{"@context":"https://schema.org","@type":"NewsArticle","generatedAt":"2026-08-11T09:21:12.743Z","headline":"Meta 发布 Muse Code 与 Muse Spark 1.2，聚焦长序列智能体工具调用","description":"Meta 推出编程智能体 Muse Code 及编码向更新 Muse Spark 1.2。Spark 1.2 相较 1.1 显著提升代码生成、复杂调试、代码库理解与端到端开发工作流，并扩大训练环境多样性。该模型与 Muse Code 协同训练，集成其工具集以优化长周期编码任务，如全仓库生成与大型端到端项目。","url":"https://www.aioga.com/news/cmsgt0s4w0gdqro5q24o58e7q/","mainEntityOfPage":"https://www.aioga.com/news/cmsgt0s4w0gdqro5q24o58e7q/","datePublished":"2026-08-05T23:58:35.000Z","dateModified":"2026-08-05T23:58:35.000Z","inLanguage":"zh-CN","publisher":{"@type":"NewsMediaOrganization","name":"Aioga","url":"https://www.aioga.com"},"citation":["https://simonwillison.net/2026/Aug/5/muse-code-and-muse-spark-12","https://aihot.virxact.com/items/cmsgt0s4w0gdqro5q24o58e7q"],"canonicalUrl":"https://www.aioga.com/news/cmsgt0s4w0gdqro5q24o58e7q/","directAnswer":{"@type":"Answer","text":"Aioga 编辑摘要：Meta 推出编程智能体 Muse Code 及编码向更新 Muse Spark 1.2。 Aioga 将其归入「模型更新」方向，重点关注它对真实使用和行业竞争的影响。","url":"https://www.aioga.com/news/cmsgt0s4w0gdqro5q24o58e7q/","dateCreated":"2026-08-05T23:58:35.000Z","author":{"@type":"Organization","@id":"https://www.aioga.com/authors/aioga-editorial/#editorial-team","name":"Aioga Editorial Team","url":"https://www.aioga.com/authors/aioga-editorial/"}},"evidence":[{"@type":"CreativeWork","name":"Simon Willison 博客 source article","url":"https://simonwillison.net/2026/Aug/5/muse-code-and-muse-spark-12","datePublished":"2026-08-05T23:58:35.000Z","provider":{"@type":"Organization","name":"Simon Willison 博客","url":"https://simonwillison.net/2026/Aug/5/muse-code-and-muse-spark-12"}},{"@type":"CreativeWork","name":"AIHot archive record","url":"https://aihot.virxact.com/items/cmsgt0s4w0gdqro5q24o58e7q","datePublished":"2026-08-05T23:58:35.000Z","provider":{"@type":"Organization","name":"AIHot","url":"https://aihot.virxact.com/items/cmsgt0s4w0gdqro5q24o58e7q"}}],"aggregationSource":"Simon Willison 博客","originalPublisher":{"name":"Simon Willison 博客","url":"https://simonwillison.net/2026/Aug/5/muse-code-and-muse-spark-12"},"geoDeepAnswer":null,"article":{"id":"cmsgt0s4w0gdqro5q24o58e7q","slug":"cmsgt0s4w0gdqro5q24o58e7q","url":"https://www.aioga.com/news/cmsgt0s4w0gdqro5q24o58e7q/","title":"Meta 发布 Muse Code 与 Muse Spark 1.2，聚焦长序列智能体工具调用","title_en":"Introducing Muse Code and Muse Spark 1.2","summary":"Meta 推出编程智能体 Muse Code 及编码向更新 Muse Spark 1.2。Spark 1.2 相较 1.1 显著提升代码生成、复杂调试、代码库理解与端到端开发工作流，并扩大训练环境多样性。该模型与 Muse Code 协同训练，集成其工具集以优化长周期编码任务，如全仓库生成与大型端到端项目。","source":"Simon Willison 博客","sourceUrl":"https://simonwillison.net/2026/Aug/5/muse-code-and-muse-spark-12","aiHotUrl":"https://aihot.virxact.com/items/cmsgt0s4w0gdqro5q24o58e7q","publishedAt":"2026-08-05T23:58:35.000Z","category":"模型更新","score":45,"selected":false,"articleBody":["Introducing Muse Code and Muse Spark 1.2：https://research.meta.ai/blog/introducing-muse-code-and-muse-spark-1-2 (via：https://news.ycombinator.com/item?id=49187575) Yet more evidence that the most important characteristic of any model these days is long-sequence agentic tool calling. Meta shipped their own coding agent as part of getting that to work!","Muse Spark 1.2 is a coding-focused update to Muse Spark 1.1, with improvements in code generation, complex debugging, codebase understanding, and end-to-end developer workflows. In Muse Spark 1.2, we significantly scaled up training compute on coding tasks while expanding training environment diversity. The model also maintains its strength in other key areas like general agents. [...]","We co-trained Muse Spark 1.2 with Muse Code to ensure the model exhibits its best performance and coding usability when paired together. The training included rejection sampled harness trajectories and recipe optimizations for goals, compaction, and subagents, alongside the integration of the Muse Code toolset to maximize harness compatibility. [...]","Muse Spark 1.2 was extensively trained on long-horizon coding tasks, including whole-repository generation, large end-to-end projects, and auto-research.","Here's a pelican riding a bicycle SVG produced by Muse Spark 1.2：https://tools.simonwillison.net/markdown-svg-renderer#url=https%3A%2F%2Fgist.github.com%2Fsimonw%2Fce974a21202b0595e36ec2a5ddb51480:","You can see the Spark 1.1 pelican from 9th July here：https://simonwillison.net/2026/Jul/9/muse-spark-1-1/. I think the 1.2 pelican is a small but material improvement.","An interesting twist on pricing is that the model is offered：https://developer.meta.com/ai/models/muse-spark/ as two different model IDs. muse-spark-1.2 is priced at $1.25/million input and $4.25/million output - close to Gemini 3.6 Flash ($1.50/$7.50) - but if you agree to let Meta use your data \"to improve our products\" you can use muse-spark-1.2-contributor which is $0.10/$0.20 - a huge discount, closer to GPT-5.6 Luna ($0.20/$1.20) and Gemini 3.1 Flash-Lite ($0.25/$1.50).","I added those new prices to llm-prices.com：https://www.llm-prices.com/#sel=muse-spark-1.2%2Cmuse-spark-1.2-contributor.","This is a link post by Simon Willison, posted on 5th August 2026：/2026/Aug/5/.","Sponsor me for $10/month and get a curated email digest of the month's most important LLM developments."],"articleImages":[{"sourceUrl":"https://static.simonwillison.net/static/2026/muse-spark-1.2.png","alt":"Cartoon illustration of a white pelican with an orange beak riding a red bicycle against a pale blue sky with clouds and a green strip of grass below. The pelican wears a small yellow helmet that looks a bit like it belongs to a Roman centurion, has rosy cheeks, and its orange webbed feet rest on the yellow pedals.","afterParagraph":4,"url":"/media/articles/cmsgt0s4w0gdqro5q24o58e7q/87d8ac2203830cf5.png"}],"mediaStatus":"ok","articleBodyZh":["介绍 Muse Code 和 Muse Spark 1.2: https://research.meta.ai/blog/introducing-muse-code-and-muse-spark-1-2（来源：https://news.ycombinator.com/item?id=49187575） 这是又一个证据表明，如今任何模型最重要的特性是长序列的自主工具调用。Meta 推出了他们自己的编码代理，以实现这一点！","Muse Spark 1.2 是针对编码的 Muse Spark 1.1 更新，改进了代码生成、复杂调试、代码库理解以及端到端开发者工作流。在 Muse Spark 1.2 中，我们显著增加了编码任务的训练计算量，同时扩展了训练环境的多样性。该模型在其他关键领域，如通用代理，也保持了强大能力。[...]","我们将 Muse Spark 1.2 与 Muse Code 共同训练，以确保模型在配合使用时表现出最佳性能和编码可用性。训练包括拒绝采样的 harness 轨迹和针对目标、压缩及子代理的配方优化，以及 Muse Code 工具集的整合，以最大化 harness 兼容性。[...]","Muse Spark 1.2 在长远程编码任务上进行了广泛训练，包括整个代码库生成、大型端到端项目以及自动研究。","这是由 Muse Spark 1.2 生成的一只骑自行车的鹈鹕 SVG：https://tools.simonwillison.net/markdown-svg-renderer#url=https%3A%2F%2Fgist.github.com%2Fsimonw%2Fce974a21202b0595e36ec2a5ddb51480:","你可以在这里看到 7 月 9 日的 Spark 1.1 鹈鹕：https://simonwillison.net/2026/Jul/9/muse-spark-1-1/。我认为 1.2 版本的鹈鹕有一个小但实质性的改进。","关于定价的一个有趣变化是，该模型提供了两个不同的模型 ID：https://developer.meta.com/ai/models/muse-spark/。muse-spark-1.2 的价格为每百万输入 1.25 美元、每百万输出 4.25 美元——接近 Gemini 3.6 Flash（1.50/7.50 美元）——但如果你同意让 Meta 使用你的数据“来改进我们的产品”，你可以使用 muse-spark-1.2-contributor，价格为 0.10/0.20 美元——大幅折扣，更接近 GPT-5.6 Luna（0.20/1.20 美元）和 Gemini 3.1 Flash-Lite（0.25/1.50 美元）。","我已将这些新价格添加到 llm-prices.com：https://www.llm-prices.com/#sel=muse-spark-1.2%2Cmuse-spark-1.2-contributor。","这是 Simon Willison 在 2026 年 8 月 5 日发布的链接文章：/2026/Aug/5/。","每月赞助我 10 美元，即可获得本月最重要的 LLM 发展精选电子邮件摘要。"],"translationStatus":"translated","bodyOrigin":"source-page","editorial":{"summary":"Aioga 编辑摘要：Meta 推出编程智能体 Muse Code 及编码向更新 Muse Spark 1.2。 Aioga 将其归入「模型更新」方向，重点关注它对真实使用和行业竞争的影响。","background":"背景分析：模型与研究类动态需要结合能力边界、开放方式、成本、可用性和真实任务表现判断，单项指标领先不等于已经形成稳定采用。","viewpoint":"Aioga 判断：这条动态更适合作为行业观察信号，当前信息足以建立线索，但不足以推导长期结论。","implications":"影响分析：对相关团队而言，短期应先核对来源、可用范围和实际成本，再判断是否值得接入或跟进。","nextStep":"后续观察：继续观察官方文档、实际可用性、价格变化、开发者反馈和竞品回应。","evidenceRefs":["title","summary","articleBody"],"confidence":"medium","status":"published","aiGenerated":false,"autoApproved":true,"generatedBy":"rule-safe-fallback","generatedAt":"2026-08-11T09:23:27.651Z","sourceHash":"bfebaa248982e72b","validation":{"passed":true,"mode":"rule-safe-fallback","checks":["schema","length","source-attribution","no-html"]}},"tags":["模型更新","Simon Willison 博客"],"translations":{"zh-CN":{"title":"Meta 发布 Muse Code 与 Muse Spark 1.2，聚焦长序列智能体工具调用","summary":"Meta 推出编程智能体 Muse Code 及编码向更新 Muse Spark 1.2。Spark 1.2 相较 1.1 显著提升代码生成、复杂调试、代码库理解与端到端开发工作流，并扩大训练环境多样性。该模型与 Muse Code 协同训练，集成其工具集以优化长周期编码任务，如全仓库生成与大型端到端项目。","category":"模型更新","source":"Simon Willison 博客","aggregationSource":"Simon Willison 博客","pageTitle":"Meta 发布 Muse Code 与 Muse Spark 1.2，聚焦长序列智能体工具调用 - Aioga AI资讯","description":"Meta 推出编程智能体 Muse Code 及编码向更新 Muse Spark 1.2。Spark 1.2 相较 1.1 显著提升代码生成、复杂调试、代码库理解与端到端开发工作流，并扩大训练环境多样性。该模型与 Muse Code 协同训练，集成其工具集以优化长周期编码任务，如全仓库生成与大型端到端项目。","url":"https://www.aioga.com/news/cmsgt0s4w0gdqro5q24o58e7q/","articleBody":["介绍 Muse Code 和 Muse Spark 1.2: https://research.meta.ai/blog/introducing-muse-code-and-muse-spark-1-2（来源：https://news.ycombinator.com/item?id=49187575） 这是又一个证据表明，如今任何模型最重要的特性是长序列的自主工具调用。Meta 推出了他们自己的编码代理，以实现这一点！","Muse Spark 1.2 是针对编码的 Muse Spark 1.1 更新，改进了代码生成、复杂调试、代码库理解以及端到端开发者工作流。在 Muse Spark 1.2 中，我们显著增加了编码任务的训练计算量，同时扩展了训练环境的多样性。该模型在其他关键领域，如通用代理，也保持了强大能力。[...]","我们将 Muse Spark 1.2 与 Muse Code 共同训练，以确保模型在配合使用时表现出最佳性能和编码可用性。训练包括拒绝采样的 harness 轨迹和针对目标、压缩及子代理的配方优化，以及 Muse Code 工具集的整合，以最大化 harness 兼容性。[...]","Muse Spark 1.2 在长远程编码任务上进行了广泛训练，包括整个代码库生成、大型端到端项目以及自动研究。","这是由 Muse Spark 1.2 生成的一只骑自行车的鹈鹕 SVG：https://tools.simonwillison.net/markdown-svg-renderer#url=https%3A%2F%2Fgist.github.com%2Fsimonw%2Fce974a21202b0595e36ec2a5ddb51480:","你可以在这里看到 7 月 9 日的 Spark 1.1 鹈鹕：https://simonwillison.net/2026/Jul/9/muse-spark-1-1/。我认为 1.2 版本的鹈鹕有一个小但实质性的改进。","关于定价的一个有趣变化是，该模型提供了两个不同的模型 ID：https://developer.meta.com/ai/models/muse-spark/。muse-spark-1.2 的价格为每百万输入 1.25 美元、每百万输出 4.25 美元——接近 Gemini 3.6 Flash（1.50/7.50 美元）——但如果你同意让 Meta 使用你的数据“来改进我们的产品”，你可以使用 muse-spark-1.2-contributor，价格为 0.10/0.20 美元——大幅折扣，更接近 GPT-5.6 Luna（0.20/1.20 美元）和 Gemini 3.1 Flash-Lite（0.25/1.50 美元）。","我已将这些新价格添加到 llm-prices.com：https://www.llm-prices.com/#sel=muse-spark-1.2%2Cmuse-spark-1.2-contributor。","这是 Simon Willison 在 2026 年 8 月 5 日发布的链接文章：/2026/Aug/5/。","每月赞助我 10 美元，即可获得本月最重要的 LLM 发展精选电子邮件摘要。"]},"en":{"title":"Meta released Muse Code and Muse Spark 1.2, focusing on long-sequence agent tool calls","summary":"Meta launched the programming agent Muse Code and updated Muse Spark 1.2 to encoding. Compared to 1.1, Spark 1.2 significantly improves code generation, complex debugging, codebase understanding, and end-to-end development workflows, while expanding the diversity of training environments. This model is trained in conjunction with Muse Code, integrating its toolset to optimize long-cycle coding tasks such as full-warehouse generation and large end-to-end projects.","category":"Models","source":"Simon Willison 博客","aggregationSource":"Simon Willison 博客","pageTitle":"Meta released Muse Code and Muse Spark 1.2, focusing on long-sequence agent tool calls - Aioga AI News","description":"Meta launched the programming agent Muse Code and updated Muse Spark 1.2 to encoding. Compared to 1.1, Spark 1.2 significantly improves code generation, complex debugging, codebase...","url":"https://www.aioga.com/en/news/cmsgt0s4w0gdqro5q24o58e7q/","contentTranslated":true,"sourceHash":"37b9837913e09f2a","translatedAt":"2026-08-06T01:25:00.740Z"},"ja":{"title":"MetaはMuse CodeとMuse Spark 1.2をリリースし、長シーケンスエージェントツール呼び出しに焦点を当てました","summary":"MetaはプログラミングエージェントMuse Codeをリリースし、Muse Spark 1.2をエンコーディングにアップデートしました。 1.1と比較して、Spark 1.2はコード生成、複雑なデバッグ、コードベースの理解、エンドツーエンドの開発ワークフローを大幅に改善し、トレーニング環境の多様性を拡大しています。 このモデルはMuse Codeと連携してトレーニングされ、フルウェアハウス生成や大規模なエンドツーエンドプロジェクトなどの長期コーディングタスクを最適化するためにツールセットを統合しています。","category":"モデル更新","source":"Simon Willison 博客","aggregationSource":"Simon Willison 博客","pageTitle":"MetaはMuse CodeとMuse Spark 1.2をリリースし、長シーケンスエージェントツール呼び出しに焦点を当てました - Aioga AIニュース","description":"MetaはプログラミングエージェントMuse Codeをリリースし、Muse Spark 1.2をエンコーディングにアップデートしました。 1.1と比較して、Spark 1.2はコード生成、複雑なデバッグ、コードベースの理解、エンドツーエンドの開発ワークフローを大幅に改善し、トレーニング環境の多様性を拡大しています。 このモデルはMuse Codeと連携して...","url":"https://www.aioga.com/ja/news/cmsgt0s4w0gdqro5q24o58e7q/","contentTranslated":true,"sourceHash":"37b9837913e09f2a","translatedAt":"2026-08-06T01:25:01.696Z"},"ko":{"title":"Meta는 Muse Code와 Muse Spark 1.2를 출시했으며, 장기 시퀀스 에이전트 툴 호출에 중점을 두었습니다","summary":"메타는 프로그래밍 에이전트 Muse Code를 출시하고 Muse Spark 1.2를 인코딩으로 업데이트했습니다. 1.1과 비교했을 때, Spark 1.2는 코드 생성, 복잡한 디버깅, 코드베이스 이해, 엔드 투 엔드 개발 워크플로우를 크게 개선했으며, 교육 환경의 다양성을 확장했습니다. 이 모델은 Muse Code와 함께 훈련되며, 전체 창고 생성과 대규모 종단 간 프로젝트와 같은 장기 주기 코딩 작업을 최적화하기 위해 도구 세트를 통합합니다.","category":"모델 업데이트","source":"Simon Willison 博客","aggregationSource":"Simon Willison 博客","pageTitle":"Meta는 Muse Code와 Muse Spark 1.2를 출시했으며, 장기 시퀀스 에이전트 툴 호출에 중점을 두었습니다 - Aioga AI 뉴스","description":"메타는 프로그래밍 에이전트 Muse Code를 출시하고 Muse Spark 1.2를 인코딩으로 업데이트했습니다. 1.1과 비교했을 때, Spark 1.2는 코드 생성, 복잡한 디버깅, 코드베이스 이해, 엔드 투 엔드 개발 워크플로우를 크게 개선했으며, 교육 환경의 다양성을 확장했습니다. 이 모델은 Muse Code와 함께...","url":"https://www.aioga.com/ko/news/cmsgt0s4w0gdqro5q24o58e7q/","contentTranslated":true,"sourceHash":"37b9837913e09f2a","translatedAt":"2026-08-06T01:25:10.446Z"},"es":{"title":"Meta lanzó Muse Code y Muse Spark 1.2, centrados en llamadas a herramientas de agentes de secuencia larga","summary":"Meta lanzó el agente de programación Muse Code y actualizó Muse Spark 1.2 a codificación. En comparación con la 1.1, Spark 1.2 mejora significativamente la generación de código, la depuración compleja, la comprensión de la base de código y los flujos de trabajo de desarrollo de extremo a extremo, al tiempo que amplía la diversidad de entornos de entrenamiento. Este modelo se entrena junto con Muse Code, integrando su conjunto de herramientas para optimizar tareas de codificación de largo ciclo como la generación completa de almacén y grandes proyectos de extremo a extremo.","category":"Modelos","source":"Simon Willison 博客","aggregationSource":"Simon Willison 博客","pageTitle":"Meta lanzó Muse Code y Muse Spark 1.2, centrados en llamadas a herramientas de agentes de secuencia larga - Aioga Noticias de IA","description":"Meta lanzó el agente de programación Muse Code y actualizó Muse Spark 1.2 a codificación. En comparación con la 1.1, Spark 1.2 mejora significativamente la generación de código, la...","url":"https://www.aioga.com/es/news/cmsgt0s4w0gdqro5q24o58e7q/","contentTranslated":true,"sourceHash":"37b9837913e09f2a","translatedAt":"2026-08-06T01:25:10.014Z"},"fr":{"title":"Meta a publié Muse Code et Muse Spark 1.2, en se concentrant sur les appels d’outils d’agent à longue séquence","summary":"Meta a lancé l’agent de programmation Muse Code et a mis à jour Muse Spark 1.2 en encodage. Comparé à la 1.1, Spark 1.2 améliore significativement la génération de code, le débogage complexe, la compréhension de la base de code et les flux de travail de développement de bout en bout, tout en élargissant la diversité des environnements d’entraînement. Ce modèle est entraîné en conjonction avec Muse Code, intégrant son ensemble d’outils pour optimiser les tâches de codage à long cycle telles que la génération complète d’entrepôts et de grands projets de bout en bout.","category":"Modèles","source":"Simon Willison 博客","aggregationSource":"Simon Willison 博客","pageTitle":"Meta a publié Muse Code et Muse Spark 1.2, en se concentrant sur les appels d’outils d’agent à longue séquence - Aioga Actualités IA","description":"Meta a lancé l’agent de programmation Muse Code et a mis à jour Muse Spark 1.2 en encodage. Comparé à la 1.1, Spark 1.2 améliore significativement la génération de code, le débogag...","url":"https://www.aioga.com/fr/news/cmsgt0s4w0gdqro5q24o58e7q/","contentTranslated":true,"sourceHash":"37b9837913e09f2a","translatedAt":"2026-08-06T01:25:19.091Z"},"de":{"title":"Meta veröffentlichte Muse Code und Muse Spark 1.2, mit Fokus auf Langsequenz-Agenten-Tool-Aufrufe","summary":"Meta startete den Programmieragent Muse Code und aktualisierte Muse Spark 1.2 auf Codierung. Im Vergleich zu Version 1.1 verbessert Spark 1.2 die Codegenerierung, das komplexe Debugging, das Verständnis der Codebasis und die End-to-End-Entwicklungsabläufe erheblich und erweitert gleichzeitig die Vielfalt der Trainingsumgebungen. Dieses Modell wird in Zusammenarbeit mit Muse Code trainiert und integriert dessen Toolset, um Langzyklus-Codierungsaufgaben wie die Generierung von Full-Warehouses und große End-to-End-Projekte zu optimieren.","category":"模型更新","source":"Simon Willison 博客","aggregationSource":"Simon Willison 博客","pageTitle":"Meta veröffentlichte Muse Code und Muse Spark 1.2, mit Fokus auf Langsequenz-Agenten-Tool-Aufrufe - Aioga KI-News","description":"Meta startete den Programmieragent Muse Code und aktualisierte Muse Spark 1.2 auf Codierung. Im Vergleich zu Version 1.1 verbessert Spark 1.2 die Codegenerierung, das komplexe Debu...","url":"https://www.aioga.com/de/news/cmsgt0s4w0gdqro5q24o58e7q/","contentTranslated":true,"sourceHash":"37b9837913e09f2a","translatedAt":"2026-08-06T01:25:19.112Z"},"pt-BR":{"title":"A Meta lançou o Muse Code e o Muse Spark 1.2, focando em chamadas de ferramentas de agentes de longa sequência","summary":"A Meta lançou o agente de programação Muse Code e atualizou o Muse Spark 1.2 para codificação. Comparado à 1.1, o Spark 1.2 melhora significativamente a geração de código, a depuração complexa, a compreensão da base de código e os fluxos de trabalho de desenvolvimento de ponta a ponta, ao mesmo tempo em que amplia a diversidade dos ambientes de treinamento. Esse modelo é treinado em conjunto com o Muse Code, integrando seu conjunto de ferramentas para otimizar tarefas de codificação de longo ciclo, como geração completa de depósitos e grandes projetos de ponta a ponta.","category":"模型更新","source":"Simon Willison 博客","aggregationSource":"Simon Willison 博客","pageTitle":"A Meta lançou o Muse Code e o Muse Spark 1.2, focando em chamadas de ferramentas de agentes de longa sequência - Aioga Notícias de IA","description":"A Meta lançou o agente de programação Muse Code e atualizou o Muse Spark 1.2 para codificação. Comparado à 1.1, o Spark 1.2 melhora significativamente a geração de código, a depura...","url":"https://www.aioga.com/pt-BR/news/cmsgt0s4w0gdqro5q24o58e7q/","contentTranslated":true,"sourceHash":"37b9837913e09f2a","translatedAt":"2026-08-06T01:25:27.741Z"},"ru":{"title":"Meta выпустила Muse Code и Muse Spark 1.2, сосредоточившись на вызовах агентов с длинной последовательностью","summary":"Meta запустила программный агент Muse Code и обновила Muse Spark 1.2 до кодирования. По сравнению с версией 1.1, Spark 1.2 значительно улучшает генерацию кода, сложную отладку, понимание базы кода и сквозные рабочие процессы разработки, одновременно расширяя разнообразие обучающих сред. Эта модель обучается совместно с Muse Code, интегрируя свой набор инструментов для оптимизации задач длительного цикла кодирования, таких как генерация полного склада и крупные сквозные проекты.","category":"模型更新","source":"Simon Willison 博客","aggregationSource":"Simon Willison 博客","pageTitle":"Meta выпустила Muse Code и Muse Spark 1.2, сосредоточившись на вызовах агентов с длинной последовательностью - Aioga Новости ИИ","description":"Meta запустила программный агент Muse Code и обновила Muse Spark 1.2 до кодирования. По сравнению с версией 1.1, Spark 1.2 значительно улучшает генерацию кода, сложную отладку, пон...","url":"https://www.aioga.com/ru/news/cmsgt0s4w0gdqro5q24o58e7q/","contentTranslated":true,"sourceHash":"37b9837913e09f2a","translatedAt":"2026-08-06T01:25:27.919Z"},"ar":{"title":"أصدرت ميتا Muse Code و Muse Spark 1.2، مع التركيز على استدعاءات أدوات الوكيل طويلة التسلسل","summary":"أطلقت ميتا وكيل البرمجة Muse Code وقامت بتحديث Muse Spark 1.2 إلى الترميز. مقارنة بالإصدار 1.1، يحسن Spark 1.2 بشكل كبير توليد الكود، وتصحيح الأخطاء المعقد، وفهم قواعد الشيفرة، وسير عمل التطوير من البداية إلى النهاية، مع توسيع تنوع بيئات التدريب. يتم تدريب هذا النموذج بالتعاون مع Muse Code، حيث يدمج مجموعة أدواته لتحسين مهام البرمجة طويلة الدورة مثل توليد المستودعات الكاملة والمشاريع الكبيرة من البداية إلى النهاية.","category":"模型更新","source":"Simon Willison 博客","aggregationSource":"Simon Willison 博客","pageTitle":"أصدرت ميتا Muse Code و Muse Spark 1.2، مع التركيز على استدعاءات أدوات الوكيل طويلة التسلسل - Aioga أخبار الذكاء الاصطناعي","description":"أطلقت ميتا وكيل البرمجة Muse Code وقامت بتحديث Muse Spark 1.2 إلى الترميز. مقارنة بالإصدار 1.1، يحسن Spark 1.2 بشكل كبير توليد الكود، وتصحيح الأخطاء المعقد، وفهم قواعد الشيفرة، وسي...","url":"https://www.aioga.com/ar/news/cmsgt0s4w0gdqro5q24o58e7q/","contentTranslated":true,"sourceHash":"37b9837913e09f2a","translatedAt":"2026-08-06T01:25:35.013Z"},"hi":{"title":"मेटा ने म्यूज़ कोड और म्यूज़ स्पार्क 1.2 जारी किया, जो लंबे-अनुक्रम एजेंट टूल कॉल पर ध्यान केंद्रित करता है","summary":"Meta ने प्रोग्रामिंग एजेंट Muse Code लॉन्च किया और Muse Spark 1.2 को एन्कोडिंग में अपडेट किया. 1.1 की तुलना में, स्पार्क 1.2 प्रशिक्षण वातावरण की विविधता का विस्तार करते हुए कोड जनरेशन, जटिल डिबगिंग, कोडबेस समझ और एंड-टू-एंड डेवलपमेंट वर्कफ़्लो में काफी सुधार करता है। इस मॉडल को म्यूज़ कोड के साथ संयोजन में प्रशिक्षित किया गया है, जो पूर्ण-गोदाम पीढ़ी और बड़े एंड-टू-एंड परियोजनाओं जैसे लंबे-चक्र कोडिंग कार्यों को अनुकूलित करने के लिए अपने टूलसेट को एकीकृत करता है।","category":"模型更新","source":"Simon Willison 博客","aggregationSource":"Simon Willison 博客","pageTitle":"मेटा ने म्यूज़ कोड और म्यूज़ स्पार्क 1.2 जारी किया, जो लंबे-अनुक्रम एजेंट टूल कॉल पर ध्यान केंद्रित करता है - Aioga AI समाचार","description":"Meta ने प्रोग्रामिंग एजेंट Muse Code लॉन्च किया और Muse Spark 1.2 को एन्कोडिंग में अपडेट किया. 1.1 की तुलना में, स्पार्क 1.2 प्रशिक्षण वातावरण की विविधता का विस्तार करते हुए कोड जन...","url":"https://www.aioga.com/hi/news/cmsgt0s4w0gdqro5q24o58e7q/","contentTranslated":true,"sourceHash":"37b9837913e09f2a","translatedAt":"2026-08-06T01:25:35.899Z"},"it":{"title":"Meta ha rilasciato Muse Code e Muse Spark 1.2, concentrandosi sulle chiamate agli strumenti agent a lunga sequenza","summary":"Meta lanciò l'agente di programmazione Muse Code e aggiornò Muse Spark 1.2 alla codifica. Rispetto alla 1.1, Spark 1.2 migliora significativamente la generazione di codice, il debug complesso, la comprensione della base di codice e i flussi di lavoro di sviluppo end-to-end, ampliando al contempo la diversità degli ambienti di addestramento. Questo modello viene addestrato in combinazione con Muse Code, integrando il suo set di strumenti per ottimizzare compiti di codifica a lungo ciclo come la generazione completa di magazzini e grandi progetti end-to-end.","category":"模型更新","source":"Simon Willison 博客","aggregationSource":"Simon Willison 博客","pageTitle":"Meta ha rilasciato Muse Code e Muse Spark 1.2, concentrandosi sulle chiamate agli strumenti agent a lunga sequenza - Aioga Notizie IA","description":"Meta lanciò l'agente di programmazione Muse Code e aggiornò Muse Spark 1.2 alla codifica. Rispetto alla 1.1, Spark 1.2 migliora significativamente la generazione di codice, il debu...","url":"https://www.aioga.com/it/news/cmsgt0s4w0gdqro5q24o58e7q/","contentTranslated":true,"sourceHash":"37b9837913e09f2a","translatedAt":"2026-08-06T01:25:44.761Z"},"nl":{"title":"Meta bracht Muse Code en Muse Spark 1.2 uit, met de focus op lange-sequence agent-toolcalls","summary":"Meta lanceerde de programmeeragent Muse Code en werkte Muse Spark 1.2 bij naar codering. In vergelijking met 1.1 verbetert Spark 1.2 de codegeneratie, complexe debugging, het begrip van de codebase en de end-to-end ontwikkelworkflows aanzienlijk, terwijl de diversiteit aan trainingsomgevingen wordt vergroot. Dit model wordt getraind in samenwerking met Muse Code, waarbij de toolset wordt geïntegreerd om langecyclische codeertaken zoals het genereren van volledige magazijnen en grote end-to-end projecten te optimaliseren.","category":"模型更新","source":"Simon Willison 博客","aggregationSource":"Simon Willison 博客","pageTitle":"Meta bracht Muse Code en Muse Spark 1.2 uit, met de focus op lange-sequence agent-toolcalls - Aioga AI-nieuws","description":"Meta lanceerde de programmeeragent Muse Code en werkte Muse Spark 1.2 bij naar codering. In vergelijking met 1.1 verbetert Spark 1.2 de codegeneratie, complexe debugging, het begri...","url":"https://www.aioga.com/nl/news/cmsgt0s4w0gdqro5q24o58e7q/","contentTranslated":true,"sourceHash":"37b9837913e09f2a","translatedAt":"2026-08-06T01:25:44.601Z"},"tr":{"title":"Meta, uzun ardışık ajan araç çağrılarına odaklanan Muse Code ve Muse Spark 1.2'yi yayımladı","summary":"Meta, programlama ajanı Muse Code'u başlattı ve Muse Spark 1.2'yi kodlama sürümüne yeniledi. 1.1 ile karşılaştırıldığında, Spark 1.2 kod üretimini, karmaşık hata ayıklamayı, kod tabanını anlamayı ve uçtan uca geliştirme iş akışlarını önemli ölçüde iyileştirirken, eğitim ortamlarının çeşitliliğini genişletir. Bu model, Muse Code ile birlikte eğitilir ve araç setini entegre ederek tam depo üretimi ve büyük uçtan uca projeler gibi uzun döngü kodlama görevlerini optimize eder.","category":"模型更新","source":"Simon Willison 博客","aggregationSource":"Simon Willison 博客","pageTitle":"Meta, uzun ardışık ajan araç çağrılarına odaklanan Muse Code ve Muse Spark 1.2'yi yayımladı - Aioga AI Haberleri","description":"Meta, programlama ajanı Muse Code'u başlattı ve Muse Spark 1.2'yi kodlama sürümüne yeniledi. 1.1 ile karşılaştırıldığında, Spark 1.2 kod üretimini, karmaşık hata ayıklamayı, kod ta...","url":"https://www.aioga.com/tr/news/cmsgt0s4w0gdqro5q24o58e7q/","contentTranslated":true,"sourceHash":"37b9837913e09f2a","translatedAt":"2026-08-06T01:25:53.644Z"},"vi":{"title":"Meta đã phát hành Muse Code và Muse Spark 1.2, tập trung vào các lệnh gọi công cụ agent chuỗi dài","summary":"Meta đã ra mắt tác nhân lập trình Muse Code và cập nhật Muse Spark 1.2 lên chế độ mã hóa. So với 1.1, Spark 1.2 cải thiện đáng kể việc tạo mã, gỡ lỗi phức tạp, hiểu biết về mã nguồn và quy trình phát triển toàn diện, đồng thời mở rộng sự đa dạng của môi trường đào tạo. Mô hình này được huấn luyện kết hợp với Muse Code, tích hợp bộ công cụ để tối ưu hóa các tác vụ lập trình chu kỳ dài như tạo kho toàn bộ và các dự án lớn từ đầu đến cuối.","category":"模型更新","source":"Simon Willison 博客","aggregationSource":"Simon Willison 博客","pageTitle":"Meta đã phát hành Muse Code và Muse Spark 1.2, tập trung vào các lệnh gọi công cụ agent chuỗi dài - Tin tức AI Aioga","description":"Meta đã ra mắt tác nhân lập trình Muse Code và cập nhật Muse Spark 1.2 lên chế độ mã hóa. So với 1.1, Spark 1.2 cải thiện đáng kể việc tạo mã, gỡ lỗi phức tạp, hiểu biết về mã nguồ...","url":"https://www.aioga.com/vi/news/cmsgt0s4w0gdqro5q24o58e7q/","contentTranslated":true,"sourceHash":"37b9837913e09f2a","translatedAt":"2026-08-06T01:25:52.961Z"},"id":{"title":"Meta merilis Muse Code dan Muse Spark 1.2, yang berfokus pada panggilan alat agen urutan panjang","summary":"Meta meluncurkan agen pemrograman Muse Code dan memperbarui Muse Spark 1.2 ke mode encoding. Dibandingkan dengan 1.1, Spark 1.2 secara signifikan meningkatkan pembuatan kode, debugging kompleks, pemahaman basis kode, dan alur kerja pengembangan end-to-end, sekaligus memperluas keragaman lingkungan pelatihan. Model ini dilatih bersama dengan Muse Code, mengintegrasikan alat-alatnya untuk mengoptimalkan tugas pengkodean siklus panjang seperti pembuatan gudang penuh dan proyek besar dari ujung ke ujung.","category":"模型更新","source":"Simon Willison 博客","aggregationSource":"Simon Willison 博客","pageTitle":"Meta merilis Muse Code dan Muse Spark 1.2, yang berfokus pada panggilan alat agen urutan panjang - Berita AI Aioga","description":"Meta meluncurkan agen pemrograman Muse Code dan memperbarui Muse Spark 1.2 ke mode encoding. Dibandingkan dengan 1.1, Spark 1.2 secara signifikan meningkatkan pembuatan kode, debug...","url":"https://www.aioga.com/id/news/cmsgt0s4w0gdqro5q24o58e7q/","contentTranslated":true,"sourceHash":"37b9837913e09f2a","translatedAt":"2026-08-06T01:26:02.312Z"},"th":{"title":"Meta ได้ปล่อย Muse Code และ Muse Spark 1.2 โดยเน้นการเรียกเครื่องมือเอเจนต์แบบลําดับยาว","summary":"Meta เปิดตัวเอเจนต์โปรแกรม Muse Code และอัปเดต Muse Spark 1.2 ให้เข้ารหัส เมื่อเทียบกับ 1.1 Spark 1.2 ปรับปรุงการสร้างโค้ด การดีบักที่ซับซ้อน ความเข้าใจฐานโค้ด และกระบวนการพัฒนาแบบครบวงจรอย่างมีนัยสําคัญ พร้อมทั้งขยายความหลากหลายของสภาพแวดล้อมการฝึกอบรม โมเดลนี้ได้รับการฝึกร่วมกับ Muse Code โดยผสานชุดเครื่องมือเพื่อเพิ่มประสิทธิภาพงานเขียนโค้ดรอบยาว เช่น การสร้างคลังสินค้าทั้งหมดและโครงการขนาดใหญ่แบบครบวงจร","category":"模型更新","source":"Simon Willison 博客","aggregationSource":"Simon Willison 博客","pageTitle":"Meta ได้ปล่อย Muse Code และ Muse Spark 1.2 โดยเน้นการเรียกเครื่องมือเอเจนต์แบบลําดับยาว - ข่าว AI Aioga","description":"Meta เปิดตัวเอเจนต์โปรแกรม Muse Code และอัปเดต Muse Spark 1.2 ให้เข้ารหัส เมื่อเทียบกับ 1.1 Spark 1.2 ปรับปรุงการสร้างโค้ด การดีบักที่ซับซ้อน ความเข้าใจฐานโค้ด และกระบวนการพัฒนาแบบ...","url":"https://www.aioga.com/th/news/cmsgt0s4w0gdqro5q24o58e7q/","contentTranslated":true,"sourceHash":"37b9837913e09f2a","translatedAt":"2026-08-06T01:26:01.251Z"},"pl":{"title":"Meta wydała Muse Code i Muse Spark 1.2, koncentrując się na długich sekwencjach narzędzi agentów","summary":"Meta uruchomiła agenta programistycznego Muse Code i zaktualizowała Muse Spark 1.2 do kodowania. W porównaniu do wersji 1.1, Spark 1.2 znacząco poprawia generowanie kodu, złożone debugowanie, zrozumienie bazy kodu oraz procesy end-to-end programistyczne, jednocześnie rozszerzając różnorodność środowisk treningowych. Model ten jest trenowany wspólnie z Muse Code, integrując jego zestaw narzędzi do optymalizacji zadań programistycznych o długim cyklu, takich jak generowanie pełnego magazynu czy duże projekty end-to-end.","category":"模型更新","source":"Simon Willison 博客","aggregationSource":"Simon Willison 博客","pageTitle":"Meta wydała Muse Code i Muse Spark 1.2, koncentrując się na długich sekwencjach narzędzi agentów - Aioga Wiadomości AI","description":"Meta uruchomiła agenta programistycznego Muse Code i zaktualizowała Muse Spark 1.2 do kodowania. W porównaniu do wersji 1.1, Spark 1.2 znacząco poprawia generowanie kodu, złożone d...","url":"https://www.aioga.com/pl/news/cmsgt0s4w0gdqro5q24o58e7q/","contentTranslated":true,"sourceHash":"37b9837913e09f2a","translatedAt":"2026-08-06T01:26:10.984Z"}}}}