nfrom urllib.error import HTTPError\n\napi_key = os.environ[&#39;AILOOT_API_KEY&#39;]\nif not api_key.strip():\n    raise SystemExit(&#39;Set AILOOT_API_KEY before making a request&#39;)\nheaders = {&#39;x-api-key&#39;: &#39;PLACEHOLDER_KEY&#39;, &#39;anthropic-version&#39;: &#39;2023-06-01&#39;, &#39;Content-Type&#39;: &#39;application/json&#39;}\nheaders[&#39;x-api-key&#39;] = api_key\nrequest = Request(&#39;https://api.ailoot.ai/v1/messages&#39;, data=json.dumps(payload, ensure_ascii=False).encode(&#39;utf-8&#39;), headers=headers, method=&#39;POST&#39;)\ntry:\n    with urlopen(request, timeout=120) as response:\n        raw = response.read()\n        Path(&#39;response-headers.txt&#39;).write_text(str(response.headers), encoding=&#39;utf-8&#39;)\nexcept HTTPError as error:\n    Path(&#39;result.json&#39;).write_bytes(error.read())\n    Path(&#39;response-headers.txt&#39;).write_text(str(error.headers), encoding=&#39;utf-8&#39;)\n    raise\nPath(&#39;result.json&#39;).write_bytes(raw)\nimport json\nfrom pathlib import Path\n\nresult = json.loads(Path(&#39;result.json&#39;).read_text(encoding=&#39;utf-8&#39;))\nprint(json.dumps(result, ensure_ascii=False, indent=2))\n</code></pre></div></div></div></section><section class=\"card-section\" data-card-section=\"results\"><h3 tabindex=\"-1\">결과 수신 및 저장</h3><h4>Ailoot Ultra · Anthropic Messages</h4><p class=\"note-s\">JSON 또는 SSE</p><div class=\"card-result-process\" data-all-results><h5>완료된 결과 모두 보관</h5><p class=\"note-s\">반환된 완전한 응답, 파일, 콘텐츠 부분을 모두 보관하세요.</p><p class=\"note-s\">모든 콘텐츠 블록, 사고 서명, 실제 도구 사용 ID를 보존하세요. 모든 SSE 블록 증분을 조합하세요. 첫 텍스트 블록이 전체 출력은 아닙니다.</p></div><div class=\"card-result-process\" data-unknown-recovery><h5>원래 응답을 확인해야 할 경우</h5><p class=\"note-s\">요청/응답 ID와 헤더를 보존하세요. 텍스트 작업을 조회하는 범용 URL은 제공되지 않습니다.</p></div><details class=\"card-about\" data-output-fields><summary>응답 필드</summary><div class=\"tw\" data-card-table=\"output\"><table><thead><tr><th>필드</th><th>유형</th></tr></thead><tbody><tr><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">id</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span>string</td></tr><tr><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">model</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span>string</td></tr><tr><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">content[]</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span>text|thinking|tool_use|other content block</td></tr><tr><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">stop_reason</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span>string|null</td></tr><tr><th data-cell-label=\"필드\" scope=\"row\"><span class=\"card-cell-label\">필드</span><code class=\"card-field-name\">usage</code></th><td data-cell-label=\"유형\" data-field-type><span class=\"card-cell-label\">유형</span>object</td></tr></tbody></table></div></details><details class=\"card-about\" data-method-errors><summary>오류와 다음 단계</summary><div class=\"tw\" data-card-table=\"errors\"><table><thead><tr><th>응답</th><th>조건</th><th>다음 단계</th></tr></thead><tbody><tr><th data-cell-label=\"응답\" scope=\"row\"><span class=\"card-cell-label\">응답</span>400 · <code>invalid_request_error</code></th><td data-cell-label=\"조건\"><span class=\"card-cell-label\">조건</span>필수 필드, 자료 표현 방식 또는 파라미터 값이 올바르지 않음</td><td data-cell-label=\"다음 단계\"><span class=\"card-cell-label\">다음 단계</span>새 생성 요청 전에 표시된 필드를 수정하세요.</td></tr></tbody></table></div></details></section><section class=\"card-section\" data-card-section=\"aliases\"><h3 tabindex=\"-1\">별칭</h3><h4>모델 별칭</h4><p class=\"note-s\"><span data-model-alias-route=\"Ultra\"><b>Ailoot Ultra</b> <a href=\"#m=glm-4-air&amp;route=Ultra&amp;caller=glm-4-air&amp;fmt=messages\"><code>glm-4-air</code></a></span></p><h4>메서드 경로 별칭</h4><p class=\"note-s\">위에 표시된 메서드 경로를 사용하세요.</p><h4>관련 호출용 ID</h4><p class=\"note-s\"><a href=\"#m=glm-4-air&amp;route=Ultra&amp;caller=glm-4-air&amp;fmt=messages\"><code>glm-4-air</code></a></p></section></div>",
      "method_identity": {
        "effective_request_model_id": "glm-4-air",
        "fmt": "messages",
        "http": "POST",
        "path": "/v1/messages",
        "request_model_id": "glm-4-air",
        "route_label": "Ultra"
      },
      "method_key": "Ultra|messages|/v1/messages|glm-4-air",
      "ordinal": 1,
      "rawMethod": {
        "available": null,
        "cache_read": 0,
        "cache_write": 0,
        "cache_write_1h": null,
        "contract": {
          "data": {
            "authentication": {
              "api_key_source": "AILOOT_API_KEY",
              "headers": [
                "Authorization: Bearer",
                "x-api-key",
                "anthropic-version"
              ],
              "version_example": "2023-06-01"
            },
            "errors": [
              {
                "code": null,
                "condition": "필수 필드, 자료 표현 방식 또는 파라미터 값이 올바르지 않음",
                "http_status": 400,
                "recovery": "새 생성 요청 전에 표시된 필드를 수정하세요.",
                "type": "invalid_request_error"
              }
            ],
            "example_body": {
              "max_tokens": 128,
              "messages": [
                {
                  "content": "Summarize the incident report.",
                  "role": "user"
                }
              ],
              "model": "glm-4-air",
              "stream": false
            },
            "lifecycle": {
              "create": {
                "http": "POST",
                "path": "/v1/messages"
              },
              "job_read": null,
              "mode": "synchronous_or_streamed",
              "unknown": "요청/응답 ID와 헤더를 보존하세요. 텍스트 작업을 조회하는 범용 URL은 제공되지 않습니다."
            },
            "material_combinations": [
              {
                "mode": "text",
                "representation": "messages[].content 문자열",
                "required_material": "UTF-8 텍스트"
              }
            ],
            "operation_modes": [
              "synchronous_json",
              "streamed_SSE"
            ],
            "outputs": {
              "all_results": "모든 콘텐츠 블록, 사고 서명, 실제 도구 사용 ID를 보존하세요. 모든 SSE 블록 증분을 조합하세요. 첫 텍스트 블록이 전체 출력은 아닙니다.",
              "family": "protocol",
              "fields": [
                {
                  "description": null,
                  "name": "id",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "model",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "content[]",
                  "type": "text|thinking|tool_use|other content block"
                },
                {
                  "description": null,
                  "name": "stop_reason",
                  "type": "string|null"
                },
                {
                  "description": null,
                  "name": "usage",
                  "type": "object"
                }
              ],
              "format": "JSON 또는 SSE"
            },
            "parameters": [
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "glm-4-air"
                ],
                "enum_known": true,
                "name": "model",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages",
                "required": true,
                "type": "message[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "user",
                  "assistant"
                ],
                "enum_known": true,
                "name": "messages[].role",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].content",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "max_tokens",
                "required": true,
                "type": "integer"
              },
              {
                "availability": "source_interface",
                "default": false,
                "default_known": true,
                "enum": null,
                "enum_known": false,
                "name": "stream",
                "required": false,
                "type": "boolean"
              }
            ],
            "profile_binding": "Documented current stock Messages bridge; optional model capabilities are separate from this minimal text request.",
            "request_schema": {
              "additionalProperties": false,
              "properties": {
                "max_tokens": {
                  "minimum": 1,
                  "type": "integer"
                },
                "messages": {
                  "items": {
                    "additionalProperties": false,
                    "properties": {
                      "content": {
                        "oneOf": [
                          {
                            "type": "string"
                          },
                          {
                            "items": {
                              "oneOf": [
                                {
                                  "properties": {
                                    "text": {
                                      "type": "string"
                                    },
                                    "type": {
                                      "const": "text"
                                    }
                                  },
                                  "required": [
                                    "type",
                                    "text"
                                  ],
                                  "type": "object"
                                },
                                {
                                  "properties": {
                                    "source": {
                                      "oneOf": [
                                        {
                                          "properties": {
                                            "type": {
                                              "const": "url"
                                            },
                                            "url": {
                                              "type": "string"
                                            }
                                          },
                                          "required": [
                                            "type",
                                            "url"
                                          ],
                                          "type": "object"
                                        },
                                        {
                                          "properties": {
                                            "data": {
                                              "type": "string"
                                            },
                                            "media_type": {
                                              "type": "string"
                                            },
                                            "type": {
                                              "const": "base64"
                                            }
                                          },
                                          "required": [
                                            "type",
                                            "media_type",
                                            "data"
                                          ],
                                          "type": "object"
                                        }
                                      ]
                                    },
                                    "type": {
                                      "const": "image"
                                    }
                                  },
                                  "required": [
                                    "type",
                                    "source"
                                  ],
                                  "type": "object"
                                }
                              ]
                            },
                            "type": "array"
                          }
                        ]
                      },
                      "role": {
                        "enum": [
                          "user",
                          "assistant"
                        ],
                        "type": "string"
                      }
                    },
                    "required": [
                      "role",
                      "content"
                    ],
                    "type": "object"
                  },
                  "minItems": 1,
                  "type": "array"
                },
                "model": {
                  "enum": [
                    "glm-4-air"
                  ],
                  "type": "string"
                },
                "stream": {
                  "default": false,
                  "type": "boolean"
                }
              },
              "required": [
                "model",
                "messages",
                "max_tokens"
              ],
              "type": "object"
            },
            "schema_template": {
              "max_tokens": 128,
              "messages": [
                {
                  "content": "Summarize the incident report.",
                  "role": "user"
                }
              ],
              "model": "glm-4-air",
              "stream": false
            },
            "unsupported": [
              "No query API key.",
              "Hosted/server-side tools and model-specific optional controls are not part of this minimal family example."
            ]
          },
          "input": {
            "content_type": "application/json",
            "material_types": [
              "text"
            ],
            "optional_controls": [
              "stream"
            ],
            "required": [
              "model",
              "messages",
              "max_tokens"
            ],
            "text_file_material": "실제 UTF-8 문서를 읽고 그 텍스트를 지정된 입력 또는 메시지 콘텐츠 문자열에 넣으세요."
          },
          "lifecycle": {
            "create": {
              "http": "POST",
              "path": "/v1/messages"
            },
            "job_read": null,
            "mode": "synchronous_or_streamed",
            "unknown": "Keep request/response IDs and headers. No generic text job retrieval URL is supplied."
          },
          "manufacturer_capability": null,
          "method": {
            "http": "POST",
            "path": "/v1/messages"
          },
          "output": {
            "all_results": "Keep all content blocks, thinking signatures and actual tool-use IDs. Assemble all SSE block deltas; a first text block is not the complete output.",
            "family": "protocol",
            "format": "JSON or SSE"
          }
        },
        "ctx": null,
        "declared_pricing_profiles": [
          {
            "dimensions": {
              "regime": "base"
            },
            "label": "토큰의 기본 단가",
            "units": [
              {
                "amount": "0.00014000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000014",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00014000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000014",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": "0",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": "0",
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          }
        ],
        "examples": [
          {
            "code": "{\n  \"model\": \"glm-4-air\",\n  \"max_tokens\": 128,\n  \"messages\": [\n    {\n      \"role\": \"user\",\n      \"content\": \"Summarize the incident report.\"\n    }\n  ],\n  \"stream\": false\n}",
            "label": "Complete minimal JSON body",
            "language": "json"
          },
          {
            "code": "set -eu\n: \"${AILOOT_API_KEY:?Set your Ailoot API key}\"\n: \"${AILOOT_TEXT_FILE:?Set your actual UTF-8 document}\"\nexport AILOOT_TEXT_FILE\npython3 - <<'PY_REQUEST'\nimport json, os\nfrom pathlib import Path\n\nsource_file = Path(os.environ['AILOOT_TEXT_FILE'])\nif not source_file.is_file():\n    raise SystemExit('Set AILOOT_TEXT_FILE to your actual UTF-8 document')\ntext = source_file.read_text(encoding='utf-8')\nif not text.strip():\n    raise SystemExit('Choose a document containing text')\npayload = {'model': 'glm-4-air', 'max_tokens': 128, 'messages': [{'role': 'user', 'content': 'Summarize the incident report.'}]}\npayload['messages'][0]['content'] = 'Summarize this material and quote supporting source passages.\\n\\n' + text\nPath('request.json').write_text(json.dumps(payload, ensure_ascii=False), encoding='utf-8')\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/messages \\\n  -H \"x-api-key: $AILOOT_API_KEY\" -H 'anthropic-version: 2023-06-01' -H 'Content-Type: application/json' \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - <<'PY_RESULT'\nimport json\nfrom pathlib import Path\n\nresult = json.loads(Path('result.json').read_text(encoding='utf-8'))\nprint(json.dumps(result, ensure_ascii=False, indent=2))\nPY_RESULT\n",
            "label": "curl · use your UTF-8 document",
            "language": "bash"
          },
          {
            "code": "import json, os\nfrom pathlib import Path\n\nsource_file = Path(os.environ['AILOOT_TEXT_FILE'])\nif not source_file.is_file():\n    raise SystemExit('Set AILOOT_TEXT_FILE to your actual UTF-8 document')\ntext = source_file.read_text(encoding='utf-8')\nif not text.strip():\n    raise SystemExit('Choose a document containing text')\npayload = {'model': 'glm-4-air', 'max_tokens': 128, 'messages': [{'role': 'user', 'content': 'Summarize the incident report.'}]}\npayload['messages'][0]['content'] = 'Summarize this material and quote supporting source passages.\\n\\n' + text\nfrom urllib.request import Request, urlopen\nfrom urllib.error import HTTPError\n\napi_key = os.environ['AILOOT_API_KEY']\nif not api_key.strip():\n    raise SystemExit('Set AILOOT_API_KEY before making a request')\nheaders = {'x-api-key': 'PLACEHOLDER_KEY', 'anthropic-version': '2023-06-01', 'Content-Type': 'application/json'}\nheaders['x-api-key'] = api_key\nrequest = Request('https://api.ailoot.ai/v1/messages', data=json.dumps(payload, ensure_ascii=False).encode('utf-8'), headers=headers, method='POST')\ntry:\n    with urlopen(request, timeout=120) as response:\n        raw = response.read()\n        Path('response-headers.txt').write_text(str(response.headers), encoding='utf-8')\nexcept HTTPError as error:\n    Path('result.json').write_bytes(error.read())\n    Path('response-headers.txt').write_text(str(error.headers), encoding='utf-8')\n    raise\nPath('result.json').write_bytes(raw)\nimport json\nfrom pathlib import Path\n\nresult = json.loads(Path('result.json').read_text(encoding='utf-8'))\nprint(json.dumps(result, ensure_ascii=False, indent=2))\n",
            "label": "Python · save the complete result",
            "language": "python"
          }
        ],
        "family": "anthropic",
        "fast_multiplier": null,
        "flex_multiplier": null,
        "fmt": "messages",
        "http": "POST",
        "in": 0.14,
        "input": [
          "text"
        ],
        "label": "Anthropic Messages",
        "max_out": null,
        "max_reasoning_effort_multiplier": null,
        "method_aliases": [],
        "out": 0.14,
        "output": [
          "json",
          "sse"
        ],
        "path": "/v1/messages",
        "price_conditions": [
          {
            "label": "Fast mode",
            "value": "Not specified",
            "when": "When fast mode is selected"
          },
          {
            "label": "Flex mode",
            "value": "Not specified",
            "when": "When flex mode is selected"
          },
          {
            "label": "Maximum reasoning effort",
            "value": "Not specified",
            "when": "When maximum reasoning effort uses the default adjustment"
          }
        ],
        "pricing": {
          "billing_mode": "token",
          "image_input_price": null,
          "image_output_price": null,
          "per_request_price": null
        },
        "pricing_profiles": [
          {
            "dimensions": {
              "regime": "base"
            },
            "label": "Base token rates",
            "units": [
              {
                "amount": "0.00014000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000014",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00014000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000014",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": "0",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": "0",
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          }
        ],
        "request_model_id": "glm-4-air",
        "route_label": "Ultra",
        "status_reads": [],
        "tiers": [],
        "units": [
          {
            "amount": "0.00014000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "input_price",
            "label": "Input tokens",
            "native_amount_usd_per_unit": "0.00000014",
            "native_quantity": 1,
            "native_unit": "input_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "input_token"
          },
          {
            "amount": "0.00014000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "output_price",
            "label": "Output tokens",
            "native_amount_usd_per_unit": "0.00000014",
            "native_quantity": 1,
            "native_unit": "output_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "out",
            "unit": "output_token"
          },
          {
            "amount": "0",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "cache_read_price",
            "label": "Cache read",
            "native_amount_usd_per_unit": "0",
            "native_quantity": 1,
            "native_unit": "cached_input_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "cached_input_token"
          },
          {
            "amount": "0",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "cache_write_price",
            "label": "Cache write",
            "native_amount_usd_per_unit": "0",
            "native_quantity": 1,
            "native_unit": "generic_cache_creation_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "generic_cache_creation_token"
          },
          {
            "amount": null,
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "cache_write_1h_price",
            "label": "Cache write, 1 hour",
            "native_amount_usd_per_unit": null,
            "native_quantity": 1,
            "native_unit": "one_hour_cache_creation_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "one_hour_cache_creation_token"
          }
        ]
      }
    }
  ],
  "model_id": "glm-4-air",
  "nativeProvenance": {
    "input_facts_canonical_sha256": "770d9e53295b09ba4a933c3fc7bb9eedd415cb6b25a7698d0c466762cf902a40",
    "input_html_sha256": "15c4a4f7f69a33c868d71ba0f83c2ddea59e2d1ae8d152594f2aff16f22c9ca6",
    "private_audit_sha256": "48fa08e7cb7b21184d3f668efb5bb68f072fc0183486ed4b43f5a5ef35640892",
    "role": "historical-normalized-input-audit-hashes",
    "schema": "ailoot-native-model-provenance-v2"
  },
  "page": {
    "canonical": "https://ailoot.ai/models/ko/glm-4-air/",
    "description": "문서에서 서면 결과를 만드는 128,000토큰 GLM-4 경로입니다.",
    "locale": "ko",
    "md_url": "https://ailoot.ai/models/ko/glm-4-air/index.md",
    "title": "GLM-4-Air — Ailoot",
    "url": "https://ailoot.ai/models/ko/glm-4-air/"
  },
  "practicalHtml": "<h3>실제 활용 과제</h3><p>영어 기술 예제</p><pre><code>Translate with a fixed glossary\n\nTranslate this customer instruction from English into Spanish for a friendly help page: Save your recovery code before replacing your phone. Support cannot restore a lost code. Glossary: recovery code = código de recuperación. Preserve the warning, avoid adding recovery options and return the translation followed by the glossary term you used.</code></pre><h4>예상 결과</h4><pre><code>A Spanish translation followed by a one-line glossary confirmation.</code></pre><h4>결과 확인</h4><pre><code>Check that código de recuperación is used consistently and the statement about support is not softened or reversed.</code></pre>",
  "practicalText": "실제 활용 과제 영어 기술 예제 Translate with a fixed glossary Translate this customer instruction from English into Spanish for a friendly help page: Save your recovery code before replacing your phone. Support cannot restore a lost code. Glossary: recovery code = código de recuperación. Preserve the warning, avoid adding recovery options and return the translation followed by the glossary term you used. 예상 결과 A Spanish translation followed by a one-line glossary confirmation. 결과 확인 Check that código de recuperación is used consistently and the statement about support is not softened or reversed.",
  "rawModel": {
    "about": "GLM-4-Air는 Zhipu AI GLM-4 계열에서 별도 이름을 가진 텍스트 모델 프로필입니다. 제작사의 GLM-4 API 소개는 Air를 GLM-4, GLM-4-0520, AirX, Flash와 함께 명시적으로 나열합니다. 더 넓은 계열의 문서화된 활용에는 번역, 분류, 텍스트 정보 추출, 과제 지침을 바탕으로 한 서면 콘텐츠 준비가 포함됩니다.\n\n### 텍스트와 의도한 용도 준비하기\n\n모델에 원문 문단을 제공하고 수행할 작업을 설명하세요. 번역에서는 원본 언어와 대상 언어, 독자, 유지할 용어를 지정하세요. 약어, 전문 문구, 어조 변화를 해석하는 데 필요한 맥락을 포함하세요. 식별자와 인용 표현을 다시 쓸 본문과 구분하세요.\n\n문서 과제의 예시에서는 짧은 요약 뒤에 제공된 텍스트에 명시적으로 존재하는 결정, 날짜, 담당자를 요청하세요. 없을 때 명시하지 않고 남겨 둘 정보를 지정하세요. 이를 통해 완성되어 보이는 항목을 지어내도록 요구하기보다 원본에 연결된 작업 기록을 생성할 수 있습니다.\n\n### 추출과 분류를 구체화하기\n\n제조사의 GLM-4 지침은 정보 추출과 의미 분류를 권장합니다. 문단을 보내기 전에 출력 필드를 정의하세요. 예를 들어 프로젝트 메모에서는 프로젝트 식별자, 명시된 기한, 기재된 금액, 추출 항목별 원문 문장을 요청할 수 있습니다. 분류 지침은 범주 정의를 제공하고 모호한 사례의 처리 방식을 설명해야 합니다.\n\n추출 값과 근거를 응답의 별도 부분에 요청하세요. 이렇게 하면 반환 항목을 원문과 비교하고 수정이 필요한 필드만 고치기 쉬워집니다. 요청한 표나 레이블이 있는 기록은 의도한 산출물을 설명합니다. 결과를 이후 검토나 문서 과제에 전달할 때 원문을 유지하세요.\n\n### 명확한 지침에서 콘텐츠 초안 작성하기\n\n글쓰기 과제에서는 독자, 메시지, 포함할 사실, 원하는 구조를 명시하세요. 제작사의 계열 지침에는 제품 설명, 캠페인 문구, 기타 서면 콘텐츠가 포함됩니다. 제품 지침의 예시에서는 승인된 속성을 제공하고 간결한 설명 뒤에 이름이 있는 제목 아래 더 긴 해설을 요청할 수 있습니다.\n\n원본 사실과 표현 제안을 구분하세요. 지침이 바뀌면 변경된 사실과 갱신할 문단을 지정하세요. 번역이나 다시 쓰기도 독자에게 맞춰 문장 구조를 조정하면서 승인된 용어를 유지할 수 있습니다.\n\n### 결과와 함께 Air 에디션 유지하기\n\nAir는 AirX와 구분되는 제작사 이름이며, 제조사는 날짜가 지정된 Air-250414 에디션도 별도로 문서화합니다. 선택한 Air 이름, 원본 자료, 완성된 텍스트를 작업 기록과 함께 보존하세요. 후속 요청에서는 승인된 문단을 포함하고 반복 축소나 추출 용어 하나의 명확화 같은 특정 변경을 다음 지침으로 삼으세요.\n\n용어집을 포함한 번역, 원본 참조가 있는 요약, 레이블이 있는 추출 기록 등 다음 단계에서 쓸 산출물로 마무리하세요. 식별자, 수치, 인용문을 제공된 문단과 대조하고 모든 수정이 같은 원본 및 요청 과제와 연결되도록 유지하세요.",
    "alias_of": null,
    "aliases": [],
    "author": "Z.ai",
    "available": null,
    "canonical_model": "glm-4-air",
    "capabilities": {
      "context_length": 128000,
      "manufacturer_input": [],
      "manufacturer_output": []
    },
    "card_routes": [
      {
        "label": "Ultra",
        "rates": [
          {
            "amount": "0.00014000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "input_price",
            "label": "Input tokens",
            "native_amount_usd_per_unit": "0.00000014",
            "native_quantity": 1,
            "native_unit": "input_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "input_token"
          },
          {
            "amount": "0.00014000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "output_price",
            "label": "Output tokens",
            "native_amount_usd_per_unit": "0.00000014",
            "native_quantity": 1,
            "native_unit": "output_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "out",
            "unit": "output_token"
          }
        ],
        "summary": "구성의 전체 요금 정보는 상세 정보에서 확인할 수 있습니다."
      }
    ],
    "ctx": null,
    "entity_type": "model",
    "formats": [
      "chat",
      "messages"
    ],
    "id": "glm-4-air",
    "input": [
      "text"
    ],
    "kind": "text",
    "max_out": null,
    "methods": [
      {
        "available": null,
        "cache_read": 0,
        "cache_write": 0,
        "cache_write_1h": null,
        "contract": {
          "data": {
            "all_results": "Keep every choice and its content/tool calls/reasoning. In SSE assemble deltas by choice/tool index, retain the final finish reason and usage.",
            "authentication": {
              "api_key_source": "AILOOT_API_KEY",
              "header": "Authorization: Bearer"
            },
            "errors": [
              {
                "code": null,
                "condition": "필수 필드, 자료 표현 방식 또는 파라미터 값이 올바르지 않음",
                "http_status": 400,
                "recovery": "새 생성 요청 전에 표시된 필드를 수정하세요.",
                "type": "invalid_request_error"
              }
            ],
            "hints": [
              "Model context is not an output cap.",
              "A model-dependent field needs the exact published model profile; unspecified defaults/enums are not guessed.",
              "Tool calls propose actions; the client application returns actual observations with the returned call ID.",
              "Guarded canonical keys must occur once; duplicate or case-varied model/tools/cap fields are rejected."
            ],
            "ignored_fields": [],
            "lifecycle": {
              "create": {
                "http": "POST",
                "path": "/v1/chat/completions"
              },
              "job_read": null,
              "mode": "synchronous_or_streamed",
              "unknown": "요청/응답 ID와 헤더를 보존하세요. 텍스트 작업을 조회하는 범용 URL은 제공되지 않습니다."
            },
            "material_combinations": [
              {
                "mode": "text",
                "representation": "messages[].content",
                "required_material": "UTF8 텍스트"
              }
            ],
            "operation_modes": [
              "conversation",
              "function_tool_continuation",
              "streaming"
            ],
            "outputs": {
              "all_results": "각 선택지와 그 콘텐츠·도구 호출·추론을 모두 보존하세요. SSE에서는 선택지/도구 인덱스별로 증분을 조합하고 최종 종료 사유와 사용량을 유지하세요.",
              "family": "text",
              "fields": [
                {
                  "description": null,
                  "name": "choices[].index",
                  "type": "integer"
                },
                {
                  "description": null,
                  "name": "choices[].message.content",
                  "type": "string|null"
                },
                {
                  "description": null,
                  "name": "choices[].message.tool_calls",
                  "type": "tool_call[]"
                },
                {
                  "description": null,
                  "name": "choices[].message.reasoning_content",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "choices[].message.reasoning_details",
                  "type": "object|array"
                },
                {
                  "description": null,
                  "name": "choices[].finish_reason",
                  "type": "string|null"
                },
                {
                  "description": null,
                  "name": "usage",
                  "type": "object"
                }
              ],
              "format": "json 또는 SSE"
            },
            "parameters": [
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "glm-4-air"
                ],
                "enum_known": true,
                "name": "model",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "min_items": 1,
                "name": "messages",
                "required": true,
                "type": "message[]"
              },
              {
                "availability": "model_dependent",
                "conditions": "이 역할들은 소스 코드의 호환 타입에 명시적으로 표현됩니다. 정확한 모델 역할 집합은 모델별로 다릅니다.",
                "default": null,
                "default_known": false,
                "enum": [
                  "system",
                  "user",
                  "assistant",
                  "tool",
                  "function"
                ],
                "enum_exhaustive": false,
                "enum_known": true,
                "name": "messages[].role",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].content",
                "required": false,
                "type": "string|content_part[]|null"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].tool_calls",
                "required": false,
                "type": "tool_call[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].tool_call_id",
                "required": false,
                "type": "string",
                "when": "role=tool. 실제 반환된 ID를 사용하세요"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].name",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].reasoning_content",
                "required": false,
                "type": "string",
                "when": "이 모델이 추론을 사용하는 경우 실제 반환된 추론을 그대로 다음 요청에 다시 전달하세요"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].reasoning_details",
                "required": false,
                "type": "object|array"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "minimum": 1,
                "name": "max_tokens",
                "required": false,
                "type": "integer"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "minimum": 1,
                "name": "max_completion_tokens",
                "required": false,
                "type": "integer"
              },
              {
                "availability": "source_interface",
                "default": false,
                "default_known": true,
                "enum": null,
                "enum_known": false,
                "name": "stream",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "stream_options.include_usage",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "temperature",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "top_p",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "stop",
                "required": false,
                "type": "string|string[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools",
                "required": false,
                "type": "function_tool[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": [
                  "function"
                ],
                "enum_known": true,
                "name": "tools[].type",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].function.name",
                "required": true,
                "type": "string",
                "when": "함수 도구 지정됨"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].function.description",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].function.parameters",
                "required": false,
                "type": "JSON_schema"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tool_choice",
                "required": false,
                "type": "string|object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "parallel_tool_calls",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "response_format",
                "required": false,
                "type": "object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "reasoning_effort",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "reasoning",
                "required": false,
                "type": "object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "service_tier",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_compatibility",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "instructions",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "functions",
                "required": false,
                "type": "function[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "function_call",
                "required": false,
                "type": "string|object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "prompt_cache_options",
                "required": false,
                "type": "object"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "text"
                ],
                "enum_known": true,
                "name": "modalities",
                "required": false,
                "type": "string[]"
              },
              {
                "availability": "source_interface",
                "conditions": "이 Ultra 텍스트 경로에서는 provider.options가 거부됩니다",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "provider",
                "required": false,
                "type": "object"
              },
              {
                "availability": "source_interface",
                "conditions": "실제 프롬프트 캐시 지정 위치에서는 1h가 거부됩니다",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "cache_control.ttl",
                "required": false,
                "type": "string"
              }
            ],
            "profile_binding": "Exact existing Ailoot model and method; interface constraints below do not assert provider qualification.",
            "unsupported": [
              "additional models/models list",
              "plugins",
              "route",
              "hosted tools; ordinary client function tools remain separate",
              "non-text output modalities",
              "provider.options overrides",
              "one-hour prompt-cache TTL"
            ]
          },
          "hints": [
            "정확한 모델 ID를 messages와 함께 보내세요.",
            "컨텍스트 길이는 출력 상한이 아닙니다.",
            "텍스트 파일은 텍스트를 그대로 제공할 수 있습니다. 이미지/오디오/파일 객체 입력에는 정확한 바인딩이 필요합니다."
          ],
          "input": {
            "content_type": "application/json",
            "control_scope": "모델별로 다름. 사용자 함수 도구와 호스팅 도구는 서로 다릅니다",
            "file_material": "실제 UTF-8 문서를 텍스트로 그대로 삽입합니다. 파일 ID는 추정하지 않습니다",
            "hosted_operations": false,
            "material_types": [
              "text"
            ],
            "messages": "role/content 형식의 메시지 배열",
            "multimodal_input_binding": null,
            "optional_controls": [
              "stream",
              "temperature",
              "top_p",
              "stop",
              "max_tokens",
              "max_completion_tokens",
              "reasoning",
              "response_format",
              "tools",
              "tool_choice"
            ],
            "output_modalities": [
              "text"
            ],
            "required": [
              "model",
              "messages"
            ]
          },
          "lifecycle": {
            "mode": "synchronous_or_streamed",
            "unknown": "preserve original request id; no generic chat job retrieval path"
          },
          "manufacturer_capability": null,
          "method": {
            "http": "POST",
            "path": "/v1/chat/completions"
          },
          "method_aliases": [],
          "operation_modes": [
            "text_chat"
          ],
          "output": {
            "content": "choices[].message.content or stream delta",
            "family": "text",
            "format": "json or supported SSE",
            "tool_calls": "retain actual returned function calls"
          }
        },
        "ctx": null,
        "declared_pricing_profiles": [
          {
            "dimensions": {
              "regime": "base"
            },
            "label": "토큰의 기본 단가",
            "units": [
              {
                "amount": "0.00014000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000014",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00014000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000014",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": "0",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": "0",
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          }
        ],
        "examples": [
          {
            "code": "set -eu\n: \"${AILOOT_API_KEY:?Set your Ailoot API key}\"\npython3 - <<'PY_REQUEST'\nimport json,os\nfrom pathlib import Path\np=json.loads('{\"model\": \"glm-4-air\", \"messages\": [{\"role\": \"user\", \"content\": \"Explain the difference between an observation and a hypothesis in three sentences.\"}]}')\n\nPath(\"request.json\").write_text(json.dumps(p,ensure_ascii=False))\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/chat/completions \\\n  -H \"Authorization: Bearer $AILOOT_API_KEY\" -H 'Content-Type: application/json' \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - <<'PY_RESULT'\nimport json\nfrom pathlib import Path\nr=json.loads(Path(\"result.json\").read_text())\nfor x in r.get(\"choices\",[]):\n    if x.get(\"message\",{}).get(\"content\"): print(x[\"message\"][\"content\"])\nPY_RESULT\n",
            "label": "curl · retained exact creation",
            "language": "bash"
          },
          {
            "code": "from openai import OpenAI\nimport os\n\nif not os.environ.get(\"AILOOT_API_KEY\", \"\").strip(): raise SystemExit(\"Set AILOOT_API_KEY before making a request\")\nclient=OpenAI(base_url=\"https://api.ailoot.ai/v1\",api_key=os.environ[\"AILOOT_API_KEY\"],max_retries=0)\nresult=client.chat.completions.create(model='glm-4-air',messages=[{\"role\":\"user\",\"content\":\"Explain observations and hypotheses in three sentences.\"}])\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nsave_result(result.to_dict(mode=\"json\"))\n",
            "label": "Python SDK · all choices",
            "language": "python"
          },
          {
            "code": "from openai import OpenAI\nimport os\nfrom pathlib import Path\n\nif not os.environ.get(\"AILOOT_API_KEY\", \"\").strip(): raise SystemExit(\"Set AILOOT_API_KEY before making a request\")\nclient=OpenAI(base_url=\"https://api.ailoot.ai/v1\",api_key=os.environ[\"AILOOT_API_KEY\"],max_retries=0)\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nwith client.chat.completions.stream(model='glm-4-air',messages=[{\"role\":\"user\",\"content\":\"Explain observations and hypotheses in three sentences.\"}]) as stream:\n    with Path(\"stream-events.jsonl\").open(\"w\",encoding=\"utf-8\") as log:\n        for event in stream:\n            payload=event.to_dict(mode=\"json\")\n            log.write(json.dumps(payload,ensure_ascii=False)+\"\\n\"); log.flush()\n            print(json.dumps(payload,ensure_ascii=False))\n    final=stream.get_final_completion()\n    save_result(final.to_dict(mode=\"json\"),\"stream-result\")\n",
            "label": "Python SDK streaming · all events",
            "language": "python"
          }
        ],
        "family": "openai",
        "fast_multiplier": null,
        "flex_multiplier": null,
        "fmt": "chat",
        "hints": [
          "Send exact model ID with messages.",
          "Context length is not an output cap.",
          "A text file may supply literal text; image/audio/file-object inputs need exact binding."
        ],
        "http": "POST",
        "in": 0.14,
        "input": [
          "text"
        ],
        "label": "OpenAI Chat",
        "max_out": null,
        "max_reasoning_effort_multiplier": null,
        "method_aliases": [],
        "out": 0.14,
        "output": [
          "text"
        ],
        "path": "/v1/chat/completions",
        "price_conditions": [
          {
            "label": "Fast mode",
            "value": "Not specified",
            "when": "When fast mode is selected"
          },
          {
            "label": "Flex mode",
            "value": "Not specified",
            "when": "When flex mode is selected"
          },
          {
            "label": "Maximum reasoning effort",
            "value": "Not specified",
            "when": "When maximum reasoning effort uses the default adjustment"
          }
        ],
        "pricing": {
          "billing_mode": "token",
          "image_input_price": null,
          "image_output_price": null,
          "per_request_price": null
        },
        "pricing_profiles": [
          {
            "dimensions": {
              "regime": "base"
            },
            "label": "Base token rates",
            "units": [
              {
                "amount": "0.00014000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000014",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00014000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000014",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": "0",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": "0",
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          }
        ],
        "request_model_id": "glm-4-air",
        "route_label": "Ultra",
        "status_reads": [],
        "tiers": [],
        "units": [
          {
            "amount": "0.00014000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "input_price",
            "label": "Input tokens",
            "native_amount_usd_per_unit": "0.00000014",
            "native_quantity": 1,
            "native_unit": "input_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "input_token"
          },
          {
            "amount": "0.00014000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "output_price",
            "label": "Output tokens",
            "native_amount_usd_per_unit": "0.00000014",
            "native_quantity": 1,
            "native_unit": "output_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "out",
            "unit": "output_token"
          },
          {
            "amount": "0",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "cache_read_price",
            "label": "Cache read",
            "native_amount_usd_per_unit": "0",
            "native_quantity": 1,
            "native_unit": "cached_input_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "cached_input_token"
          },
          {
            "amount": "0",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "cache_write_price",
            "label": "Cache write",
            "native_amount_usd_per_unit": "0",
            "native_quantity": 1,
            "native_unit": "generic_cache_creation_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "generic_cache_creation_token"
          },
          {
            "amount": null,
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "cache_write_1h_price",
            "label": "Cache write, 1 hour",
            "native_amount_usd_per_unit": null,
            "native_quantity": 1,
            "native_unit": "one_hour_cache_creation_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "one_hour_cache_creation_token"
          }
        ]
      },
      {
        "available": null,
        "cache_read": 0,
        "cache_write": 0,
        "cache_write_1h": null,
        "contract": {
          "data": {
            "authentication": {
              "api_key_source": "AILOOT_API_KEY",
              "headers": [
                "Authorization: Bearer",
                "x-api-key",
                "anthropic-version"
              ],
              "version_example": "2023-06-01"
            },
            "errors": [
              {
                "code": null,
                "condition": "필수 필드, 자료 표현 방식 또는 파라미터 값이 올바르지 않음",
                "http_status": 400,
                "recovery": "새 생성 요청 전에 표시된 필드를 수정하세요.",
                "type": "invalid_request_error"
              }
            ],
            "example_body": {
              "max_tokens": 128,
              "messages": [
                {
                  "content": "Summarize the incident report.",
                  "role": "user"
                }
              ],
              "model": "glm-4-air",
              "stream": false
            },
            "lifecycle": {
              "create": {
                "http": "POST",
                "path": "/v1/messages"
              },
              "job_read": null,
              "mode": "synchronous_or_streamed",
              "unknown": "요청/응답 ID와 헤더를 보존하세요. 텍스트 작업을 조회하는 범용 URL은 제공되지 않습니다."
            },
            "material_combinations": [
              {
                "mode": "text",
                "representation": "messages[].content 문자열",
                "required_material": "UTF-8 텍스트"
              }
            ],
            "operation_modes": [
              "synchronous_json",
              "streamed_SSE"
            ],
            "outputs": {
              "all_results": "모든 콘텐츠 블록, 사고 서명, 실제 도구 사용 ID를 보존하세요. 모든 SSE 블록 증분을 조합하세요. 첫 텍스트 블록이 전체 출력은 아닙니다.",
              "family": "protocol",
              "fields": [
                {
                  "description": null,
                  "name": "id",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "model",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "content[]",
                  "type": "text|thinking|tool_use|other content block"
                },
                {
                  "description": null,
                  "name": "stop_reason",
                  "type": "string|null"
                },
                {
                  "description": null,
                  "name": "usage",
                  "type": "object"
                }
              ],
              "format": "JSON 또는 SSE"
            },
            "parameters": [
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "glm-4-air"
                ],
                "enum_known": true,
                "name": "model",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages",
                "required": true,
                "type": "message[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "user",
                  "assistant"
                ],
                "enum_known": true,
                "name": "messages[].role",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].content",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "max_tokens",
                "required": true,
                "type": "integer"
              },
              {
                "availability": "source_interface",
                "default": false,
                "default_known": true,
                "enum": null,
                "enum_known": false,
                "name": "stream",
                "required": false,
                "type": "boolean"
              }
            ],
            "profile_binding": "Documented current stock Messages bridge; optional model capabilities are separate from this minimal text request.",
            "request_schema": {
              "additionalProperties": false,
              "properties": {
                "max_tokens": {
                  "minimum": 1,
                  "type": "integer"
                },
                "messages": {
                  "items": {
                    "additionalProperties": false,
                    "properties": {
                      "content": {
                        "oneOf": [
                          {
                            "type": "string"
                          },
                          {
                            "items": {
                              "oneOf": [
                                {
                                  "properties": {
                                    "text": {
                                      "type": "string"
                                    },
                                    "type": {
                                      "const": "text"
                                    }
                                  },
                                  "required": [
                                    "type",
                                    "text"
                                  ],
                                  "type": "object"
                                },
                                {
                                  "properties": {
                                    "source": {
                                      "oneOf": [
                                        {
                                          "properties": {
                                            "type": {
                                              "const": "url"
                                            },
                                            "url": {
                                              "type": "string"
                                            }
                                          },
                                          "required": [
                                            "type",
                                            "url"
                                          ],
                                          "type": "object"
                                        },
                                        {
                                          "properties": {
                                            "data": {
                                              "type": "string"
                                            },
                                            "media_type": {
                                              "type": "string"
                                            },
                                            "type": {
                                              "const": "base64"
                                            }
                                          },
                                          "required": [
                                            "type",
                                            "media_type",
                                            "data"
                                          ],
                                          "type": "object"
                                        }
                                      ]
                                    },
                                    "type": {
                                      "const": "image"
                                    }
                                  },
                                  "required": [
                                    "type",
                                    "source"
                                  ],
                                  "type": "object"
                                }
                              ]
                            },
                            "type": "array"
                          }
                        ]
                      },
                      "role": {
                        "enum": [
                          "user",
                          "assistant"
                        ],
                        "type": "string"
                      }
                    },
                    "required": [
                      "role",
                      "content"
                    ],
                    "type": "object"
                  },
                  "minItems": 1,
                  "type": "array"
                },
                "model": {
                  "enum": [
                    "glm-4-air"
                  ],
                  "type": "string"
                },
                "stream": {
                  "default": false,
                  "type": "boolean"
                }
              },
              "required": [
                "model",
                "messages",
                "max_tokens"
              ],
              "type": "object"
            },
            "schema_template": {
              "max_tokens": 128,
              "messages": [
                {
                  "content": "Summarize the incident report.",
                  "role": "user"
                }
              ],
              "model": "glm-4-air",
              "stream": false
            },
            "unsupported": [
              "No query API key.",
              "Hosted/server-side tools and model-specific optional controls are not part of this minimal family example."
            ]
          },
          "input": {
            "content_type": "application/json",
            "material_types": [
              "text"
            ],
            "optional_controls": [
              "stream"
            ],
            "required": [
              "model",
              "messages",
              "max_tokens"
            ],
            "text_file_material": "실제 UTF-8 문서를 읽고 그 텍스트를 지정된 입력 또는 메시지 콘텐츠 문자열에 넣으세요."
          },
          "lifecycle": {
            "create": {
              "http": "POST",
              "path": "/v1/messages"
            },
            "job_read": null,
            "mode": "synchronous_or_streamed",
            "unknown": "Keep request/response IDs and headers. No generic text job retrieval URL is supplied."
          },
          "manufacturer_capability": null,
          "method": {
            "http": "POST",
            "path": "/v1/messages"
          },
          "output": {
            "all_results": "Keep all content blocks, thinking signatures and actual tool-use IDs. Assemble all SSE block deltas; a first text block is not the complete output.",
            "family": "protocol",
            "format": "JSON or SSE"
          }
        },
        "ctx": null,
        "declared_pricing_profiles": [
          {
            "dimensions": {
              "regime": "base"
            },
            "label": "토큰의 기본 단가",
            "units": [
              {
                "amount": "0.00014000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000014",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00014000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000014",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": "0",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": "0",
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          }
        ],
        "examples": [
          {
            "code": "{\n  \"model\": \"glm-4-air\",\n  \"max_tokens\": 128,\n  \"messages\": [\n    {\n      \"role\": \"user\",\n      \"content\": \"Summarize the incident report.\"\n    }\n  ],\n  \"stream\": false\n}",
            "label": "Complete minimal JSON body",
            "language": "json"
          },
          {
            "code": "set -eu\n: \"${AILOOT_API_KEY:?Set your Ailoot API key}\"\n: \"${AILOOT_TEXT_FILE:?Set your actual UTF-8 document}\"\nexport AILOOT_TEXT_FILE\npython3 - <<'PY_REQUEST'\nimport json, os\nfrom pathlib import Path\n\nsource_file = Path(os.environ['AILOOT_TEXT_FILE'])\nif not source_file.is_file():\n    raise SystemExit('Set AILOOT_TEXT_FILE to your actual UTF-8 document')\ntext = source_file.read_text(encoding='utf-8')\nif not text.strip():\n    raise SystemExit('Choose a document containing text')\npayload = {'model': 'glm-4-air', 'max_tokens': 128, 'messages': [{'role': 'user', 'content': 'Summarize the incident report.'}]}\npayload['messages'][0]['content'] = 'Summarize this material and quote supporting source passages.\\n\\n' + text\nPath('request.json').write_text(json.dumps(payload, ensure_ascii=False), encoding='utf-8')\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/messages \\\n  -H \"x-api-key: $AILOOT_API_KEY\" -H 'anthropic-version: 2023-06-01' -H 'Content-Type: application/json' \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - <<'PY_RESULT'\nimport json\nfrom pathlib import Path\n\nresult = json.loads(Path('result.json').read_text(encoding='utf-8'))\nprint(json.dumps(result, ensure_ascii=False, indent=2))\nPY_RESULT\n",
            "label": "curl · use your UTF-8 document",
            "language": "bash"
          },
          {
            "code": "import json, os\nfrom pathlib import Path\n\nsource_file = Path(os.environ['AILOOT_TEXT_FILE'])\nif not source_file.is_file():\n    raise SystemExit('Set AILOOT_TEXT_FILE to your actual UTF-8 document')\ntext = source_file.read_text(encoding='utf-8')\nif not text.strip():\n    raise SystemExit('Choose a document containing text')\npayload = {'model': 'glm-4-air', 'max_tokens': 128, 'messages': [{'role': 'user', 'content': 'Summarize the incident report.'}]}\npayload['messages'][0]['content'] = 'Summarize this material and quote supporting source passages.\\n\\n' + text\nfrom urllib.request import Request, urlopen\nfrom urllib.error import HTTPError\n\napi_key = os.environ['AILOOT_API_KEY']\nif not api_key.strip():\n    raise SystemExit('Set AILOOT_API_KEY before making a request')\nheaders = {'x-api-key': 'PLACEHOLDER_KEY', 'anthropic-version': '2023-06-01', 'Content-Type': 'application/json'}\nheaders['x-api-key'] = api_key\nrequest = Request('https://api.ailoot.ai/v1/messages', data=json.dumps(payload, ensure_ascii=False).encode('utf-8'), headers=headers, method='POST')\ntry:\n    with urlopen(request, timeout=120) as response:\n        raw = response.read()\n        Path('response-headers.txt').write_text(str(response.headers), encoding='utf-8')\nexcept HTTPError as error:\n    Path('result.json').write_bytes(error.read())\n    Path('response-headers.txt').write_text(str(error.headers), encoding='utf-8')\n    raise\nPath('result.json').write_bytes(raw)\nimport json\nfrom pathlib import Path\n\nresult = json.loads(Path('result.json').read_text(encoding='utf-8'))\nprint(json.dumps(result, ensure_ascii=False, indent=2))\n",
            "label": "Python · save the complete result",
            "language": "python"
          }
        ],
        "family": "anthropic",
        "fast_multiplier": null,
        "flex_multiplier": null,
        "fmt": "messages",
        "http": "POST",
        "in": 0.14,
        "input": [
          "text"
        ],
        "label": "Anthropic Messages",
        "max_out": null,
        "max_reasoning_effort_multiplier": null,
        "method_aliases": [],
        "out": 0.14,
        "output": [
          "json",
          "sse"
        ],
        "path": "/v1/messages",
        "price_conditions": [
          {
            "label": "Fast mode",
            "value": "Not specified",
            "when": "When fast mode is selected"
          },
          {
            "label": "Flex mode",
            "value": "Not specified",
            "when": "When flex mode is selected"
          },
          {
            "label": "Maximum reasoning effort",
            "value": "Not specified",
            "when": "When maximum reasoning effort uses the default adjustment"
          }
        ],
        "pricing": {
          "billing_mode": "token",
          "image_input_price": null,
          "image_output_price": null,
          "per_request_price": null
        },
        "pricing_profiles": [
          {
            "dimensions": {
              "regime": "base"
            },
            "label": "Base token rates",
            "units": [
              {
                "amount": "0.00014000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000014",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00014000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000014",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
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                "estimate_only": false,
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        ]
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        ]
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    ],
    "public_id": "glm-4-air",
    "short": "GLM-4-Air는 Zhipu AI GLM-4 텍스트 모델 계열의 Air 모델입니다. 서면 지침과 원문 문단으로 번역, 문서 요약, 정보 추출 과제를 준비하고, 완성된 텍스트와 함께 요청 형식 및 원본 참조를 유지하세요."
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    "prices": "Original public DTO fields and original native display HTML; no flattened or normalized offers."
  },
  "representation": "exact-public-dto-and-native-renderer-html",
  "representationNotes": {
    "current_reference": {
      "about_json_pointer": "/aboutHtml",
      "methods": [
        {
          "contract_json_pointer": "/methods/0/rawMethod/contract",
          "html_json_pointer": "/methods/0/html",
          "method_ordinal": 0
        },
        {
          "contract_json_pointer": "/methods/1/rawMethod/contract",
          "html_json_pointer": "/methods/1/html",
          "method_ordinal": 1
        }
      ],
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    },
    "raw_input": {
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      "json_pointers": [
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        "/methods/0/rawMethod",
        "/methods/1/rawMethod"
      ],
      "role": "historical-owner-input"
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    "schema": "ailoot-native-model-representations-v1"
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  "schema": "ailoot-static-model-facts-v1",
  "schema_version": 1,
  "shortText": "문서에서 서면 결과를 만드는 128,000토큰 GLM-4 경로입니다.",
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}
