{"id":87067,"topic":"ai","source":"搜狐网","title":"华为云码道上线鸿蒙编码大模型，面向鸿蒙开发者全面升级 - 搜狐网","url":"https://m.sohu.com/a/1079077395_114760?scm=10001.325_13-325_13.0.0-0-0-0-0.5_1334","url_hash":"5ca9c1341caf29832a45fab5de1f8a00417b61ff","author":"","summary":"<a href=\"https://news.google.com/rss/articles/CBMiiAFBVV95cUxQMUNRRjFxUlZEUkNXVzJ5MkVseHI1S01wV2pzOXVjbEl3YUtpYkVpQTNKUGxwcXZUWDdDTUQ0RlJjYm9YcmE2MWsyVGU4YjFTZnpocjJmLXpkcGtrR3pKRDZZMFNNd2lDRV9RdVpOTXFuNDUzcHFnUUpZTzBjbTJ0U0JCbjBfOXc1?oc=5\" target=\"_blank\">华为云码道上线鸿蒙编码大模型，面向鸿蒙开发者全面升级</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">搜狐网</font>","content":"华为云码道上线鸿蒙编码大模型，面向鸿蒙开发者全面升级\nIT之家 9 月 21 日消息，华为云今日（9 月 21 日）宣布，华为云码道 CodeArts 代码智能体面向鸿蒙开发者进行全面升级，上线“鸿蒙编码大模型 + 码道鸿蒙智能体 + 鸿蒙开发者实践中心”三大核心能力，打造全球首个且唯一专为鸿蒙生态打造的 AI 编码智能体。\nIT之家附本次升级内容如下：\n鸿蒙编码大模型\n依托华为云独有的鸿蒙增强训练体系，鸿蒙编码大模型融合超百万鸿蒙原素材，深度学习优秀鸿蒙项目代码库与组件资产（含开源样例、鸿蒙 API、开发规范及 UI / UX 布局模板），实现与 ArkTS 语言及鸿蒙开发范式的深度适配：\n- 训练数据“更全”：10 万 + 鸿蒙高质量数据，高频鸿蒙开发场景组件 100% 覆盖，囊括鸿蒙 API、开发规范、代码库及组件资产；\n- 代码生成“更准”：千行代码错误率降低 80% 以上，从根本上减少开发者调试负担；\n- 编译通过“更稳”：一次编译通过率提升 78% 以上；\n- Token 消耗“更省”：单次任务 Token 消耗降低 20% 以上。","image_url":"//q0.itc.cn/q_70/images03/20260921/4ae2f5ccbb344290926b40ac7aa98277.jpeg","lang":"zh","published_at":"2026-09-21T09:51:55+00:00","fetched_at":"2026-09-21T10:15:08+00:00","status":"read","starred":0,"extract_state":"ok","summary_auto":"华为云码道上线鸿蒙编码大模型，面向鸿蒙开发者全面升级\nIT之家 9 月 21 日消息，华为云今日（9 月 21 日）宣布，华为云码道 CodeArts 代码智能体面向鸿蒙开发者进行全面升级，上线“鸿蒙编码大模型 + 码道鸿蒙智能体 + 鸿蒙开发者实践中心”三大核心能力，打造全球首个且唯一专为鸿蒙生态打造的 AI 编码智能体。\nIT之家附本次升级内容如下：\n鸿蒙编码大模型\n依托华为云独有的鸿蒙增强训练体系，鸿蒙编码大模型融合超百万鸿蒙原素材，深度学习优秀鸿蒙项目代码库与组件资产（含开源样例、鸿蒙 API、开发规范及 UI / UX 布局模板），实现与 ArkTS 语言及鸿蒙开发范式的深度适配：\n- 训练数据“更全”：10 万 + 鸿蒙高质量数据，高频鸿蒙开发场景组件 100% 覆盖，囊括鸿蒙 API、开发规范、代码库及组件资产；\n- 代码生成“更准”：千行代码错误率降低 80% 以上，从根本上减少开发者调试负担；\n- 编译通过“更稳”：一次编译通过率提升 78% 以上；\n- Token 消耗“更省”：单次任务 Token 消耗降低 20% 以上。","cluster_id":3509817,"extract_retries":0,"extract_error":null,"contract_version":"news_item.v1","format_contract_version":"news_item_formats.v1","dedup_url":"https://m.sohu.com/a/1079077395_114760?scm=10001.325_13-325_13.0.0-0-0-0-0.5_1334","quality_profile":{"profile_version":"extraction_quality.v2","bucket":"high","confidence":0.9,"failure_kind":"none","retryable":false,"retry_after_attempts":0,"reason":"High confidence: full text extraction produced 479 characters.","operator_guidance":{"severity":"ok","recommended_action":"trust_full_text","next_step":"Use the extracted full text as the primary article source.","operator_label":"Ready","can_retry":false,"can_use_summary":false,"diagnostics_required":false},"content_depth":{"contract_version":"content_depth.v1","category":"full_text","label":"Full text","has_full_text":true,"has_summary":true,"content_length":479,"summary_length":479,"usable_text_length":479,"source_field":"content"},"legacy_collapsed":false,"signals":{"extract_state":"ok","extract_error":null,"extract_retries":0,"content_length":479,"summary_length":479}},"news_item":{"id":87067,"canonical_url":"https://m.sohu.com/a/1079077395_114760?scm=10001.325_13-325_13.0.0-0-0-0-0.5_1334","source_url":"https://m.sohu.com/a/1079077395_114760?scm=10001.325_13-325_13.0.0-0-0-0-0.5_1334","title":"华为云码道上线鸿蒙编码大模型，面向鸿蒙开发者全面升级 - 搜狐网","source_name":"搜狐网","author":null,"published_at":"2026-09-21T09:51:55+00:00","locale":"zh","topic":"ai","tags":[],"rss_summary":"<a href=\"https://news.google.com/rss/articles/CBMiiAFBVV95cUxQMUNRRjFxUlZEUkNXVzJ5MkVseHI1S01wV2pzOXVjbEl3YUtpYkVpQTNKUGxwcXZUWDdDTUQ0RlJjYm9YcmE2MWsyVGU4YjFTZnpocjJmLXpkcGtrR3pKRDZZMFNNd2lDRV9RdVpOTXFuNDUzcHFnUUpZTzBjbTJ0U0JCbjBfOXc1?oc=5\" target=\"_blank\">华为云码道上线鸿蒙编码大模型，面向鸿蒙开发者全面升级</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">搜狐网</font>","full_text":"华为云码道上线鸿蒙编码大模型，面向鸿蒙开发者全面升级\nIT之家 9 月 21 日消息，华为云今日（9 月 21 日）宣布，华为云码道 CodeArts 代码智能体面向鸿蒙开发者进行全面升级，上线“鸿蒙编码大模型 + 码道鸿蒙智能体 + 鸿蒙开发者实践中心”三大核心能力，打造全球首个且唯一专为鸿蒙生态打造的 AI 编码智能体。\nIT之家附本次升级内容如下：\n鸿蒙编码大模型\n依托华为云独有的鸿蒙增强训练体系，鸿蒙编码大模型融合超百万鸿蒙原素材，深度学习优秀鸿蒙项目代码库与组件资产（含开源样例、鸿蒙 API、开发规范及 UI / UX 布局模板），实现与 ArkTS 语言及鸿蒙开发范式的深度适配：\n- 训练数据“更全”：10 万 + 鸿蒙高质量数据，高频鸿蒙开发场景组件 100% 覆盖，囊括鸿蒙 API、开发规范、代码库及组件资产；\n- 代码生成“更准”：千行代码错误率降低 80% 以上，从根本上减少开发者调试负担；\n- 编译通过“更稳”：一次编译通过率提升 78% 以上；\n- Token 消耗“更省”：单次任务 Token 消耗降低 20% 以上。","excerpt":"华为云码道上线鸿蒙编码大模型，面向鸿蒙开发者全面升级\nIT之家 9 月 21 日消息，华为云今日（9 月 21 日）宣布，华为云码道 CodeArts 代码智能体面向鸿蒙开发者进行全面升级，上线“鸿蒙编码大模型 + 码道鸿蒙智能体 + 鸿蒙开发者实践中心”三大核心能力，打造全球首个且唯一专为鸿蒙生态打造的 AI 编码智能体。\nIT之家附本次升级内容如下：\n鸿蒙编码大模型\n依托华为云独有的鸿蒙增强训练体系，鸿蒙编码大模型融合超百万鸿蒙原素材，深度学习优秀鸿蒙项目代码库与组件资产（含开源样例、鸿蒙 API、开发规范及 UI / UX 布局模板），实现与 ArkTS 语言及鸿蒙开发范式的深度适配：\n- 训练数据“更全”：10 万 + 鸿蒙高质量数据，高频鸿蒙开发场景组件 100% 覆盖，囊括鸿蒙 API、开发规范、代码库及组件资产；\n- 代码生成“更准”：千行代码错误率降低 80% 以上，从根本上减少开发者调试负担；\n- 编译通过“更稳”：一次编译通过率提升 78% 以上；\n- Token 消耗“更省”：单次任务 Token 消耗降低 20% 以上。","extraction":{"state":"ok","confidence":0.9,"error":null,"explanation":"High confidence: full text extraction produced 479 characters.","diagnostics_url":"/api/diagnose?url=https%3A//m.sohu.com/a/1079077395_114760%3Fscm%3D10001.325_13-325_13.0.0-0-0-0-0.5_1334","quality_profile":{"profile_version":"extraction_quality.v2","bucket":"high","confidence":0.9,"failure_kind":"none","retryable":false,"retry_after_attempts":0,"reason":"High confidence: full text extraction produced 479 characters.","operator_guidance":{"severity":"ok","recommended_action":"trust_full_text","next_step":"Use the extracted full text as the primary article source.","operator_label":"Ready","can_retry":false,"can_use_summary":false,"diagnostics_required":false},"content_depth":{"contract_version":"content_depth.v1","category":"full_text","label":"Full text","has_full_text":true,"has_summary":true,"content_length":479,"summary_length":479,"usable_text_length":479,"source_field":"content"},"legacy_collapsed":false,"signals":{"extract_state":"ok","extract_error":null,"extract_retries":0,"content_length":479,"summary_length":479}}},"display_formats":["compact","card","full","digest_section","json"]},"daily_stack_record":{"title":"华为云码道上线鸿蒙编码大模型，面向鸿蒙开发者全面升级 - 搜狐网","url":"https://m.sohu.com/a/1079077395_114760?scm=10001.325_13-325_13.0.0-0-0-0-0.5_1334","summary":"华为云码道上线鸿蒙编码大模型，面向鸿蒙开发者全面升级\nIT之家 9 月 21 日消息，华为云今日（9 月 21 日）宣布，华为云码道 CodeArts 代码智能体面向鸿蒙开发者进行全面升级，上线“鸿蒙编码大模型 + 码道鸿蒙智能体 + 鸿蒙开发者实践中心”三大核心能力，打造全球首个且唯一专为鸿蒙生态打造的 AI 编码智能体。\nIT之家附本次升级内容如下：\n鸿蒙编码大模型\n依托华为云独有的鸿蒙增强训练体系，鸿蒙编码大模型融合超百万鸿蒙原素材，深度学习优秀鸿蒙项目代码库与组件资产（含开源样例、鸿蒙 API、开发规范及 UI / UX 布局模板），实现与 ArkTS 语言及鸿蒙开发范式的深度适配：\n- 训练数据“更全”：10 万 + 鸿蒙高质量数据，高频鸿蒙开发场景组件 100% 覆盖，囊括鸿蒙 API、开发规范、代码库及组件资产；\n- 代码生成“更准”：千行代码错误率降低 80% 以上，从根本上减少开发者调试负担；\n- 编译通过“更稳”：一次编译通过率提升 78% 以上；\n- Token 消耗“更省”：单次任务 Token 消耗降低 20% 以上。","source":"搜狐网","date":"2026-09-21T09:51:55+00:00","content":"华为云码道上线鸿蒙编码大模型，面向鸿蒙开发者全面升级\nIT之家 9 月 21 日消息，华为云今日（9 月 21 日）宣布，华为云码道 CodeArts 代码智能体面向鸿蒙开发者进行全面升级，上线“鸿蒙编码大模型 + 码道鸿蒙智能体 + 鸿蒙开发者实践中心”三大核心能力，打造全球首个且唯一专为鸿蒙生态打造的 AI 编码智能体。\nIT之家附本次升级内容如下：\n鸿蒙编码大模型\n依托华为云独有的鸿蒙增强训练体系，鸿蒙编码大模型融合超百万鸿蒙原素材，深度学习优秀鸿蒙项目代码库与组件资产（含开源样例、鸿蒙 API、开发规范及 UI / UX 布局模板），实现与 ArkTS 语言及鸿蒙开发范式的深度适配：\n- 训练数据“更全”：10 万 + 鸿蒙高质量数据，高频鸿蒙开发场景组件 100% 覆盖，囊括鸿蒙 API、开发规范、代码库及组件资产；\n- 代码生成“更准”：千行代码错误率降低 80% 以上，从根本上减少开发者调试负担；\n- 编译通过“更稳”：一次编译通过率提升 78% 以上；\n- Token 消耗“更省”：单次任务 Token 消耗降低 20% 以上。","confidence":0.9,"diagnostics_url":"/api/diagnose?url=https%3A//m.sohu.com/a/1079077395_114760%3Fscm%3D10001.325_13-325_13.0.0-0-0-0-0.5_1334","quality_bucket":"high","failure_kind":"none","retryable":false,"quality_reason":"High confidence: full text extraction produced 479 characters.","quality_profile":{"profile_version":"extraction_quality.v2","bucket":"high","confidence":0.9,"failure_kind":"none","retryable":false,"retry_after_attempts":0,"reason":"High confidence: full text extraction produced 479 characters.","operator_guidance":{"severity":"ok","recommended_action":"trust_full_text","next_step":"Use the extracted full text as the primary article source.","operator_label":"Ready","can_retry":false,"can_use_summary":false,"diagnostics_required":false},"content_depth":{"contract_version":"content_depth.v1","category":"full_text","label":"Full text","has_full_text":true,"has_summary":true,"content_length":479,"summary_length":479,"usable_text_length":479,"source_field":"content"},"legacy_collapsed":false,"signals":{"extract_state":"ok","extract_error":null,"extract_retries":0,"content_length":479,"summary_length":479}},"tags":[]},"fallback_formats":["markdown","json","html"],"actions":{"read":"/item/87067","export_markdown":"/api/items/87067/export?format=markdown","export_json":"/api/items/87067/export?format=json","diagnose":"/api/diagnose?url=https%3A//m.sohu.com/a/1079077395_114760%3Fscm%3D10001.325_13-325_13.0.0-0-0-0-0.5_1334"},"formats":{"full":{"id":87067,"title":"华为云码道上线鸿蒙编码大模型，面向鸿蒙开发者全面升级 - 搜狐网","url":"https://m.sohu.com/a/1079077395_114760?scm=10001.325_13-325_13.0.0-0-0-0-0.5_1334","source":"搜狐网","author":null,"published_at":"2026-09-21T09:51:55+00:00","locale":"zh","topic":"ai","tags":[],"excerpt":"华为云码道上线鸿蒙编码大模型，面向鸿蒙开发者全面升级\nIT之家 9 月 21 日消息，华为云今日（9 月 21 日）宣布，华为云码道 CodeArts 代码智能体面向鸿蒙开发者进行全面升级，上线“鸿蒙编码大模型 + 码道鸿蒙智能体 + 鸿蒙开发者实践中心”三大核心能力，打造全球首个且唯一专为鸿蒙生态打造的 AI 编码智能体。\nIT之家附本次升级内容如下：\n鸿蒙编码大模型\n依托华为云独有的鸿蒙增强训练体系，鸿蒙编码大模型融合超百万鸿蒙原素材，深度学习优秀鸿蒙项目代码库与组件资产（含开源样例、鸿蒙 API、开发规范及 UI / UX 布局模板），实现与 ArkTS 语言及鸿蒙开发范式的深度适配：\n- 训练数据“更全”：10 万 + 鸿蒙高质量数据，高频鸿蒙开发场景组件 100% 覆盖，囊括鸿蒙 API、开发规范、代码库及组件资产；\n- 代码生成“更准”：千行代码错误率降低 80% 以上，从根本上减少开发者调试负担；\n- 编译通过“更稳”：一次编译通过率提升 78% 以上；\n- Token 消耗“更省”：单次任务 Token 消耗降低 20% 以上。","full_text":"华为云码道上线鸿蒙编码大模型，面向鸿蒙开发者全面升级\nIT之家 9 月 21 日消息，华为云今日（9 月 21 日）宣布，华为云码道 CodeArts 代码智能体面向鸿蒙开发者进行全面升级，上线“鸿蒙编码大模型 + 码道鸿蒙智能体 + 鸿蒙开发者实践中心”三大核心能力，打造全球首个且唯一专为鸿蒙生态打造的 AI 编码智能体。\nIT之家附本次升级内容如下：\n鸿蒙编码大模型\n依托华为云独有的鸿蒙增强训练体系，鸿蒙编码大模型融合超百万鸿蒙原素材，深度学习优秀鸿蒙项目代码库与组件资产（含开源样例、鸿蒙 API、开发规范及 UI / UX 布局模板），实现与 ArkTS 语言及鸿蒙开发范式的深度适配：\n- 训练数据“更全”：10 万 + 鸿蒙高质量数据，高频鸿蒙开发场景组件 100% 覆盖，囊括鸿蒙 API、开发规范、代码库及组件资产；\n- 代码生成“更准”：千行代码错误率降低 80% 以上，从根本上减少开发者调试负担；\n- 编译通过“更稳”：一次编译通过率提升 78% 以上；\n- Token 消耗“更省”：单次任务 Token 消耗降低 20% 以上。","reading_time_min":1,"extraction":{"state":"ok","confidence":0.9,"error":null,"explanation":"High confidence: full text extraction produced 479 characters.","diagnostics_url":"/api/diagnose?url=https%3A//m.sohu.com/a/1079077395_114760%3Fscm%3D10001.325_13-325_13.0.0-0-0-0-0.5_1334","quality_profile":{"profile_version":"extraction_quality.v2","bucket":"high","confidence":0.9,"failure_kind":"none","retryable":false,"retry_after_attempts":0,"reason":"High confidence: full text extraction produced 479 characters.","operator_guidance":{"severity":"ok","recommended_action":"trust_full_text","next_step":"Use the extracted full text as the primary article source.","operator_label":"Ready","can_retry":false,"can_use_summary":false,"diagnostics_required":false},"content_depth":{"contract_version":"content_depth.v1","category":"full_text","label":"Full text","has_full_text":true,"has_summary":true,"content_length":479,"summary_length":479,"usable_text_length":479,"source_field":"content"},"legacy_collapsed":false,"signals":{"extract_state":"ok","extract_error":null,"extract_retries":0,"content_length":479,"summary_length":479}}},"quality_profile":{"profile_version":"extraction_quality.v2","bucket":"high","confidence":0.9,"failure_kind":"none","retryable":false,"retry_after_attempts":0,"reason":"High confidence: full text extraction produced 479 characters.","operator_guidance":{"severity":"ok","recommended_action":"trust_full_text","next_step":"Use the extracted full text as the primary article source.","operator_label":"Ready","can_retry":false,"can_use_summary":false,"diagnostics_required":false},"content_depth":{"contract_version":"content_depth.v1","category":"full_text","label":"Full text","has_full_text":true,"has_summary":true,"content_length":479,"summary_length":479,"usable_text_length":479,"source_field":"content"},"legacy_collapsed":false,"signals":{"extract_state":"ok","extract_error":null,"extract_retries":0,"content_length":479,"summary_length":479}},"actions":{"read":"/item/87067","export_markdown":"/api/items/87067/export?format=markdown","export_json":"/api/items/87067/export?format=json","diagnose":"/api/diagnose?url=https%3A//m.sohu.com/a/1079077395_114760%3Fscm%3D10001.325_13-325_13.0.0-0-0-0-0.5_1334"}},"digest":{"id":87067,"title":"华为云码道上线鸿蒙编码大模型，面向鸿蒙开发者全面升级 - 搜狐网","url":"https://m.sohu.com/a/1079077395_114760?scm=10001.325_13-325_13.0.0-0-0-0-0.5_1334","source":"搜狐网","topic":"ai","published_at":"2026-09-21T09:51:55+00:00","excerpt":"华为云码道上线鸿蒙编码大模型，面向鸿蒙开发者全面升级 IT之家 9 月 21 日消息，华为云今日（9 月 21 日）宣布，华为云码道 CodeArts 代码智能体面向鸿蒙开发者进行全面升级，上线“鸿蒙编码大模型 + 码道鸿蒙智能体 + 鸿蒙开发者实践中心”三大核心能力，打造全球首个且唯一专为鸿蒙生态打造的 AI 编码智能体。 IT之家附本次升级内容如下： 鸿蒙编码大模型 依托华为云独有的鸿蒙增强训练体系，鸿蒙编码大模型融合超百万鸿蒙原素材，深度学习优秀鸿蒙项目代码库与组件资产（含开源样例、鸿蒙 API、开发规范及 UI / UX 布局模板），实现与…","quality_bucket":"high","quality_reason":"High confidence: full text extraction produced 479 characters.","reading_time_min":1,"cluster_id":3509817},"card":{"display_title":"华为云码道上线鸿蒙编码大模型，面向鸿蒙开发者全面升级 - 搜狐网","subtitle":"搜狐网 · 2026-09-21","summary":"华为云码道上线鸿蒙编码大模型，面向鸿蒙开发者全面升级 IT之家 9 月 21 日消息，华为云今日（9 月 21 日）宣布，华为云码道 CodeArts 代码智能体面向鸿蒙开发者进行全面升级，上线“鸿蒙编码大模型 + 码道鸿蒙智能体 + 鸿蒙开发者实践中心”三大核心能力，打造全球首个且唯一专为鸿蒙生态打造的 AI 编码智能体。 IT之家附本次升级内容如下： 鸿蒙编码大模型…","badges":["quality:high"],"links":{"read":"/item/87067","original":"https://m.sohu.com/a/1079077395_114760?scm=10001.325_13-325_13.0.0-0-0-0-0.5_1334","diagnose":"/api/diagnose?url=https%3A//m.sohu.com/a/1079077395_114760%3Fscm%3D10001.325_13-325_13.0.0-0-0-0-0.5_1334"},"quality_warning":null},"export":{"title":"华为云码道上线鸿蒙编码大模型，面向鸿蒙开发者全面升级 - 搜狐网","url":"https://m.sohu.com/a/1079077395_114760?scm=10001.325_13-325_13.0.0-0-0-0-0.5_1334","summary":"华为云码道上线鸿蒙编码大模型，面向鸿蒙开发者全面升级\nIT之家 9 月 21 日消息，华为云今日（9 月 21 日）宣布，华为云码道 CodeArts 代码智能体面向鸿蒙开发者进行全面升级，上线“鸿蒙编码大模型 + 码道鸿蒙智能体 + 鸿蒙开发者实践中心”三大核心能力，打造全球首个且唯一专为鸿蒙生态打造的 AI 编码智能体。\nIT之家附本次升级内容如下：\n鸿蒙编码大模型\n依托华为云独有的鸿蒙增强训练体系，鸿蒙编码大模型融合超百万鸿蒙原素材，深度学习优秀鸿蒙项目代码库与组件资产（含开源样例、鸿蒙 API、开发规范及 UI / UX 布局模板），实现与 ArkTS 语言及鸿蒙开发范式的深度适配：\n- 训练数据“更全”：10 万 + 鸿蒙高质量数据，高频鸿蒙开发场景组件 100% 覆盖，囊括鸿蒙 API、开发规范、代码库及组件资产；\n- 代码生成“更准”：千行代码错误率降低 80% 以上，从根本上减少开发者调试负担；\n- 编译通过“更稳”：一次编译通过率提升 78% 以上；\n- Token 消耗“更省”：单次任务 Token 消耗降低 20% 以上。","source":"搜狐网","date":"2026-09-21T09:51:55+00:00","content":"华为云码道上线鸿蒙编码大模型，面向鸿蒙开发者全面升级\nIT之家 9 月 21 日消息，华为云今日（9 月 21 日）宣布，华为云码道 CodeArts 代码智能体面向鸿蒙开发者进行全面升级，上线“鸿蒙编码大模型 + 码道鸿蒙智能体 + 鸿蒙开发者实践中心”三大核心能力，打造全球首个且唯一专为鸿蒙生态打造的 AI 编码智能体。\nIT之家附本次升级内容如下：\n鸿蒙编码大模型\n依托华为云独有的鸿蒙增强训练体系，鸿蒙编码大模型融合超百万鸿蒙原素材，深度学习优秀鸿蒙项目代码库与组件资产（含开源样例、鸿蒙 API、开发规范及 UI / UX 布局模板），实现与 ArkTS 语言及鸿蒙开发范式的深度适配：\n- 训练数据“更全”：10 万 + 鸿蒙高质量数据，高频鸿蒙开发场景组件 100% 覆盖，囊括鸿蒙 API、开发规范、代码库及组件资产；\n- 代码生成“更准”：千行代码错误率降低 80% 以上，从根本上减少开发者调试负担；\n- 编译通过“更稳”：一次编译通过率提升 78% 以上；\n- Token 消耗“更省”：单次任务 Token 消耗降低 20% 以上。","confidence":0.9,"diagnostics_url":"/api/diagnose?url=https%3A//m.sohu.com/a/1079077395_114760%3Fscm%3D10001.325_13-325_13.0.0-0-0-0-0.5_1334","quality_bucket":"high","failure_kind":"none","retryable":false,"quality_reason":"High confidence: full text extraction produced 479 characters.","quality_profile":{"profile_version":"extraction_quality.v2","bucket":"high","confidence":0.9,"failure_kind":"none","retryable":false,"retry_after_attempts":0,"reason":"High confidence: full text extraction produced 479 characters.","operator_guidance":{"severity":"ok","recommended_action":"trust_full_text","next_step":"Use the extracted full text as the primary article source.","operator_label":"Ready","can_retry":false,"can_use_summary":false,"diagnostics_required":false},"content_depth":{"contract_version":"content_depth.v1","category":"full_text","label":"Full text","has_full_text":true,"has_summary":true,"content_length":479,"summary_length":479,"usable_text_length":479,"source_field":"content"},"legacy_collapsed":false,"signals":{"extract_state":"ok","extract_error":null,"extract_retries":0,"content_length":479,"summary_length":479}},"tags":[],"format_contract_version":"news_item_formats.v1"}}}