{"@context":"https://schema.org","@type":"NewsArticle","generatedAt":"2026-08-11T09:21:12.743Z","headline":"Meta 发布 Muse Spark 1.2 与首个编程智能体 Muse Code，以数据换低价","description":"Meta 发布 Muse Spark 1.2 模型及首个专用编程智能体 Muse Code，最低档输出 token 仅 20 美分/百万，但需共享数据用于模型改进。模型在代码生成、调试和大代码库推理上较 1.1 提升，但基准测试未完全追平 Grok 4.5、Claude Opus 5 等顶尖模型。Muse Code 支持 /plan、/grill 等模式，并具备崩溃后精确恢复的快速续跑功能。","url":"https://www.aioga.com/news/cmshi873g0eyironk5dez5vld/","mainEntityOfPage":"https://www.aioga.com/news/cmshi873g0eyironk5dez5vld/","datePublished":"2026-08-06T12:31:52.000Z","dateModified":"2026-08-06T12:31:52.000Z","inLanguage":"zh-CN","publisher":{"@type":"NewsMediaOrganization","name":"Aioga","url":"https://www.aioga.com"},"citation":["https://the-decoder.com/the-company-that-made-open-weights-mainstream-now-competes-on-discounts","https://aihot.virxact.com/items/cmshi873g0eyironk5dez5vld"],"canonicalUrl":"https://www.aioga.com/news/cmshi873g0eyironk5dez5vld/","directAnswer":{"@type":"Answer","text":"Meta 发布 Muse Spark 1.2 及首个专用编程智能体 Muse Code。Spark 1.2 重点强化代码生成、调试和大型代码库推理，最低档输出价格为每百万 token 20 美分，但用户需共享数据用于模型改进。","url":"https://www.aioga.com/news/cmshi873g0eyironk5dez5vld/","dateCreated":"2026-08-06T12:31:52.000Z","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":"the-decoder.com source article","url":"https://the-decoder.com/the-company-that-made-open-weights-mainstream-now-competes-on-discounts","datePublished":"2026-08-06T12:31:52.000Z","provider":{"@type":"Organization","name":"the-decoder.com","url":"https://the-decoder.com/the-company-that-made-open-weights-mainstream-now-competes-on-discounts"}},{"@type":"CreativeWork","name":"AIHot archive record","url":"https://aihot.virxact.com/items/cmshi873g0eyironk5dez5vld","datePublished":"2026-08-06T12:31:52.000Z","provider":{"@type":"Organization","name":"AIHot","url":"https://aihot.virxact.com/items/cmshi873g0eyironk5dez5vld"}}],"aggregationSource":"The Decoder：AI News（RSS）","originalPublisher":{"name":"the-decoder.com","url":"https://the-decoder.com/the-company-that-made-open-weights-mainstream-now-competes-on-discounts"},"geoDeepAnswer":null,"article":{"id":"cmshi873g0eyironk5dez5vld","slug":"cmshi873g0eyironk5dez5vld","url":"https://www.aioga.com/news/cmshi873g0eyironk5dez5vld/","title":"Meta 发布 Muse Spark 1.2 与首个编程智能体 Muse Code，以数据换低价","title_en":"The company that made open weights mainstream now competes on discounts","summary":"Meta 发布 Muse Spark 1.2 模型及首个专用编程智能体 Muse Code，最低档输出 token 仅 20 美分/百万，但需共享数据用于模型改进。模型在代码生成、调试和大代码库推理上较 1.1 提升，但基准测试未完全追平 Grok 4.5、Claude Opus 5 等顶尖模型。Muse Code 支持 /plan、/grill 等模式，并具备崩溃后精确恢复的快速续跑功能。","source":"The Decoder：AI News（RSS）","sourceUrl":"https://the-decoder.com/the-company-that-made-open-weights-mainstream-now-competes-on-discounts","aiHotUrl":"https://aihot.virxact.com/items/cmshi873g0eyironk5dez5vld","publishedAt":"2026-08-06T12:31:52.000Z","category":"模型更新","score":66,"selected":false,"articleBody":["Meta released its new Muse Spark 1.2 model along with its first dedicated coding agent. The cheapest tier runs 20 cents per million output tokens, but users pay for it with their data. And the benchmarks have a glaring gap.","Muse Spark 1.2 is primarily a coding upgrade to Muse Spark 1.1, which shipped earlier this year, according to Meta. The company claims improvements in code generation, debugging, and the ability to reason over large codebases. Meta put more compute into training on programming tasks and scaled up the number of training environments.","The model was trained mainly on long-running tasks like generating entire repositories or conducting independent research. To stay on track during these extended sessions, it plans steps ahead, works toward a fixed goal, and compresses its prior context instead of cutting it off.","Some of the training data came from the predecessor model itself. Muse Spark 1.1 generated programming tasks and instruction templates, then scored how well attempted solutions met the requirements. Meta says this process helps 1.2 follow complex instructions more accurately than its predecessor.","Meta cites Terminal-Bench 2.1, DeepSWE v1.1, and 440 tasks from its own codebase as evidence, comparing Spark 1.2 against Grok 4.5, Claude Opus 5, GPT-5.6 Terra (not OpenAI's stronger Sol model), and Gemini 3.6 Flash. Spark 1.2 shows a clear step up from Spark 1.1 but doesn't always close the gap to the top performers.","Meta's own methodology：https://research.meta.ai/static/muse-spark-1-2-methodology acknowledges that the test setup wasn't tuned for competing models and may not reflect their best results. A look at other leaderboards confirms this: Opus 5, for instance, scores about two percentage points higher elsewhere than in Meta's charts. Kimi K3 also shows up in Meta's methodology document. The company says it tested against the open model, but K3 is missing from the published benchmarks. On Terminal-Bench 2.1, K3 trails Opus 5 by only a slim margin and sits well ahead of Spark 1.2.","The DeepSWE runs also can't be compared directly to the official leaderboard because each model ran inside its own agent. That's because Meta now ships its own alternative to Claude Code and OpenAI's Codex alongside the new model.","Muse Code runs in the terminal and installs with a single command, just like Claude Code and OpenAI's Codex. The planning mode will feel familiar too: \"/plan\" generates a plan that the user has to approve. Less common is the counterpart \"/grill,\" which stress-tests the plan for weaknesses before execution. There's also \"/goal,\" which drives the agent toward a fixed objective.","The real new feature is how the tool handles sub-agents. Meta's helper agents stay active for an entire session and report back on their own when they have something to share, rather than spinning up for a subtask and shutting down afterward. This should cut down on redundant research.","Muse Code also has a fast-resume feature for crashes. The agent logs every model call, every approval, and every change to a local protocol file. Competitors keep full logs too, but Meta claims more precision: after a crash, Muse Code picks up exactly where it stopped instead of re-reading the full context.","Wang says Meta is competing on price, not capabilities. The standard pricing matches version 1.1: a relatively cheap $1.25 per million input tokens and $4.25 per million output tokens. New is a tier at just 20 cents per million output tokens that requires users to share their data for model improvement.","Western competitors charge between $10 and $30 per million output tokens, while Chinese providers start at 18 cents. Kimi K3, the most conspicuous gap in Meta's benchmarks, costs $3 per million input tokens and $15 per million output tokens, though cache hits bring input down to just 30 cents.","Meta's stock dropped ten percent last week. The company generates 98 percent of its revenue from advertising.","Stay in the loop on AI. Clear, useful, no fluff.","Follow The Decoder for AI news, background stories and expert analyses.","The Decoder：https://the-decoder.com/"],"articleImages":[{"sourceUrl":"https://the-decoder.com/wp-content/uploads/2026/08/Meta-Spark-1.2-bench-1-1200x406.png","alt":"","afterParagraph":3,"url":"/media/articles/cmshi873g0eyironk5dez5vld/1cf05f86d0fac7aa.png"},{"sourceUrl":"https://the-decoder.com/wp-content/uploads/2026/08/Meta-Spark-1.2-bench-2-1200x584.png","alt":"","afterParagraph":4,"url":"/media/articles/cmshi873g0eyironk5dez5vld/ec0e5aef5cf3771b.png"}],"mediaStatus":"ok","articleBodyZh":["Meta发布了其新的Muse Spark 1.2模型以及首个专用编码代理。最低价格的层级每百万输出令牌收费0.2美元，但用户需以其数据付费。而基准测试显示了明显的差距。","根据Meta的说法，Muse Spark 1.2主要是对今年早些时候发布的Muse Spark 1.1的编码升级。该公司声称在代码生成、调试以及对大型代码库推理能力方面有所改进。Meta在编程任务训练上投入了更多计算资源，并扩大了训练环境的数量。","该模型主要在长期任务上进行训练，比如生成整个代码仓库或进行独立研究。为了在这些长时间的会话中保持正确方向，它会提前规划步骤，朝着固定目标努力，并压缩其先前的上下文，而不是将其切断。","部分训练数据来自前一代模型本身。Muse Spark 1.1生成编程任务和指令模板，然后评估尝试的解决方案是否达到要求。Meta表示，这一过程有助于1.2比其前身更准确地遵循复杂指令。","Meta引用Terminal-Bench 2.1、DeepSWE v1.1以及其自身代码库中的440个任务作为证据，将Spark 1.2与Grok 4.5、Claude Opus 5、GPT-5.6 Terra（不是OpenAI更强的Sol模型）和Gemini 3.6 Flash进行比较。Spark 1.2显示出比Spark 1.1明显的提升，但并不总是能缩小与顶尖表现者之间的差距。","Meta自己的方法：https://research.meta.ai/static/muse-spark-1-2-methodology 承认测试设置并未针对竞争模型优化，并可能无法反映它们的最佳结果。看看其他排行榜可以证实这一点：例如，Opus 5在其他地方的得分比Meta图表上高大约两个百分点。Kimi K3也出现在Meta的方法文档中。公司表示它是针对开源模型进行测试的，但K3在已发布的基准测试中缺失。在Terminal-Bench 2.1上，K3仅略低于Opus 5，并远远领先于Spark 1.2。","DeepSWE的运行结果也不能直接与官方排行榜进行比较，因为每个模型都是在自己的代理中运行的。这是因为Meta现在随着新模型一起发布了自己替代Claude Code和OpenAI Codex的方案。","Muse Code 在终端中运行，只需一条命令即可安装，就像 Claude Code 和 OpenAI 的 Codex 一样。规划模式也会让人感到熟悉：“/plan” 会生成一个需要用户批准的计划。不太常见的是对应的“/grill”，它在执行前会对计划进行压力测试，以查找薄弱环节。还有“/goal”，用于驱动代理朝固定目标前进。","真正的新功能是该工具如何处理子代理。Meta 的辅助代理在整个会话中保持活跃，并会在有需要分享的内容时主动汇报，而不是为一个子任务启动然后在完成后关闭。这应该可以减少重复研究。","Muse Code 还具备崩溃快速恢复功能。代理会将每次模型调用、每次批准和每次更改记录到本地协议文件中。竞争对手也会保留完整日志，但 Meta 声称更精准：崩溃后，Muse Code 可以准确从停止的地方继续运行，而无需重新读取全部上下文。","王说 Meta 竞争的是价格，而不是功能。标准定价与 1.1 版本相同：每百万输入令牌约 1.25 美元，每百万输出令牌约 4.25 美元。新的价格等级为每百万输出令牌仅需 0.20 美元，但要求用户分享数据以用于模型改进。","西方竞争对手的收费在每百万输出令牌 10 至 30 美元之间，而中国供应商起价为 0.18 美元。Kimi K3 是 Meta 基准中最显著的差距，每百万输入令牌收费 3 美元，每百万输出令牌收费 15 美元，尽管缓存命中可将输入费用降至仅 0.30 美元。","Meta 上周股价下跌了 10%。该公司 98% 的收入来自广告。","保持 AI 领域最新动态。清晰、有用，无废话。","关注 The Decoder 获取 AI 新闻、背景故事和专家分析。","解码器：https://the-decoder.com/"],"translationStatus":"translated","bodyOrigin":"source-page","editorial":{"summary":"Meta 发布 Muse Spark 1.2 及首个专用编程智能体 Muse Code。Spark 1.2 重点强化代码生成、调试和大型代码库推理，最低档输出价格为每百万 token 20 美分，但用户需共享数据用于模型改进。","background":"Spark 1.2 是对今年早些时候发布的 Spark 1.1 的编程升级。Meta称其增加了编程任务训练计算量和训练环境数量，并通过长任务、上下文压缩及前代模型生成的任务数据，提升复杂指令执行能力。","viewpoint":"Aioga 判断，低价与数据共享构成了这次发布的核心交换条件。性能虽较前代明显提升，但现有材料显示其基准表现并未稳定追平顶尖模型，且部分测试方法存在可比性限制，结论应保持审慎。","implications":"Muse Code 直接进入终端编程智能体竞争，提供 /plan、/grill、/goal 等模式，以及崩溃后的精确恢复和快速续跑功能。值得关注的是，价格优势能否抵消数据使用要求，以及测试结果能否在统一环境中复现。","nextStep":"后续应核对 Muse Spark 1.2 在独立、统一的基准环境中的表现，特别是与 Grok 4.5、Claude Opus 5 等模型的可比结果；同时确认不同价格档位的数据共享规则和用户可选择范围。","evidenceRefs":["title","summary","articleBody","source"],"status":"published","aiGenerated":true,"autoApproved":true,"generatedBy":"aioga-editorial:gpt-5.6-sol","reviewedBy":"aioga-editorial-review:gpt-5.6-sol","generatedAt":"2026-08-06T23:03:29.780Z","sourceHash":"32b18631e59fd3d5","review":{"approved":true,"groundedness":94,"clarity":92,"duplicationRisk":24,"blockingIssues":[],"notes":["“低价与数据共享构成了这次发布的核心交换条件”属于分析性判断，候选内容已通过“Aioga 判断”明确标注为观点。","“崩溃后的精确恢复和快速续跑功能”可由来源摘要支持，但提供的正文摘录未展示对应细节；正式发布时可保留摘要层级的来源关联。"]},"validation":{"passed":true,"mode":"ai-auto","revisions":0,"checks":["schema","length","source-attribution","low-source-overlap","no-html","independent-ai-review"]}},"tags":["模型更新","The Decoder：AI News（RSS）"],"translations":{"zh-CN":{"title":"Meta 发布 Muse Spark 1.2 与首个编程智能体 Muse Code，以数据换低价","summary":"Meta 发布 Muse Spark 1.2 模型及首个专用编程智能体 Muse Code，最低档输出 token 仅 20 美分/百万，但需共享数据用于模型改进。模型在代码生成、调试和大代码库推理上较 1.1 提升，但基准测试未完全追平 Grok 4.5、Claude Opus 5 等顶尖模型。Muse Code 支持 /plan、/grill 等模式，并具备崩溃后精确恢复的快速续跑功能。","category":"模型更新","source":"the-decoder.com","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"Meta 发布 Muse Spark 1.2 与首个编程智能体 Muse Code，以数据换低价 - Aioga AI资讯","description":"Meta 发布 Muse Spark 1.2 模型及首个专用编程智能体 Muse Code，最低档输出 token 仅 20 美分/百万，但需共享数据用于模型改进。模型在代码生成、调试和大代码库推理上较 1.1 提升，但基准测试未完全追平 Grok 4.5、Claude Opus 5 等顶尖模型。Muse Code 支持 /plan、/grill 等模式，并...","url":"https://www.aioga.com/news/cmshi873g0eyironk5dez5vld/","articleBody":["Meta发布了其新的Muse Spark 1.2模型以及首个专用编码代理。最低价格的层级每百万输出令牌收费0.2美元，但用户需以其数据付费。而基准测试显示了明显的差距。","根据Meta的说法，Muse Spark 1.2主要是对今年早些时候发布的Muse Spark 1.1的编码升级。该公司声称在代码生成、调试以及对大型代码库推理能力方面有所改进。Meta在编程任务训练上投入了更多计算资源，并扩大了训练环境的数量。","该模型主要在长期任务上进行训练，比如生成整个代码仓库或进行独立研究。为了在这些长时间的会话中保持正确方向，它会提前规划步骤，朝着固定目标努力，并压缩其先前的上下文，而不是将其切断。","部分训练数据来自前一代模型本身。Muse Spark 1.1生成编程任务和指令模板，然后评估尝试的解决方案是否达到要求。Meta表示，这一过程有助于1.2比其前身更准确地遵循复杂指令。","Meta引用Terminal-Bench 2.1、DeepSWE v1.1以及其自身代码库中的440个任务作为证据，将Spark 1.2与Grok 4.5、Claude Opus 5、GPT-5.6 Terra（不是OpenAI更强的Sol模型）和Gemini 3.6 Flash进行比较。Spark 1.2显示出比Spark 1.1明显的提升，但并不总是能缩小与顶尖表现者之间的差距。","Meta自己的方法：https://research.meta.ai/static/muse-spark-1-2-methodology 承认测试设置并未针对竞争模型优化，并可能无法反映它们的最佳结果。看看其他排行榜可以证实这一点：例如，Opus 5在其他地方的得分比Meta图表上高大约两个百分点。Kimi K3也出现在Meta的方法文档中。公司表示它是针对开源模型进行测试的，但K3在已发布的基准测试中缺失。在Terminal-Bench 2.1上，K3仅略低于Opus 5，并远远领先于Spark 1.2。","DeepSWE的运行结果也不能直接与官方排行榜进行比较，因为每个模型都是在自己的代理中运行的。这是因为Meta现在随着新模型一起发布了自己替代Claude Code和OpenAI Codex的方案。","Muse Code 在终端中运行，只需一条命令即可安装，就像 Claude Code 和 OpenAI 的 Codex 一样。规划模式也会让人感到熟悉：“/plan” 会生成一个需要用户批准的计划。不太常见的是对应的“/grill”，它在执行前会对计划进行压力测试，以查找薄弱环节。还有“/goal”，用于驱动代理朝固定目标前进。","真正的新功能是该工具如何处理子代理。Meta 的辅助代理在整个会话中保持活跃，并会在有需要分享的内容时主动汇报，而不是为一个子任务启动然后在完成后关闭。这应该可以减少重复研究。","Muse Code 还具备崩溃快速恢复功能。代理会将每次模型调用、每次批准和每次更改记录到本地协议文件中。竞争对手也会保留完整日志，但 Meta 声称更精准：崩溃后，Muse Code 可以准确从停止的地方继续运行，而无需重新读取全部上下文。","王说 Meta 竞争的是价格，而不是功能。标准定价与 1.1 版本相同：每百万输入令牌约 1.25 美元，每百万输出令牌约 4.25 美元。新的价格等级为每百万输出令牌仅需 0.20 美元，但要求用户分享数据以用于模型改进。","西方竞争对手的收费在每百万输出令牌 10 至 30 美元之间，而中国供应商起价为 0.18 美元。Kimi K3 是 Meta 基准中最显著的差距，每百万输入令牌收费 3 美元，每百万输出令牌收费 15 美元，尽管缓存命中可将输入费用降至仅 0.30 美元。","Meta 上周股价下跌了 10%。该公司 98% 的收入来自广告。","保持 AI 领域最新动态。清晰、有用，无废话。","关注 The Decoder 获取 AI 新闻、背景故事和专家分析。","解码器：https://the-decoder.com/"]},"en":{"title":"Meta releases Muse Spark 1.2 and the first programming AI Muse Code, exchanging data for low prices","summary":"Meta has released the Muse Spark 1.2 model and the first dedicated programming AI Muse Code, with the lowest-tier output token costing only 20 cents per million, but data must be shared for model improvement. The model has improved over 1.1 in code generation, debugging, and reasoning over large codebases, but benchmark tests have not fully caught up with top models like Grok 4.5 and Claude Opus 5. Muse Code supports modes such as /plan and /grill, and it has a fast resume feature that allows precise recovery after crashes.","category":"Models","source":"The Decoder：AI News（RSS）","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"Meta releases Muse Spark 1.2 and the first programming AI Muse Code, exchanging data for low prices - Aioga AI News","description":"Meta has released the Muse Spark 1.2 model and the first dedicated programming AI Muse Code, with the lowest-tier output token costing only 20 cents per million, but data must be s...","url":"https://www.aioga.com/en/news/cmshi873g0eyironk5dez5vld/","contentTranslated":true,"sourceHash":"66baa53c6ca8e04b","translatedAt":"2026-08-06T13:46:41.732Z"},"ja":{"title":"Meta、Muse Spark 1.2 と初のプログラミングエージェント Muse Code を発表、データで低価格を実現","summary":"MetaはMuse Spark 1.2モデルと初の専用プログラミングエージェントMuse Codeを発表しました。最も低い出力トークンの料金は100万あたりわずか20セントですが、モデル改善のためにデータ共有が必要です。モデルはコード生成、デバッグ、大規模コードベースの推論において1.1より向上していますが、ベンチマークテストではGrok 4.5やClaude Opus 5などのトップモデルには完全には追いついていません。Muse Codeは/plan、/grillなどのモードをサポートしており、クラッシュ後の正確な回復を可能にする高速リラン機能も備えています。","category":"モデル更新","source":"The Decoder：AI News（RSS）","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"Meta、Muse Spark 1.2 と初のプログラミングエージェント Muse Code を発表、データで低価格を実現 - Aioga AIニュース","description":"MetaはMuse Spark 1.2モデルと初の専用プログラミングエージェントMuse Codeを発表しました。最も低い出力トークンの料金は100万あたりわずか20セントですが、モデル改善のためにデータ共有が必要です。モデルはコード生成、デバッグ、大規模コードベースの推論において1.1より向上していますが、ベンチマークテストではGrok 4.5やClaud...","url":"https://www.aioga.com/ja/news/cmshi873g0eyironk5dez5vld/","contentTranslated":true,"sourceHash":"66baa53c6ca8e04b","translatedAt":"2026-08-06T13:46:58.027Z"},"ko":{"title":"Meta가 Muse Spark 1.2와 첫 번째 프로그래밍 인공지능 Muse Code를 출시하고, 데이터를 저렴한 가격으로 교환","summary":"Meta는 Muse Spark 1.2 모델과 최초의 전용 프로그래밍 인공지능 Muse Code를 출시했으며, 최저 요금 출력 토큰은 백만 당 20센트에 불과하지만 모델 개선을 위해 데이터를 공유해야 한다. 모델은 코드 생성, 디버깅 및 대규모 코드베이스 추론에서 1.1보다 향상되었지만, 벤치마크 테스트에서는 Grok 4.5, Claude Opus 5 등 최상위 모델을 완전히 따라잡지는 못했다. Muse Code는 /plan, /grill 등의 모드를 지원하며, 충돌 후 정확히 복구할 수 있는 빠른 재실행 기능을 갖추고 있다.","category":"모델 업데이트","source":"The Decoder：AI News（RSS）","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"Meta가 Muse Spark 1.2와 첫 번째 프로그래밍 인공지능 Muse Code를 출시하고, 데이터를 저렴한 가격으로 교환 - Aioga AI 뉴스","description":"Meta는 Muse Spark 1.2 모델과 최초의 전용 프로그래밍 인공지능 Muse Code를 출시했으며, 최저 요금 출력 토큰은 백만 당 20센트에 불과하지만 모델 개선을 위해 데이터를 공유해야 한다. 모델은 코드 생성, 디버깅 및 대규모 코드베이스 추론에서 1.1보다 향상되었지만, 벤치마크 테스트에서는 Grok 4....","url":"https://www.aioga.com/ko/news/cmshi873g0eyironk5dez5vld/","contentTranslated":true,"sourceHash":"66baa53c6ca8e04b","translatedAt":"2026-08-06T13:47:51.885Z"},"es":{"title":"Meta lanza Muse Spark 1.2 y el primer agente de programación inteligente Muse Code, intercambiando datos por precios bajos","summary":"Meta lanza el modelo Muse Spark 1.2 y el primer agente inteligente especializado en programación Muse Code, con un costo mínimo de solo 0,20 dólares por millón de tokens, pero se requiere compartir datos para la mejora del modelo. El modelo ha mejorado en generación de código, depuración y razonamiento sobre grandes bases de código en comparación con la versión 1.1, aunque en las pruebas de referencia aún no iguala a modelos de primera línea como Grok 4.5 o Claude Opus 5. Muse Code admite modos como /plan y /grill, y cuenta con una función de reanudación rápida que permite una recuperación precisa tras un fallo.","category":"Modelos","source":"The Decoder：AI News（RSS）","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"Meta lanza Muse Spark 1.2 y el primer agente de programación inteligente Muse Code, intercambiando datos por precios bajos - Aioga Noticias de IA","description":"Meta lanza el modelo Muse Spark 1.2 y el primer agente inteligente especializado en programación Muse Code, con un costo mínimo de solo 0,20 dólares por millón de tokens, pero se r...","url":"https://www.aioga.com/es/news/cmshi873g0eyironk5dez5vld/","contentTranslated":true,"sourceHash":"66baa53c6ca8e04b","translatedAt":"2026-08-06T13:47:56.417Z"},"fr":{"title":"Meta lance Muse Spark 1.2 et le premier agent intelligent de programmation Muse Code, échangeant des données contre un prix bas","summary":"Meta publie le modèle Muse Spark 1.2 et le premier agent intelligent dédié à la programmation, Muse Code, avec un coût minimum de sortie de token de seulement 20 cents pour un million, mais nécessitant le partage de données pour l'amélioration du modèle. Le modèle s'améliore par rapport au 1.1 en génération de code, débogage et raisonnement sur de grandes bases de code, mais les benchmarks n'atteignent pas entièrement les modèles de pointe tels que Grok 4.5 et Claude Opus 5. Muse Code prend en charge les modes /plan et /grill, et dispose d'une fonction de reprise rapide avec restauration précise après plantage.","category":"Modèles","source":"The Decoder：AI News（RSS）","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"Meta lance Muse Spark 1.2 et le premier agent intelligent de programmation Muse Code, échangeant des données contre un prix bas - Aioga Actualités IA","description":"Meta publie le modèle Muse Spark 1.2 et le premier agent intelligent dédié à la programmation, Muse Code, avec un coût minimum de sortie de token de seulement 20 cents pour un mill...","url":"https://www.aioga.com/fr/news/cmshi873g0eyironk5dez5vld/","contentTranslated":true,"sourceHash":"66baa53c6ca8e04b","translatedAt":"2026-08-06T13:48:48.362Z"},"de":{"title":"Meta veröffentlicht Muse Spark 1.2 und den ersten Programmieragenten Muse Code, um durch Daten niedrige Preise zu erreichen","summary":"Meta hat das Muse Spark 1.2 Modell und den ersten spezialisierten Programmieragenten Muse Code veröffentlicht. Die minimalen Ausgabe-Token kosten nur 20 Cent pro Million, erfordern jedoch die gemeinsame Nutzung von Daten zur Modellverbesserung. Das Modell zeigt Verbesserungen gegenüber 1.1 bei Codeerzeugung, Debugging und der Verarbeitung großer Codebibliotheken, erreicht aber in Benchmark-Tests noch nicht vollständig die Spitzenmodelle wie Grok 4.5 oder Claude Opus 5. Muse Code unterstützt Modi wie /plan und /grill und verfügt über eine schnelle Neustartfunktion zur präzisen Wiederherstellung nach Abstürzen.","category":"模型更新","source":"The Decoder：AI News（RSS）","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"Meta veröffentlicht Muse Spark 1.2 und den ersten Programmieragenten Muse Code, um durch Daten niedrige Preise zu erreichen - Aioga KI-News","description":"Meta hat das Muse Spark 1.2 Modell und den ersten spezialisierten Programmieragenten Muse Code veröffentlicht. Die minimalen Ausgabe-Token kosten nur 20 Cent pro Million, erfordern...","url":"https://www.aioga.com/de/news/cmshi873g0eyironk5dez5vld/","contentTranslated":true,"sourceHash":"66baa53c6ca8e04b","translatedAt":"2026-08-06T13:48:45.379Z"},"pt-BR":{"title":"Meta lança Muse Spark 1.2 e o primeiro agente de programação inteligente Muse Code, trocando dados por preços baixos","summary":"Meta lançou o modelo Muse Spark 1.2 e o primeiro agente de programação dedicado Muse Code, com custo de saída de token mais baixo de apenas 20 centavos de dólar por milhão, mas é necessário compartilhar dados para a melhoria do modelo. O modelo apresenta melhorias em geração de código, depuração e raciocínio em grandes bases de código em comparação com a versão 1.1, mas os benchmarks ainda não alcançam totalmente os modelos de ponta como Grok 4.5 e Claude Opus 5. O Muse Code suporta modos como /plan e /grill, e possui a função de retomada rápida para recuperação precisa após falhas.","category":"模型更新","source":"The Decoder：AI News（RSS）","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"Meta lança Muse Spark 1.2 e o primeiro agente de programação inteligente Muse Code, trocando dados por preços baixos - Aioga Notícias de IA","description":"Meta lançou o modelo Muse Spark 1.2 e o primeiro agente de programação dedicado Muse Code, com custo de saída de token mais baixo de apenas 20 centavos de dólar por milhão, mas é n...","url":"https://www.aioga.com/pt-BR/news/cmshi873g0eyironk5dez5vld/","contentTranslated":true,"sourceHash":"66baa53c6ca8e04b","translatedAt":"2026-08-06T13:49:40.166Z"},"ru":{"title":"Meta выпустила Muse Spark 1.2 и первого программного интеллекта Muse Code, предлагая низкие цены в обмен на данные","summary":"Meta выпустила модель Muse Spark 1.2 и первого специализированного программного интеллектуального агента Muse Code, при этом минимальная стоимость вывода токена составляет всего 20 центов за миллион, но необходимо делиться данными для улучшения модели. Модель показала улучшение в генерации кода, отладке и рассуждениях по большим кодовым базам по сравнению с версией 1.1, но в бенчмарках она все еще полностью не догнала топовые модели, такие как Grok 4.5 и Claude Opus 5. Muse Code поддерживает режимы /plan, /grill и обладает функцией быстрого продолжения после сбоя с точным восстановлением.","category":"模型更新","source":"The Decoder：AI News（RSS）","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"Meta выпустила Muse Spark 1.2 и первого программного интеллекта Muse Code, предлагая низкие цены в обмен на данные - Aioga Новости ИИ","description":"Meta выпустила модель Muse Spark 1.2 и первого специализированного программного интеллектуального агента Muse Code, при этом минимальная стоимость вывода токена составляет всего 20...","url":"https://www.aioga.com/ru/news/cmshi873g0eyironk5dez5vld/","contentTranslated":true,"sourceHash":"66baa53c6ca8e04b","translatedAt":"2026-08-06T13:49:50.148Z"},"ar":{"title":"ميتا تطلق Muse Spark 1.2 وأول وكيل برمجي Muse Code، مقابل البيانات بأسعار منخفضة","summary":"أصدرت Meta نموذج Muse Spark 1.2 وأول وكيل ذكي للبرمجة مخصص Muse Code، حيث يبلغ أقل سعر لإخراج الرموز 20 سنتًا فقط لكل مليون، لكن يتطلب مشاركة البيانات لتحسين النموذج. النموذج تحسن في توليد الأكواد وتصحيحها والاستدلال على قواعد البيانات الكبيرة مقارنة بالإصدار 1.1، لكن اختبارات المعيار لم تصل تمامًا إلى مستوى النماذج الرائدة مثل Grok 4.5 وClaude Opus 5. يدعم Muse Code أنماط /plan و/grill، ويتميز بوظيفة إعادة التشغيل السريعة لاستعادة دقيقة بعد التعطل.","category":"模型更新","source":"The Decoder：AI News（RSS）","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"ميتا تطلق Muse Spark 1.2 وأول وكيل برمجي Muse Code، مقابل البيانات بأسعار منخفضة - Aioga أخبار الذكاء الاصطناعي","description":"أصدرت Meta نموذج Muse Spark 1.2 وأول وكيل ذكي للبرمجة مخصص Muse Code، حيث يبلغ أقل سعر لإخراج الرموز 20 سنتًا فقط لكل مليون، لكن يتطلب مشاركة البيانات لتحسين النموذج. النموذج تحسن...","url":"https://www.aioga.com/ar/news/cmshi873g0eyironk5dez5vld/","contentTranslated":true,"sourceHash":"66baa53c6ca8e04b","translatedAt":"2026-08-06T13:50:48.201Z"},"hi":{"title":"Meta ने Muse Spark 1.2 और पहला प्रोग्रामिंग एआई Muse Code लॉन्च किया, डेटा के बदले कम कीमत में","summary":"Meta ने Muse Spark 1.2 मॉडल और पहला समर्पित प्रोग्रामिंग एआई Muse Code जारी किया, न्यूनतम स्तर पर आउटपुट टोकन केवल $0.20/मिलियन है, लेकिन मॉडल सुधार के लिए डेटा साझा करना आवश्यक है। कोड जनरेशन, डिबगिंग और बड़े कोड बेस निष्कर्षण में मॉडल 1.1 की तुलना में बेहतर है, लेकिन बेंचमार्क परीक्षणों में यह Grok 4.5, Claude Opus 5 जैसे शीर्ष मॉडल को पूरी तरह नहीं पकड़ पाया है। Muse Code /plan, /grill जैसी मोड का समर्थन करता है और क्रैश के बाद सटीक पुनर्प्रारंभ की तेज़ सुविधा भी रखता है।","category":"模型更新","source":"The Decoder：AI News（RSS）","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"Meta ने Muse Spark 1.2 और पहला प्रोग्रामिंग एआई Muse Code लॉन्च किया, डेटा के बदले कम कीमत में - Aioga AI समाचार","description":"Meta ने Muse Spark 1.2 मॉडल और पहला समर्पित प्रोग्रामिंग एआई Muse Code जारी किया, न्यूनतम स्तर पर आउटपुट टोकन केवल $0.20/मिलियन है, लेकिन मॉडल सुधार के लिए डेटा साझा करना आवश्यक है...","url":"https://www.aioga.com/hi/news/cmshi873g0eyironk5dez5vld/","contentTranslated":true,"sourceHash":"66baa53c6ca8e04b","translatedAt":"2026-08-06T13:50:45.682Z"},"it":{"title":"Meta rilascia Muse Spark 1.2 e il primo agente intelligente di programmazione Muse Code, scambiando dati con prezzi bassi","summary":"Meta ha rilasciato il modello Muse Spark 1.2 e il primo agente dedicato alla programmazione Muse Code, con un costo minimo per token di soli 20 centesimi/milione, ma richiede la condivisione dei dati per il miglioramento del modello. Il modello mostra miglioramenti rispetto alla versione 1.1 nella generazione di codice, nel debug e nella comprensione di grandi basi di codice, ma nei benchmark non raggiunge ancora completamente modelli di punta come Grok 4.5 e Claude Opus 5. Muse Code supporta modalità come /plan e /grill, e dispone di una funzione di ripresa rapida che permette un recupero preciso dopo un crash.","category":"模型更新","source":"The Decoder：AI News（RSS）","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"Meta rilascia Muse Spark 1.2 e il primo agente intelligente di programmazione Muse Code, scambiando dati con prezzi bassi - Aioga Notizie IA","description":"Meta ha rilasciato il modello Muse Spark 1.2 e il primo agente dedicato alla programmazione Muse Code, con un costo minimo per token di soli 20 centesimi/milione, ma richiede la co...","url":"https://www.aioga.com/it/news/cmshi873g0eyironk5dez5vld/","contentTranslated":true,"sourceHash":"66baa53c6ca8e04b","translatedAt":"2026-08-06T13:51:47.163Z"},"nl":{"title":"Meta lanceert Muse Spark 1.2 en de eerste programmeerintelligentie Muse Code, lage prijs in ruil voor gegevens","summary":"Meta heeft het Muse Spark 1.2-model en de eerste speciale programmeeragent Muse Code uitgebracht, waarbij de goedkoopste outputtoken slechts 20 cent per miljoen kost, maar gegevens gedeeld moeten worden voor modelverbetering. Het model heeft verbeteringen ten opzichte van 1.1 op het gebied van codegeneratie, debugging en redeneren over grote codebases, maar in benchmarks worden topmodellen zoals Grok 4.5 en Claude Opus 5 nog niet volledig ingehaald. Muse Code ondersteunt /plan-, /grill-modus en beschikt over een snelle hervattingsfunctie die na een crash nauwkeurig kan herstellen.","category":"模型更新","source":"The Decoder：AI News（RSS）","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"Meta lanceert Muse Spark 1.2 en de eerste programmeerintelligentie Muse Code, lage prijs in ruil voor gegevens - Aioga AI-nieuws","description":"Meta heeft het Muse Spark 1.2-model en de eerste speciale programmeeragent Muse Code uitgebracht, waarbij de goedkoopste outputtoken slechts 20 cent per miljoen kost, maar gegevens...","url":"https://www.aioga.com/nl/news/cmshi873g0eyironk5dez5vld/","contentTranslated":true,"sourceHash":"66baa53c6ca8e04b","translatedAt":"2026-08-06T13:51:35.106Z"},"tr":{"title":"Meta, düşük fiyat için veri karşılığında Muse Spark 1.2 ve ilk programlama zekası Muse Code'u yayınladı","summary":"Meta, Muse Spark 1.2 modelini ve ilk özel programlama ajanı Muse Code'u yayınladı; en düşük seviyedeki çıktı tokeni yalnızca milyon başına 20 sent, ancak modelin geliştirilmesi için verilerin paylaşılması gerekiyor. Model, kod oluşturma, hata ayıklama ve büyük kod tabanı çıkarımı konusunda 1.1'e kıyasla ilerleme kaydetti, ancak benchmark testlerinde Grok 4.5, Claude Opus 5 gibi üst düzey modellerin seviyesine tamamen ulaşamadı. Muse Code, /plan, /grill gibi modları destekliyor ve çökme sonrası hassas kurtarma ile hızlı yeniden çalıştırma yeteneğine sahip.","category":"模型更新","source":"The Decoder：AI News（RSS）","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"Meta, düşük fiyat için veri karşılığında Muse Spark 1.2 ve ilk programlama zekası Muse Code'u yayınladı - Aioga AI Haberleri","description":"Meta, Muse Spark 1.2 modelini ve ilk özel programlama ajanı Muse Code'u yayınladı; en düşük seviyedeki çıktı tokeni yalnızca milyon başına 20 sent, ancak modelin geliştirilmesi içi...","url":"https://www.aioga.com/tr/news/cmshi873g0eyironk5dez5vld/","contentTranslated":true,"sourceHash":"66baa53c6ca8e04b","translatedAt":"2026-08-06T13:52:39.201Z"},"vi":{"title":"Meta ra mắt Muse Spark 1.2 và Muse Code – đại lý lập trình đầu tiên, đổi dữ liệu lấy giá rẻ","summary":"Meta công bố mô hình Muse Spark 1.2 và tác nhân thông minh lập trình chuyên dụng đầu tiên Muse Code, với mức chi phí token thấp nhất chỉ 20 cent/million, nhưng cần chia sẻ dữ liệu để cải thiện mô hình. Mô hình cải thiện so với 1.1 về sinh mã, gỡ lỗi và suy luận trên kho mã lớn, nhưng các bài kiểm tra chuẩn vẫn chưa hoàn toàn sánh kịp các mô hình hàng đầu như Grok 4.5, Claude Opus 5. Muse Code hỗ trợ các chế độ /plan, /grill, và có chức năng tiếp tục nhanh chóng, chính xác sau khi gặp sự cố.","category":"模型更新","source":"The Decoder：AI News（RSS）","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"Meta ra mắt Muse Spark 1.2 và Muse Code – đại lý lập trình đầu tiên, đổi dữ liệu lấy giá rẻ - Tin tức AI Aioga","description":"Meta công bố mô hình Muse Spark 1.2 và tác nhân thông minh lập trình chuyên dụng đầu tiên Muse Code, với mức chi phí token thấp nhất chỉ 20 cent/million, nhưng cần chia sẻ dữ liệu...","url":"https://www.aioga.com/vi/news/cmshi873g0eyironk5dez5vld/","contentTranslated":true,"sourceHash":"66baa53c6ca8e04b","translatedAt":"2026-08-06T13:52:37.028Z"},"id":{"title":"Meta merilis Muse Spark 1.2 dan agen cerdas pemrograman pertama Muse Code, menukar data dengan harga rendah","summary":"Meta merilis model Muse Spark 1.2 dan agen pemrograman khusus pertama Muse Code, dengan biaya terendah hanya 20 sen per juta token, tetapi data harus dibagikan untuk peningkatan model. Model ini menunjukkan peningkatan dalam pembuatan kode, debugging, dan inferensi kode besar dibandingkan 1.1, namun benchmark belum sepenuhnya menyamai model teratas seperti Grok 4.5 dan Claude Opus 5. Muse Code mendukung mode /plan, /grill, dan memiliki fitur lanjutan untuk melanjutkan eksekusi secara cepat dengan pemulihan presisi setelah crash.","category":"模型更新","source":"The Decoder：AI News（RSS）","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"Meta merilis Muse Spark 1.2 dan agen cerdas pemrograman pertama Muse Code, menukar data dengan harga rendah - Berita AI Aioga","description":"Meta merilis model Muse Spark 1.2 dan agen pemrograman khusus pertama Muse Code, dengan biaya terendah hanya 20 sen per juta token, tetapi data harus dibagikan untuk peningkatan mo...","url":"https://www.aioga.com/id/news/cmshi873g0eyironk5dez5vld/","contentTranslated":true,"sourceHash":"66baa53c6ca8e04b","translatedAt":"2026-08-06T13:53:27.601Z"},"th":{"title":"Meta เปิดตัว Muse Spark 1.2 และ Muse Code ปัญญาประดิษฐ์โปรแกรมตัวแรก ใช้ข้อมูลแลกกับราคาต่ำ","summary":"Meta เปิดตัวโมเดล Muse Spark 1.2 และเอเจนต์โปรแกรมเฉพาะ Muse Code ครั้งแรก โดยค่าโทเค็นขั้นต่ำเพียง 20 เซ็นต์ต่อหนึ่งล้านโทเค็น แต่ต้องแชร์ข้อมูลเพื่อพัฒนาโมเดล โมเดลมีการปรับปรุงในการสร้างโค้ด การดีบัก และการวิเคราะห์โค้ดขนาดใหญ่เมื่อเทียบกับ 1.1 แต่การทดสอบมาตรฐานยังไม่สามารถเทียบชั้นกับโมเดลชั้นนำเช่น Grok 4.5 และ Claude Opus 5 ได้ Muse Code รองรับโหมด /plan, /grill และมีฟังก์ชันการทำงานต่ออย่างรวดเร็วเพื่อกู้คืนได้แม่นยำหลังจากเกิดการล่ม","category":"模型更新","source":"The Decoder：AI News（RSS）","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"Meta เปิดตัว Muse Spark 1.2 และ Muse Code ปัญญาประดิษฐ์โปรแกรมตัวแรก ใช้ข้อมูลแลกกับราคาต่ำ - ข่าว AI Aioga","description":"Meta เปิดตัวโมเดล Muse Spark 1.2 และเอเจนต์โปรแกรมเฉพาะ Muse Code ครั้งแรก โดยค่าโทเค็นขั้นต่ำเพียง 20 เซ็นต์ต่อหนึ่งล้านโทเค็น แต่ต้องแชร์ข้อมูลเพื่อพัฒนาโมเดล โมเดลมีการปรับปรุงใ...","url":"https://www.aioga.com/th/news/cmshi873g0eyironk5dez5vld/","contentTranslated":true,"sourceHash":"66baa53c6ca8e04b","translatedAt":"2026-08-06T13:53:37.389Z"},"pl":{"title":"Meta wypuszcza Muse Spark 1.2 i pierwszego inteligentnego agenta programistycznego Muse Code, oferując niską cenę w zamian za dane","summary":"Meta wprowadziło model Muse Spark 1.2 oraz pierwszego dedykowanego agenta programistycznego Muse Code, gdzie najtańsze tokeny kosztują jedynie 20 centów za milion, ale wymagane jest udostępnianie danych w celu ulepszania modelu. Model osiąga lepsze wyniki niż wersja 1.1 w generowaniu kodu, debugowaniu i analizie dużych repozytoriów, jednak w testach porównawczych nie dorównuje jeszcze czołowym modelom takim jak Grok 4.5 czy Claude Opus 5. Muse Code obsługuje tryby /plan, /grill, a także posiada funkcję szybkiego wznowienia pracy po awarii z precyzyjnym odwzorowaniem stanu.","category":"模型更新","source":"The Decoder：AI News（RSS）","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"Meta wypuszcza Muse Spark 1.2 i pierwszego inteligentnego agenta programistycznego Muse Code, oferując niską cenę w zamian za dane - Aioga Wiadomości AI","description":"Meta wprowadziło model Muse Spark 1.2 oraz pierwszego dedykowanego agenta programistycznego Muse Code, gdzie najtańsze tokeny kosztują jedynie 20 centów za milion, ale wymagane jes...","url":"https://www.aioga.com/pl/news/cmshi873g0eyironk5dez5vld/","contentTranslated":true,"sourceHash":"66baa53c6ca8e04b","translatedAt":"2026-08-06T13:54:36.988Z"}}}}