{"@context":"https://schema.org","@type":"NewsArticle","generatedAt":"2026-08-11T09:21:12.743Z","headline":"Meta 发布 Muse Code 和 Muse Spark 1.2","description":"Meta 发布 Muse Code 和 Muse Spark 1.2。Muse Code 面向代码生成场景，Muse Spark 1.2 为更新版本。相关研究内容已在 research.meta.ai 公布，引发 Hacker News 社区关注，获得 100 个 HN 点赞。","url":"https://www.aioga.com/news/cmsgn3dvz0aktro5qqoi5fs58/","mainEntityOfPage":"https://www.aioga.com/news/cmsgn3dvz0aktro5qqoi5fs58/","datePublished":"2026-08-05T21:43:36.786Z","dateModified":"2026-08-05T21:43:36.786Z","inLanguage":"zh-CN","publisher":{"@type":"NewsMediaOrganization","name":"Aioga","url":"https://www.aioga.com"},"citation":["https://research.meta.ai/blog/introducing-muse-code-and-muse-spark-1-2","https://aihot.virxact.com/items/cmsgn3dvz0aktro5qqoi5fs58"],"canonicalUrl":"https://www.aioga.com/news/cmsgn3dvz0aktro5qqoi5fs58/","directAnswer":{"@type":"Answer","text":"Aioga 编辑摘要：Meta 发布 Muse Code 和 Muse Spark 1.2。 Aioga 将其归入「产品更新」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/cmsgn3dvz0aktro5qqoi5fs58/","dateCreated":"2026-08-05T21:43:36.786Z","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":"research.meta.ai source article","url":"https://research.meta.ai/blog/introducing-muse-code-and-muse-spark-1-2","datePublished":"2026-08-05T21:43:36.786Z","provider":{"@type":"Organization","name":"research.meta.ai","url":"https://research.meta.ai/blog/introducing-muse-code-and-muse-spark-1-2"}},{"@type":"CreativeWork","name":"AIHot archive record","url":"https://aihot.virxact.com/items/cmsgn3dvz0aktro5qqoi5fs58","datePublished":"2026-08-05T21:43:36.786Z","provider":{"@type":"Organization","name":"AIHot","url":"https://aihot.virxact.com/items/cmsgn3dvz0aktro5qqoi5fs58"}}],"aggregationSource":"Hacker News 热门（buzzing.cc 中文翻译）","originalPublisher":{"name":"research.meta.ai","url":"https://research.meta.ai/blog/introducing-muse-code-and-muse-spark-1-2"},"geoDeepAnswer":null,"article":{"id":"cmsgn3dvz0aktro5qqoi5fs58","slug":"cmsgn3dvz0aktro5qqoi5fs58","url":"https://www.aioga.com/news/cmsgn3dvz0aktro5qqoi5fs58/","title":"Meta 发布 Muse Code 和 Muse Spark 1.2","title_en":"Muse Code 和 Muse Spark 1.2","summary":"Meta 发布 Muse Code 和 Muse Spark 1.2。Muse Code 面向代码生成场景，Muse Spark 1.2 为更新版本。相关研究内容已在 research.meta.ai 公布，引发 Hacker News 社区关注，获得 100 个 HN 点赞。","source":"Hacker News 热门（buzzing.cc 中文翻译）","sourceUrl":"https://research.meta.ai/blog/introducing-muse-code-and-muse-spark-1-2","aiHotUrl":"https://aihot.virxact.com/items/cmsgn3dvz0aktro5qqoi5fs58","publishedAt":"2026-08-05T21:43:36.786Z","category":"产品更新","score":33,"selected":false,"articleBody":["We're excited to release Muse Code (beta), a terminal coding agent powered by Muse Spark 1.2, our newest model. This marks our next step toward the frontier, with larger and much more capable models on the way.","Muse Code takes on complex software engineering tasks across large repositories: planning changes, writing code, and validating the results. It can coordinate multiple persistent subagents for each task, solving difficult problems faster, more accurately, and with less intervention.","Muse Code operates with a simple agent loop plus a set of async background agents to enhance the main agent's capability. These specialized background agents remain active throughout each session, rather than being spawned for individual tasks, helping avoid redundant information gathering. They carry out next steps and choose when to communicate back to the main agent. Their persistence reduces latency and the need for steering on difficult, multi-step tasks.","Muse Code uses a local event log in which every model call, tool run, approval, and edit is appended. This single source of truth makes the runtime replay-exact and restart-safe: after a crash, the agent can resume precisely where it stopped. That ability lets Muse Code take on long-running tasks without being derailed by failures.","Muse Code ships with several default skills. /plan turns a task into an approval-gated plan, /grill stress-tests that plan until it holds up, and /goal works toward successful completion of the specified objective.","The user inputs a fly-through video of a home into the terminal as an mp4 file. Muse Code interprets the video and produces a visually rich vacation home marketing and booking page.","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.","For more details about our evaluations, see our report：/static/muse-spark-1-2-methodology.","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. It leverages planning to sequence work, goal conditioning to maintain direction, and context compaction to retain the knowledge needed to sustain progress.","We also used Muse Spark 1.1 to generate challenging coding environments and instruction-following templates. The model then graded candidate solutions on how well they satisfied those requirements, producing a scalable training dataset for Muse Spark 1.2. This self-improvement loop helped Muse Spark 1.2 follow complex instructions more precisely than its predecessor.","We tested the model's ability to iteratively optimize GPU kernels over 1,000+ tool calls (up to 24 hours). Leveraging Muse Code's agentic coding environment, the model writes, compiles, profiles, and progressively improves kernel performance relative to a provided baseline implementation. We benchmarked on KDA and MLA kernels for NVIDIA Hopper GPUs. The agent continues to achieve substantial improvements over the provided baseline implementation.","The baseline is the FLA Triton implementation of KDA. Models were prohibited from importing third-party kernel libraries such as FLA directly; instead, they had to apply specialized kernel-optimization knowledge to implement the algorithm in Triton, rather than wrap existing implementations. Muse Spark 1.2 paired a chunk-parallel preparation kernel with a sequential inter-chunk scan, combining standard fusion and tiling with KDA-specific optimizations such as re-centering the gated cumulative decay at the chunk midpoint.","We benchmark against a PyTorch reference implementation at batch size 1, number of heads 64, sequence length 8192, and latent dimension 512. Muse Spark 1.2 designed a two-kernel Triton pipeline for this workload, combining kernel fusion and tiling with MLA-specific optimizations such as reusing the shared KV latent as both K and V.","Muse Spark 1.2 is available today in Muse Code and in Meta Model API with expanded global access. We have a lot on the horizon, including new harness features and more powerful models. We can’t wait to see what you build!"],"articleImages":[{"sourceUrl":"https://research.meta.ai/_next/image?url=%2Farticles%2Fintroducing-muse-code-and-muse-spark-1-2%2Fevaluations%2Fterminal-bench-2-1-v1.png&w=3840&q=90&dpl=dpl_AeXrj8UUukFi4a24k5XmNk199hpp","alt":"Bar chart comparing Terminal-Bench 2.1 scores for Muse Spark 1.2 and other coding models.","afterParagraph":6,"url":"/media/articles/cmsgn3dvz0aktro5qqoi5fs58/679232ae4e52b9ae.webp"},{"sourceUrl":"https://research.meta.ai/_next/image?url=%2Farticles%2Fintroducing-muse-code-and-muse-spark-1-2%2Fevaluations%2Fdeepswe-1-1-v1.png&w=3840&q=90&dpl=dpl_AeXrj8UUukFi4a24k5XmNk199hpp","alt":"Bar chart comparing DeepSWE 1.1 scores for Muse Spark 1.2 and other coding models.","afterParagraph":6,"url":"/media/articles/cmsgn3dvz0aktro5qqoi5fs58/35677fc225b3b783.webp"},{"sourceUrl":"https://research.meta.ai/_next/image?url=%2Farticles%2Fintroducing-muse-code-and-muse-spark-1-2%2Fevaluations%2Fmeta-internal-coding-bench-v1.png&w=3840&q=90&dpl=dpl_AeXrj8UUukFi4a24k5XmNk199hpp","alt":"Bar chart comparing Meta Internal Coding Bench scores for Muse Spark 1.2 and other coding models.","afterParagraph":6,"url":"/media/articles/cmsgn3dvz0aktro5qqoi5fs58/09d486819f890ce3.webp"},{"sourceUrl":"https://research.meta.ai/_next/image?url=%2Farticles%2Fintroducing-muse-code-and-muse-spark-1-2%2Fkernel-optimization%2Fkda-speedup-v1.png&w=3840&q=90&dpl=dpl_AeXrj8UUukFi4a24k5XmNk199hpp","alt":"Chart comparing KDA kernel speedup against the baseline over cumulative tool calls for Muse Spark 1.2 and other models.","afterParagraph":11,"url":"/media/articles/cmsgn3dvz0aktro5qqoi5fs58/aab559574bf29ab4.webp"}],"mediaStatus":"ok","articleBodyZh":["我们很高兴发布 Muse Code（测试版），这是一款由我们最新模型 Muse Spark 1.2 驱动的终端编程代理。这标志着我们向前迈出的下一步，未来还将推出更大、更强大的模型。","Muse Code 可以处理大型代码库中的复杂软件工程任务：规划变更、编写代码以及验证结果。它可以为每项任务协调多个持久化子代理，更快、更准确地解决难题，并减少人工干预。","Muse Code 使用简单的代理循环加上一组异步后台代理来增强主代理的能力。这些专门的背景代理在每个会话期间保持活跃，而不是针对单个任务临时生成，从而帮助避免重复的信息收集。它们执行下一步操作，并在适当时选择回馈给主代理。其持久性降低了延迟，并减少了在复杂多步任务中对指导的需求。","Muse Code 使用本地事件日志，将每次模型调用、工具运行、审批和编辑追加记录。这个唯一的真实来源使运行时重放精确且可安全重启：在崩溃后，代理可以精确地从中断处恢复。这个能力让 Muse Code 能够承担长期任务而不被故障打断。","Muse Code 自带几项默认技能。/plan 将任务转化为需审批的计划，/grill 对该计划进行压力测试直至稳定，/goal 致力于成功完成指定目标。","用户将房屋的飞越视频作为 mp4 文件输入终端。Muse Code 解析视频并生成视觉丰富的度假屋营销与预订页面。","Muse Spark 1.2 是针对 Muse Spark 1.1 的编程优化更新，在代码生成、复杂调试、代码库理解以及端到端开发者工作流方面都有改进。在 Muse Spark 1.2 中，我们显著提升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方面依然保持强大能力。","有关我们评估的更多细节，请参阅我们的报告：/static/muse-spark-1-2-methodology。","我们将 Muse Spark 1.2 与 Muse Code 共同训练，以确保在配对使用时模型能够展现出最佳性能和编码可用性。训练包括对拒绝采样的 harness 路径和目标、压缩及子代理的配方优化，同时集成 Muse Code 工具集以最大化 harness 的兼容性。","Muse Spark 1.2 在长期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。它利用规划来安排工作顺序，利用目标条件保持方向，并通过上下文压缩保留完成任务所需的知识。","我们还使用 Muse Spark 1.1 生成具有挑战性的编码环境和遵循指令的模板。然后，模型对候选解决方案如何满足这些要求进行评分，从而为 Muse Spark 1.2 生成可扩展的训练数据集。这一自我改进循环帮助 Muse Spark 1.2 比其前身更精确地遵循复杂指令。","我们测试了模型在超过 1000 次工具调用（最长 24 小时）中迭代优化 GPU 内核的能力。利用 Muse Code 的自主编码环境，模型可以编写、编译、分析并逐步改进内核性能，相对于提供的基准实现。我们在 NVIDIA Hopper GPU 上对 KDA 和 MLA 内核进行了基准测试。代理在提供的基准实现基础上继续实现显著改进。","基准是 KDA 的 FLA Triton 实现。模型被禁止直接导入第三方内核库如 FLA；相反，它们必须应用专门的内核优化知识，在 Triton 中实现算法，而不是封装现有实现。Muse Spark 1.2 将块并行准备内核与顺序块间扫描结合，融合了标准融合和切分技术，同时进行 KDA 特定优化，例如在块中点重新中心化门控累积衰减。","我们在批量大小为1、注意力头数为64、序列长度为8192、潜变量维度为512的情况下，对比了一个 PyTorch 参考实现的基准性能。Muse Spark 1.2 为这一工作负载设计了一个包含两个内核的 Triton 流水线，结合了内核融合和划分，以及 MLA 专用优化，例如重用共享的 KV 潜变量同时作为 K 和 V。","Muse Spark 1.2 今天已经在 Muse Code 和 Meta Model API 中发布，并扩展了全球访问权限。我们未来还有很多计划，包括新的测试功能和更强大的模型。我们迫不及待想看看你会创造什么！"],"translationStatus":"translated","bodyOrigin":"source-page","editorial":{"summary":"Aioga 编辑摘要：Meta 发布 Muse Code 和 Muse Spark 1.2。 Aioga 将其归入「产品更新」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：产品与工具类动态的价值取决于它是否解决明确场景、能否进入工作流，以及交付、价格和数据安全是否可接受。","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：继续观察产品是否开放使用、用户反馈、定价、集成能力和后续版本更新。","evidenceRefs":["title","summary","articleBody"],"confidence":"medium","status":"published","aiGenerated":false,"autoApproved":true,"generatedBy":"rule-safe-fallback","generatedAt":"2026-08-11T09:23:27.656Z","sourceHash":"706c2fd5baa00c76","validation":{"passed":true,"mode":"rule-safe-fallback","checks":["schema","length","source-attribution","no-html"]}},"tags":["产品更新","Hacker News 热门（buzzing.cc 中文翻译）"],"translations":{"zh-CN":{"title":"Meta 发布 Muse Code 和 Muse Spark 1.2","summary":"Meta 发布 Muse Code 和 Muse Spark 1.2。Muse Code 面向代码生成场景，Muse Spark 1.2 为更新版本。相关研究内容已在 research.meta.ai 公布，引发 Hacker News 社区关注，获得 100 个 HN 点赞。","category":"产品更新","source":"research.meta.ai","aggregationSource":"Hacker News 热门（buzzing.cc 中文翻译）","pageTitle":"Meta 发布 Muse Code 和 Muse Spark 1.2 - Aioga AI资讯","description":"Meta 发布 Muse Code 和 Muse Spark 1.2。Muse Code 面向代码生成场景，Muse Spark 1.2 为更新版本。相关研究内容已在 research.meta.ai 公布，引发 Hacker News 社区关注，获得 100 个 HN 点赞。","url":"https://www.aioga.com/news/cmsgn3dvz0aktro5qqoi5fs58/","articleBody":["我们很高兴发布 Muse Code（测试版），这是一款由我们最新模型 Muse Spark 1.2 驱动的终端编程代理。这标志着我们向前迈出的下一步，未来还将推出更大、更强大的模型。","Muse Code 可以处理大型代码库中的复杂软件工程任务：规划变更、编写代码以及验证结果。它可以为每项任务协调多个持久化子代理，更快、更准确地解决难题，并减少人工干预。","Muse Code 使用简单的代理循环加上一组异步后台代理来增强主代理的能力。这些专门的背景代理在每个会话期间保持活跃，而不是针对单个任务临时生成，从而帮助避免重复的信息收集。它们执行下一步操作，并在适当时选择回馈给主代理。其持久性降低了延迟，并减少了在复杂多步任务中对指导的需求。","Muse Code 使用本地事件日志，将每次模型调用、工具运行、审批和编辑追加记录。这个唯一的真实来源使运行时重放精确且可安全重启：在崩溃后，代理可以精确地从中断处恢复。这个能力让 Muse Code 能够承担长期任务而不被故障打断。","Muse Code 自带几项默认技能。/plan 将任务转化为需审批的计划，/grill 对该计划进行压力测试直至稳定，/goal 致力于成功完成指定目标。","用户将房屋的飞越视频作为 mp4 文件输入终端。Muse Code 解析视频并生成视觉丰富的度假屋营销与预订页面。","Muse Spark 1.2 是针对 Muse Spark 1.1 的编程优化更新，在代码生成、复杂调试、代码库理解以及端到端开发者工作流方面都有改进。在 Muse Spark 1.2 中，我们显著提升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方面依然保持强大能力。","有关我们评估的更多细节，请参阅我们的报告：/static/muse-spark-1-2-methodology。","我们将 Muse Spark 1.2 与 Muse Code 共同训练，以确保在配对使用时模型能够展现出最佳性能和编码可用性。训练包括对拒绝采样的 harness 路径和目标、压缩及子代理的配方优化，同时集成 Muse Code 工具集以最大化 harness 的兼容性。","Muse Spark 1.2 在长期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。它利用规划来安排工作顺序，利用目标条件保持方向，并通过上下文压缩保留完成任务所需的知识。","我们还使用 Muse Spark 1.1 生成具有挑战性的编码环境和遵循指令的模板。然后，模型对候选解决方案如何满足这些要求进行评分，从而为 Muse Spark 1.2 生成可扩展的训练数据集。这一自我改进循环帮助 Muse Spark 1.2 比其前身更精确地遵循复杂指令。","我们测试了模型在超过 1000 次工具调用（最长 24 小时）中迭代优化 GPU 内核的能力。利用 Muse Code 的自主编码环境，模型可以编写、编译、分析并逐步改进内核性能，相对于提供的基准实现。我们在 NVIDIA Hopper GPU 上对 KDA 和 MLA 内核进行了基准测试。代理在提供的基准实现基础上继续实现显著改进。","基准是 KDA 的 FLA Triton 实现。模型被禁止直接导入第三方内核库如 FLA；相反，它们必须应用专门的内核优化知识，在 Triton 中实现算法，而不是封装现有实现。Muse Spark 1.2 将块并行准备内核与顺序块间扫描结合，融合了标准融合和切分技术，同时进行 KDA 特定优化，例如在块中点重新中心化门控累积衰减。","我们在批量大小为1、注意力头数为64、序列长度为8192、潜变量维度为512的情况下，对比了一个 PyTorch 参考实现的基准性能。Muse Spark 1.2 为这一工作负载设计了一个包含两个内核的 Triton 流水线，结合了内核融合和划分，以及 MLA 专用优化，例如重用共享的 KV 潜变量同时作为 K 和 V。","Muse Spark 1.2 今天已经在 Muse Code 和 Meta Model API 中发布，并扩展了全球访问权限。我们未来还有很多计划，包括新的测试功能和更强大的模型。我们迫不及待想看看你会创造什么！"]},"en":{"title":"Meta releases Muse Code and Muse Spark 1.2","summary":"Meta released Muse Code and Muse Spark 1.2. Muse Code is aimed at code generation scenarios, and Muse Spark 1.2 is an updated version. The related research has been published on research.meta.ai, attracting attention from the Hacker News community and receiving 100 HN upvotes.","category":"Products","source":"Hacker News 热门（buzzing.cc 中文翻译）","aggregationSource":"Hacker News 热门（buzzing.cc 中文翻译）","pageTitle":"Meta releases Muse Code and Muse Spark 1.2 - Aioga AI News","description":"Meta released Muse Code and Muse Spark 1.2. Muse Code is aimed at code generation scenarios, and Muse Spark 1.2 is an updated version. The related research has been published on re...","url":"https://www.aioga.com/en/news/cmsgn3dvz0aktro5qqoi5fs58/","contentTranslated":true,"sourceHash":"9415bdce42532ee0","translatedAt":"2026-08-05T23:02:22.709Z"},"ja":{"title":"Meta、Muse Code と Muse Spark 1.2 を公開","summary":"MetaはMuse CodeとMuse Spark 1.2を発表しました。Muse Codeはコード生成のシナリオ向けで、Muse Spark 1.2は更新バージョンです。関連研究内容はresearch.meta.aiで公開され、Hacker Newsコミュニティの注目を集め、100のHNいいねを獲得しました。","category":"製品更新","source":"Hacker News 热门（buzzing.cc 中文翻译）","aggregationSource":"Hacker News 热门（buzzing.cc 中文翻译）","pageTitle":"Meta、Muse Code と Muse Spark 1.2 を公開 - Aioga AIニュース","description":"MetaはMuse CodeとMuse Spark 1.2を発表しました。Muse Codeはコード生成のシナリオ向けで、Muse Spark 1.2は更新バージョンです。関連研究内容はresearch.meta.aiで公開され、Hacker Newsコミュニティの注目を集め、100のHNいいねを獲得しました。","url":"https://www.aioga.com/ja/news/cmsgn3dvz0aktro5qqoi5fs58/","contentTranslated":true,"sourceHash":"9415bdce42532ee0","translatedAt":"2026-08-05T23:02:29.371Z"},"ko":{"title":"Meta가 Muse Code와 Muse Spark 1.2를 출시했습니다","summary":"Meta가 Muse Code와 Muse Spark 1.2를 발표했습니다. Muse Code는 코드 생성 시나리오를 대상으로 하며, Muse Spark 1.2는 업데이트된 버전입니다. 관련 연구 내용은 research.meta.ai에 공개되었고, Hacker News 커뮤니티의 주목을 받아 100개의 HN 좋아요를 받았습니다.","category":"제품 업데이트","source":"Hacker News 热门（buzzing.cc 中文翻译）","aggregationSource":"Hacker News 热门（buzzing.cc 中文翻译）","pageTitle":"Meta가 Muse Code와 Muse Spark 1.2를 출시했습니다 - Aioga AI 뉴스","description":"Meta가 Muse Code와 Muse Spark 1.2를 발표했습니다. Muse Code는 코드 생성 시나리오를 대상으로 하며, Muse Spark 1.2는 업데이트된 버전입니다. 관련 연구 내용은 research.meta.ai에 공개되었고, Hacker News 커뮤니티의 주목을 받아 100개의 HN 좋아요를 받았습니...","url":"https://www.aioga.com/ko/news/cmsgn3dvz0aktro5qqoi5fs58/","contentTranslated":true,"sourceHash":"9415bdce42532ee0","translatedAt":"2026-08-05T23:03:16.492Z"},"es":{"title":"Meta lanza Muse Code y Muse Spark 1.2","summary":"Meta lanza Muse Code y Muse Spark 1.2. Muse Code está orientado a escenarios de generación de código, Muse Spark 1.2 es una versión actualizada. El contenido de la investigación se ha publicado en research.meta.ai, lo que ha generado atención en la comunidad de Hacker News, obteniendo 100 me gusta en HN.","category":"Productos","source":"Hacker News 热门（buzzing.cc 中文翻译）","aggregationSource":"Hacker News 热门（buzzing.cc 中文翻译）","pageTitle":"Meta lanza Muse Code y Muse Spark 1.2 - Aioga Noticias de IA","description":"Meta lanza Muse Code y Muse Spark 1.2. Muse Code está orientado a escenarios de generación de código, Muse Spark 1.2 es una versión actualizada. El contenido de la investigación se...","url":"https://www.aioga.com/es/news/cmsgn3dvz0aktro5qqoi5fs58/","contentTranslated":true,"sourceHash":"9415bdce42532ee0","translatedAt":"2026-08-05T23:03:05.425Z"},"fr":{"title":"Meta publie Muse Code et Muse Spark 1.2","summary":"Meta a publié Muse Code et Muse Spark 1.2. Muse Code est destiné aux scénarios de génération de code, Muse Spark 1.2 est une version mise à jour. Les recherches correspondantes ont été publiées sur research.meta.ai, suscitant l'intérêt de la communauté Hacker News et obtenant 100 votes positifs sur HN.","category":"Produits","source":"Hacker News 热门（buzzing.cc 中文翻译）","aggregationSource":"Hacker News 热门（buzzing.cc 中文翻译）","pageTitle":"Meta publie Muse Code et Muse Spark 1.2 - Aioga Actualités IA","description":"Meta a publié Muse Code et Muse Spark 1.2. Muse Code est destiné aux scénarios de génération de code, Muse Spark 1.2 est une version mise à jour. Les recherches correspondantes ont...","url":"https://www.aioga.com/fr/news/cmsgn3dvz0aktro5qqoi5fs58/","contentTranslated":true,"sourceHash":"9415bdce42532ee0","translatedAt":"2026-08-05T23:03:54.011Z"},"de":{"title":"Meta veröffentlicht Muse Code und Muse Spark 1.2","summary":"Meta veröffentlicht Muse Code und Muse Spark 1.2. Muse Code richtet sich an Szenarien zur Codegenerierung, Muse Spark 1.2 ist eine aktualisierte Version. Relevante Forschungsinhalte wurden auf research.meta.ai veröffentlicht, was in der Hacker News-Community Aufmerksamkeit erregte und 100 HN-Likes erhielt.","category":"产品更新","source":"Hacker News 热门（buzzing.cc 中文翻译）","aggregationSource":"Hacker News 热门（buzzing.cc 中文翻译）","pageTitle":"Meta veröffentlicht Muse Code und Muse Spark 1.2 - Aioga KI-News","description":"Meta veröffentlicht Muse Code und Muse Spark 1.2. Muse Code richtet sich an Szenarien zur Codegenerierung, Muse Spark 1.2 ist eine aktualisierte Version. Relevante Forschungsinhalt...","url":"https://www.aioga.com/de/news/cmsgn3dvz0aktro5qqoi5fs58/","contentTranslated":true,"sourceHash":"9415bdce42532ee0","translatedAt":"2026-08-05T23:03:53.779Z"},"pt-BR":{"title":"Meta lança Muse Code e Muse Spark 1.2","summary":"Meta lançou Muse Code e Muse Spark 1.2. Muse Code é voltado para cenários de geração de código, e Muse Spark 1.2 é a versão atualizada. Os conteúdos de pesquisa relacionados foram publicados em research.meta.ai, despertando a atenção da comunidade Hacker News, recebendo 100 curtidas no HN.","category":"产品更新","source":"Hacker News 热门（buzzing.cc 中文翻译）","aggregationSource":"Hacker News 热门（buzzing.cc 中文翻译）","pageTitle":"Meta lança Muse Code e Muse Spark 1.2 - Aioga Notícias de IA","description":"Meta lançou Muse Code e Muse Spark 1.2. Muse Code é voltado para cenários de geração de código, e Muse Spark 1.2 é a versão atualizada. Os conteúdos de pesquisa relacionados foram...","url":"https://www.aioga.com/pt-BR/news/cmsgn3dvz0aktro5qqoi5fs58/","contentTranslated":true,"sourceHash":"9415bdce42532ee0","translatedAt":"2026-08-05T23:04:37.020Z"},"ru":{"title":"Meta выпустила Muse Code и Muse Spark 1.2","summary":"Meta выпустила Muse Code и Muse Spark 1.2. Muse Code предназначен для сценариев генерации кода, Muse Spark 1.2 является обновленной версией. Соответствующие исследовательские материалы опубликованы на research.meta.ai, вызвали интерес сообщества Hacker News и получили 100 лайков на HN.","category":"产品更新","source":"Hacker News 热门（buzzing.cc 中文翻译）","aggregationSource":"Hacker News 热门（buzzing.cc 中文翻译）","pageTitle":"Meta выпустила Muse Code и Muse Spark 1.2 - Aioga Новости ИИ","description":"Meta выпустила Muse Code и Muse Spark 1.2. Muse Code предназначен для сценариев генерации кода, Muse Spark 1.2 является обновленной версией. Соответствующие исследовательские матер...","url":"https://www.aioga.com/ru/news/cmsgn3dvz0aktro5qqoi5fs58/","contentTranslated":true,"sourceHash":"9415bdce42532ee0","translatedAt":"2026-08-05T23:04:46.380Z"},"ar":{"title":"أطلقت ميتا Muse Code و Muse Spark 1.2","summary":"أصدرت Meta كل من Muse Code و Muse Spark 1.2. Muse Code مخصص لمواقف توليد الكود، وMuse Spark 1.2 هو الإصدار المحدث. تم نشر المحتوى البحثي ذي الصلة على research.meta.ai، مما جذب اهتمام مجتمع Hacker News وحصل على 100 إعجاب على HN.","category":"产品更新","source":"Hacker News 热门（buzzing.cc 中文翻译）","aggregationSource":"Hacker News 热门（buzzing.cc 中文翻译）","pageTitle":"أطلقت ميتا Muse Code و Muse Spark 1.2 - Aioga أخبار الذكاء الاصطناعي","description":"أصدرت Meta كل من Muse Code و Muse Spark 1.2. Muse Code مخصص لمواقف توليد الكود، وMuse Spark 1.2 هو الإصدار المحدث. تم نشر المحتوى البحثي ذي الصلة على research.meta.ai، مما جذب اهتم...","url":"https://www.aioga.com/ar/news/cmsgn3dvz0aktro5qqoi5fs58/","contentTranslated":true,"sourceHash":"9415bdce42532ee0","translatedAt":"2026-08-05T23:05:37.466Z"},"hi":{"title":"Meta ने Muse Code और Muse Spark 1.2 जारी किया","summary":"मेटा ने Muse Code और Muse Spark 1.2 जारी किया। Muse Code कोड जनरेशन परिदृश्यों के लिए है, Muse Spark 1.2 एक अपडेटेड संस्करण है। संबंधित शोध सामग्री research.meta.ai पर प्रकाशित की गई है, जिसने Hacker News समुदाय का ध्यान आकर्षित किया और 100 HN लाइक्स प्राप्त किए।","category":"产品更新","source":"Hacker News 热门（buzzing.cc 中文翻译）","aggregationSource":"Hacker News 热门（buzzing.cc 中文翻译）","pageTitle":"Meta ने Muse Code और Muse Spark 1.2 जारी किया - Aioga AI समाचार","description":"मेटा ने Muse Code और Muse Spark 1.2 जारी किया। Muse Code कोड जनरेशन परिदृश्यों के लिए है, Muse Spark 1.2 एक अपडेटेड संस्करण है। संबंधित शोध सामग्री research.meta.ai पर प्रकाशित की...","url":"https://www.aioga.com/hi/news/cmsgn3dvz0aktro5qqoi5fs58/","contentTranslated":true,"sourceHash":"9415bdce42532ee0","translatedAt":"2026-08-05T23:05:39.879Z"},"it":{"title":"Meta rilascia Muse Code e Muse Spark 1.2","summary":"Meta ha pubblicato Muse Code e Muse Spark 1.2. Muse Code è destinato agli scenari di generazione di codice, mentre Muse Spark 1.2 è una versione aggiornata. I contenuti di ricerca correlati sono stati pubblicati su research.meta.ai, suscitando l'attenzione della comunità di Hacker News e ottenendo 100 voti positivi su HN.","category":"产品更新","source":"Hacker News 热门（buzzing.cc 中文翻译）","aggregationSource":"Hacker News 热门（buzzing.cc 中文翻译）","pageTitle":"Meta rilascia Muse Code e Muse Spark 1.2 - Aioga Notizie IA","description":"Meta ha pubblicato Muse Code e Muse Spark 1.2. Muse Code è destinato agli scenari di generazione di codice, mentre Muse Spark 1.2 è una versione aggiornata. I contenuti di ricerca...","url":"https://www.aioga.com/it/news/cmsgn3dvz0aktro5qqoi5fs58/","contentTranslated":true,"sourceHash":"9415bdce42532ee0","translatedAt":"2026-08-05T23:06:30.125Z"},"nl":{"title":"Meta lanceert Muse Code en Muse Spark 1.2","summary":"Meta heeft Muse Code en Muse Spark 1.2 uitgebracht. Muse Code is gericht op codegeneratiescenario's, en Muse Spark 1.2 is een bijgewerkte versie. Relevante onderzoeksinhoud is gepubliceerd op research.meta.ai, wat de aandacht van de Hacker News-gemeenschap trok en 100 HN-likes opleverde.","category":"产品更新","source":"Hacker News 热门（buzzing.cc 中文翻译）","aggregationSource":"Hacker News 热门（buzzing.cc 中文翻译）","pageTitle":"Meta lanceert Muse Code en Muse Spark 1.2 - Aioga AI-nieuws","description":"Meta heeft Muse Code en Muse Spark 1.2 uitgebracht. Muse Code is gericht op codegeneratiescenario's, en Muse Spark 1.2 is een bijgewerkte versie. Relevante onderzoeksinhoud is gepu...","url":"https://www.aioga.com/nl/news/cmsgn3dvz0aktro5qqoi5fs58/","contentTranslated":true,"sourceHash":"9415bdce42532ee0","translatedAt":"2026-08-05T23:06:23.710Z"},"tr":{"title":"Meta, Muse Code ve Muse Spark 1.2'yi yayınladı","summary":"Meta, Muse Code ve Muse Spark 1.2'yi yayınladı. Muse Code, kod üretme senaryolarına yöneliktir, Muse Spark 1.2 ise güncellenmiş bir versiyondur. İlgili araştırma içeriği research.meta.ai sitesinde yayınlandı ve Hacker News topluluğunun ilgisini çekti, 100 HN beğenisi aldı.","category":"产品更新","source":"Hacker News 热门（buzzing.cc 中文翻译）","aggregationSource":"Hacker News 热门（buzzing.cc 中文翻译）","pageTitle":"Meta, Muse Code ve Muse Spark 1.2'yi yayınladı - Aioga AI Haberleri","description":"Meta, Muse Code ve Muse Spark 1.2'yi yayınladı. Muse Code, kod üretme senaryolarına yöneliktir, Muse Spark 1.2 ise güncellenmiş bir versiyondur. İlgili araştırma içeriği research.m...","url":"https://www.aioga.com/tr/news/cmsgn3dvz0aktro5qqoi5fs58/","contentTranslated":true,"sourceHash":"9415bdce42532ee0","translatedAt":"2026-08-05T23:07:08.992Z"},"vi":{"title":"Meta phát hành Muse Code và Muse Spark 1.2","summary":"Meta phát hành Muse Code và Muse Spark 1.2. Muse Code hướng tới các kịch bản tạo mã, Muse Spark 1.2 là phiên bản cập nhật. Nội dung nghiên cứu liên quan đã được công bố trên research.meta.ai, thu hút sự quan tâm của cộng đồng Hacker News, nhận được 100 lượt thích trên HN.","category":"产品更新","source":"Hacker News 热门（buzzing.cc 中文翻译）","aggregationSource":"Hacker News 热门（buzzing.cc 中文翻译）","pageTitle":"Meta phát hành Muse Code và Muse Spark 1.2 - Tin tức AI Aioga","description":"Meta phát hành Muse Code và Muse Spark 1.2. Muse Code hướng tới các kịch bản tạo mã, Muse Spark 1.2 là phiên bản cập nhật. Nội dung nghiên cứu liên quan đã được công bố trên resear...","url":"https://www.aioga.com/vi/news/cmsgn3dvz0aktro5qqoi5fs58/","contentTranslated":true,"sourceHash":"9415bdce42532ee0","translatedAt":"2026-08-05T23:07:15.171Z"},"id":{"title":"Meta Merilis Muse Code dan Muse Spark 1.2","summary":"Meta merilis Muse Code dan Muse Spark 1.2. Muse Code ditujukan untuk skenario generasi kode, Muse Spark 1.2 adalah versi yang diperbarui. Konten penelitian terkait telah dipublikasikan di research.meta.ai, menarik perhatian komunitas Hacker News, mendapatkan 100 like HN.","category":"产品更新","source":"Hacker News 热门（buzzing.cc 中文翻译）","aggregationSource":"Hacker News 热门（buzzing.cc 中文翻译）","pageTitle":"Meta Merilis Muse Code dan Muse Spark 1.2 - Berita AI Aioga","description":"Meta merilis Muse Code dan Muse Spark 1.2. Muse Code ditujukan untuk skenario generasi kode, Muse Spark 1.2 adalah versi yang diperbarui. Konten penelitian terkait telah dipublikas...","url":"https://www.aioga.com/id/news/cmsgn3dvz0aktro5qqoi5fs58/","contentTranslated":true,"sourceHash":"9415bdce42532ee0","translatedAt":"2026-08-05T23:07:54.561Z"},"th":{"title":"Meta เปิดตัว Muse Code และ Muse Spark 1.2","summary":"Meta เปิดตัว Muse Code และ Muse Spark 1.2 Muse Code มุ่งเน้นไปที่ฉากการสร้างโค้ด Muse Spark 1.2 เป็นเวอร์ชันปรับปรุง เนื้อหาการวิจัยที่เกี่ยวข้องได้ถูกเผยแพร่บน research.meta.ai ดึงดูดความสนใจของชุมชน Hacker News และได้รับ 100 ไลค์จาก HN","category":"产品更新","source":"Hacker News 热门（buzzing.cc 中文翻译）","aggregationSource":"Hacker News 热门（buzzing.cc 中文翻译）","pageTitle":"Meta เปิดตัว Muse Code และ Muse Spark 1.2 - ข่าว AI Aioga","description":"Meta เปิดตัว Muse Code และ Muse Spark 1.2 Muse Code มุ่งเน้นไปที่ฉากการสร้างโค้ด Muse Spark 1.2 เป็นเวอร์ชันปรับปรุง เนื้อหาการวิจัยที่เกี่ยวข้องได้ถูกเผยแพร่บน research.meta.ai ดึ...","url":"https://www.aioga.com/th/news/cmsgn3dvz0aktro5qqoi5fs58/","contentTranslated":true,"sourceHash":"9415bdce42532ee0","translatedAt":"2026-08-05T23:08:08.706Z"},"pl":{"title":"Meta wydaje Muse Code i Muse Spark 1.2","summary":"Meta opublikowało Muse Code i Muse Spark 1.2. Muse Code jest przeznaczony do scenariuszy generowania kodu, Muse Spark 1.2 jest nowszą wersją. Powiązane treści badawcze zostały opublikowane na research.meta.ai, wzbudzając zainteresowanie społeczności Hacker News i zdobywając 100 punktów HN.","category":"产品更新","source":"Hacker News 热门（buzzing.cc 中文翻译）","aggregationSource":"Hacker News 热门（buzzing.cc 中文翻译）","pageTitle":"Meta wydaje Muse Code i Muse Spark 1.2 - Aioga Wiadomości AI","description":"Meta opublikowało Muse Code i Muse Spark 1.2. Muse Code jest przeznaczony do scenariuszy generowania kodu, Muse Spark 1.2 jest nowszą wersją. Powiązane treści badawcze zostały opub...","url":"https://www.aioga.com/pl/news/cmsgn3dvz0aktro5qqoi5fs58/","contentTranslated":true,"sourceHash":"9415bdce42532ee0","translatedAt":"2026-08-05T23:08:56.204Z"}}}}