{"id":112824,"date":"2026-10-05T00:57:29","date_gmt":"2026-10-04T16:57:29","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/112824.html"},"modified":"2026-10-05T00:57:29","modified_gmt":"2026-10-04T16:57:29","slug":"%e5%be%ae%e8%bd%af%e6%8a%80%e6%9c%af%e5%91%a8%e6%8a%a5-09-2109-28%ef%bc%9a%e6%96%b0%e7%89%88-copilot-home-code-autopilot%e3%80%81copilot-%e5%9b%9b%e6%a8%a1%e5%9e%8b%e6%89%a9%e5%ae%b9%e3%80%81c-15-wi","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/112824.html","title":{"rendered":"\u5fae\u8f6f\u6280\u672f\u5468\u62a5 09-21~09-28\uff1a\u65b0\u7248 Copilot Home\/Code\/Autopilot\u3001Copilot \u56db\u6a21\u578b\u6269\u5bb9\u3001C# 15 with(...) \u96c6\u5408\u8868\u8fbe\u5f0f"},"content":{"rendered":"

\u672c\u5468\u6982\u89c8<\/h3>\n

\u4e00\u53e5\u8bdd\u6838\u5fc3：9 \u6708 25 \u65e5，\u5fae\u8f6f\u628a Copilot \u4ece\u300c\u5bf9\u8bdd\u52a9\u624b\u300d\u91cd\u6784\u6210\u300c\u5de5\u4f5c\u7684\u65b0\u5165\u53e3\u300d\u2014\u2014Home \/ Code \/ Autopilot \u4e09\u5408\u4e00，\u5e76\u628a Word\u3001Excel\u3001PowerPoint \u76f4\u63a5\u585e\u8fdb Copilot \u5e94\u7528；\u540c\u4e00\u5468，Copilot \u7684\u6a21\u578b\u9009\u62e9\u5668\u4e00\u6b21\u6027\u6269\u5bb9\u4e86 Claude Opus 5.5\u3001GPT-6 Sol\u3001GPT-6 Luna\u3001Grok 4.7 \u56db\u6b3e\u65b0\u6a21\u578b\u3002\u800c\u5728\u5f00\u53d1\u8005\u8fd9\u4e00\u4fa7，\u672c\u5468\u771f\u6b63\u6709\u6280\u672f\u542b\u91cf\u7684\u4e24\u7bc7\u662f C# 15 \u7684\u96c6\u5408\u8868\u8fbe\u5f0f\u53c2\u6570 with(…) \u4e0e .NET 11 JIT \u5185\u90e8\u673a\u5236\u62c6\u89e3\u2014\u2014\u524d\u8005\u628a\u300c\u6784\u9020\u53c2\u6570\u300d\u5408\u6cd5\u5730\u642c\u56de\u4e86 […]，\u540e\u8005\u8bb2\u6e05\u4e86\u5b88\u62a4\u5f0f\u53bb\u865a\u62df\u5316\u4e0e\u9003\u9038\u5206\u6790\u8fd9\u6b21\u5230\u5e95\u591a\u505a\u4e86\u4ec0\u4e48\u3002<\/p>\n\n\u677f\u5757\u6761\u6570\u4e00\u53e5\u8bdd\u4eae\u70b9<\/tr>\n\n\n\n\n\n\n\n\n\n\n
C#<\/td>\n3<\/td>\nC# 15 \u96c6\u5408\u8868\u8fbe\u5f0f\u53ef\u5199 [with(capacity: 256), ..items]，\u6784\u9020\u53c2\u6570\u56de\u5230\u5b57\u9762\u91cf\u5185\u90e8<\/td>\n<\/tr>\n
.NET<\/td>\n5<\/td>\nJIT \u6df1\u6316：\u5b88\u62a4\u5f0f\u53bb\u865a\u62df\u5316\u6253\u901a\u6cdb\u578b\u865a\u65b9\u6cd5，\u9003\u9038\u5206\u6790\u5403\u4e0b Nullable \u88c5\u7bb1；AG-UI \u6709\u4e86\u5b98\u5ba3 .NET SDK<\/td>\n<\/tr>\n
ASP.NET Core<\/td>\n3<\/td>\nDBSC \u5b9e\u9a8c\u6027\u843d\u5730\u2014\u2014\u7528 TPM \u79c1\u94a5\u628a\u4f1a\u8bdd cookie \u7ed1\u6b7b\u5728\u8bbe\u5907\u4e0a；Blazor Virtualize \u88ab\u91cd\u5199<\/td>\n<\/tr>\n
.NET MAUI<\/td>\n3<\/td>\nCoreCLR \u6210\u4e3a MAUI \u9ed8\u8ba4\u8fd0\u884c\u65f6；\u4f46\u5b83\u4e0d\u4f1a\u81ea\u52a8\u63d0\u5347 Google Play \u7684 DEX \u4f18\u5316\u5206<\/td>\n<\/tr>\n
VS \/ VS Code \/ AI \u7f16\u7a0b<\/td>\n5<\/td>\nCopilot \u56db\u6a21\u578b\u9f50\u53d1；VS Code \u628a\u4e09\u6761\u5185\u8054\u5efa\u8bae\u8def\u5f84\u5408\u5e76\u6210\u4e00\u4e2a\u6a21\u578b<\/td>\n<\/tr>\n
Copilot \/ Power Platform \/ M365<\/td>\n6<\/td>\n\u65b0\u7248 Copilot \u7684 Home \/ Code \/ Autopilot + FinOps for AI \u7528\u91cf\u8ba1\u8d39\u4e0e\u6cbb\u7406<\/td>\n<\/tr>\n
\u5b89\u5168<\/td>\n6<\/td>\n974 CVE \u7684\u4f59\u6ce2：BlueMoon \u5229\u7528\u5957\u4ef6\u3001Windows 11 26H1 \u51fa\u5e26\u5916\u8865\u4e01\u3001DWM \u65b0\u96f6\u65e5<\/td>\n<\/tr>\n
Windows<\/td>\n5<\/td>\nKB5124010 \u662f 24H2 \u6700\u540e\u4e00\u4e2a\u9884\u89c8\u66f4\u65b0；Copilot \u952e\u53ef\u91cd\u6620\u5c04\u4e3a Right Ctrl<\/td>\n<\/tr>\n
Azure \/ \u786c\u4ef6 \/ \u5176\u4ed6<\/td>\n8<\/td>\nFoundry \u539f\u751f\u5b9e\u65f6\u8bed\u97f3\u667a\u80fd\u4f53；Surface Pro 12 \/ Laptop 13 \u6362\u4e0a Snapdragon X2 Plus<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

\n

\u4e00\u3001C#：C# 15 \u96c6\u5408\u8868\u8fbe\u5f0f\u53c2\u6570 with(…)，\u628a\u6784\u9020\u53c2\u6570\u642c\u56de […]<\/h3>\n

\u672c\u5468 C# \u4fa7\u6700\u503c\u5f97\u7ec6\u8bfb\u7684\u4e00\u7bc7，\u662f Laurent Kemp\u00e9 \u5728 9 \u6708 26 \u65e5\u53d1\u7684 \u300aC# 15 Collection Expression Arguments: What\u2019s New vs C# 12 and 13\u300b\u3002\u5b83\u586b\u8865\u7684\u662f\u4e00\u4e2a\u4ece C# 12 \u8d77\u5c31\u5b58\u5728\u7684\u7f3a\u53e3：\u96c6\u5408\u8868\u8fbe\u5f0f\u5f88\u597d\u7528，\u4f46\u4f60\u6ca1\u6cd5\u5728 […] \u91cc\u6307\u5b9a List \u7684\u521d\u59cb\u5bb9\u91cf\u3001HashSet \u7684\u6bd4\u8f83\u5668，\u6216\u8005\u81ea\u5b9a\u4e49\u96c6\u5408\u6784\u5efa\u5668\u7684\u5de5\u5382\u53c2\u6570\u3002<\/p>\n

\u4e09\u6b21\u7248\u672c\u6f14\u8fdb，\u522b\u641e\u6df7<\/h4>\n\n\u7248\u672c\u6539\u4e86\u4ec0\u4e48\u6ca1\u6539\u4ec0\u4e48<\/tr>\n\n\n\n\n\n
C# 12<\/td>\n\u5f15\u5165\u96c6\u5408\u8868\u8fbe\u5f0f […] \u4e0e\u5c55\u5f00 ..<\/td>\n\u6ca1\u6709\u5185\u8054\u4f20\u6784\u9020\u53c2\u6570\u7684\u9014\u5f84<\/td>\n<\/tr>\n
C# 13<\/td>\n\u6269\u5c55 params \u5230\u96c6\u5408\u7c7b\u578b（Span<T>\u3001ReadOnlySpan<T>\u3001\u96c6\u5408\u63a5\u53e3）<\/td>\n\u6ca1\u6709\u6539\u96c6\u5408\u8868\u8fbe\u5f0f\u7684\u6784\u9020\u8bed\u6cd5<\/td>\n<\/tr>\n
C# 14<\/td>\n\u2014<\/td>\n\u65e0\u53d8\u5316<\/td>\n<\/tr>\n
C# 15<\/td>\n\u65b0\u589e with(…) \u4f5c\u4e3a\u96c6\u5408\u8868\u8fbe\u5f0f\u7684\u9996\u5143\u7d20<\/td>\n\u6570\u7ec4 \/ span \u4ecd\u4e0d\u652f\u6301<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u4e00\u53e5\u8bdd\u8bb0\u4f4f：C# 13 \u6539\u7684\u662f\u300c\u65b9\u6cd5\u53c2\u6570\u7684\u8c03\u7528\u5f62\u72b6\u300d，C# 15 \u6539\u7684\u662f\u300c\u96c6\u5408\u7684\u6784\u9020\u5f62\u72b6\u300d\u3002<\/p>\n

\u8bed\u6cd5\u89c4\u5219：with(…) \u5fc5\u987b\u662f\u9996\u5143\u7d20<\/h4>\n

\/\/ \u2705 \u5408\u6cd5：with(…) \u5728\u7b2c\u4e00\u4f4d<\/span>
\nint<\/span>[<\/span>]<\/span><\/span> sourceIds =<\/span> [<\/span>1<\/span>,<\/span> 2<\/span>,<\/span> 3<\/span>]<\/span>;<\/span>
\nList<<\/span>int<\/span>><\/span><\/span> ids =<\/span> [<\/span>with<\/span>(<\/span>capacity<\/span>:<\/span> 256<\/span>)<\/span>,<\/span> ..<\/span>sourceIds]<\/span>;<\/span><\/p>\n

\/\/ \u274c \u975e\u6cd5：with(…) \u4e0d\u80fd\u5728\u5143\u7d20\u4e4b\u540e<\/span>
\nList<<\/span>int<\/span>><\/span><\/span> bad =<\/span> [<\/span>1<\/span>,<\/span> with<\/span>(<\/span>capacity<\/span>:<\/span> 256<\/span>)<\/span>,<\/span> 2<\/span>]<\/span>;<\/span><\/p>\n

with(…) \u91cc\u7684\u53c2\u6570\u4e0d\u4f1a\u6210\u4e3a\u96c6\u5408\u5143\u7d20，\u800c\u662f\u4ea4\u7ed9\u6784\u9020\u51fd\u6570\u7ed1\u5b9a\u3001\u96c6\u5408\u6784\u5efa\u5668\u7684 Create(…)，\u6216\u53d7\u652f\u6301\u7684\u63a5\u53e3\u7b7e\u540d\u53bb\u6d88\u8d39\u3002<\/p>\n

\u573a\u666f\u4e00：\u9884\u5206\u914d\u5bb9\u91cf，\u610f\u56fe\u5199\u5728\u540c\u4e00\u884c<\/h4>\n

\u4ee5\u524d\u4f60\u5fc5\u987b\u5728\u300c\u7b80\u6d01\u7684\u96c6\u5408\u8868\u8fbe\u5f0f\u300d\u548c\u300c\u663e\u5f0f\u6784\u9020\u300d\u4e4b\u95f4\u4e8c\u9009\u4e00：<\/p>\n

\/\/ \u8001\u5199\u6cd5：\u4e3a\u4e86 capacity \u5fc5\u987b\u653e\u5f03\u96c6\u5408\u8868\u8fbe\u5f0f<\/span>
\nvar<\/span><\/span> customers =<\/span> new<\/span> List<<\/span>Customer><\/span><\/span>(<\/span>1000<\/span>)<\/span>;<\/span>
\ncustomers.<\/span>Add<\/span>(<\/span>new<\/span> Customer<\/span>(<\/span>1<\/span>,<\/span> "John"<\/span>)<\/span>)<\/span>;<\/span>
\ncustomers.<\/span>Add<\/span>(<\/span>new<\/span> Customer<\/span>(<\/span>2<\/span>,<\/span> "Maria"<\/span>)<\/span>)<\/span>;<\/span>
\ncustomers.<\/span>Add<\/span>(<\/span>new<\/span> Customer<\/span>(<\/span>3<\/span>,<\/span> "David"<\/span>)<\/span>)<\/span>;<\/span><\/p>\n

\/\/ C# 15：\u5bb9\u91cf\u662f\u6784\u9020\u53c2\u6570，\u4e0d\u662f\u5143\u7d20<\/span>
\nList<<\/span>Customer><\/span><\/span> customers =<\/span>
\n[<\/span>
\n with<\/span>(<\/span>capacity<\/span>:<\/span> 1000<\/span>)<\/span>,<\/span>
\n new<\/span> Customer<\/span>(<\/span>1<\/span>,<\/span> "John"<\/span>)<\/span>,<\/span>
\n new<\/span> Customer<\/span>(<\/span>2<\/span>,<\/span> "Maria"<\/span>)<\/span>,<\/span>
\n new<\/span> Customer<\/span>(<\/span>3<\/span>,<\/span> "David"<\/span>)<\/span>,<\/span>
\n]<\/span>;<\/span><\/p>\n

\u7f16\u8bd1\u5668\u7528\u91cd\u8f7d\u51b3\u7b56\u6311\u6784\u9020\u51fd\u6570：List<T> \u6709 List()\u3001List(int capacity)\u3001List(IEnumerable<T>)，\u6240\u4ee5 with(capacity: 10) \u4f1a\u547d\u4e2d\u5bb9\u91cf\u6784\u9020\u3002<\/p>\n

\u573a\u666f\u4e8c：HashSet \u7684\u6bd4\u8f83\u5668，\u8fd9\u624d\u662f\u6700\u5b9e\u7528\u7684\u53d8\u5316<\/h4>\n

\/\/ \u8001\u5199\u6cd5<\/span>
\nvar<\/span><\/span> names =<\/span> new<\/span> HashSet<<\/span>string<\/span>><\/span><\/span>(<\/span>StringComparer.<\/span>OrdinalIgnoreCase)<\/span>;<\/span>
\nnames.<\/span>Add<\/span>(<\/span>"John"<\/span>)<\/span>;<\/span>
\nnames.<\/span>Add<\/span>(<\/span>"JOHN"<\/span>)<\/span>;<\/span>
\nnames.<\/span>Add<\/span>(<\/span>"john"<\/span>)<\/span>;<\/span><\/p>\n

\/\/ C# 15<\/span>
\nHashSet<<\/span>string<\/span>><\/span><\/span> names =<\/span> [<\/span>with<\/span>(<\/span>StringComparer.<\/span>OrdinalIgnoreCase)<\/span>,<\/span> "John"<\/span>,<\/span> "JOHN"<\/span>,<\/span> "john"<\/span>]<\/span>;<\/span>
\n\/\/ \u7ed3\u679c\u53ea\u6709\u4e00\u4e2a\u5143\u7d20\u2014\u2014\u6bd4\u8f83\u5668\u51b3\u5b9a\u4e09\u8005\u76f8\u540c<\/span><\/p>\n

\u6bd4\u8f83\u5668\u662f\u96c6\u5408\u884c\u4e3a\u7684\u4e00\u90e8\u5206，\u628a\u5b83\u632a\u8fdb\u96c6\u5408\u8868\u8fbe\u5f0f\u6bd4\u632a\u8fdb\u6784\u9020\u51fd\u6570\u66f4\u6709\u8868\u8fbe\u529b\u3002<\/p>\n

\u573a\u666f\u4e09：\u81ea\u5b9a\u4e49 CollectionBuilder \u7684\u591a\u53c2\u6570 Create<\/h4>\n

C# 15 \u5141\u8bb8 Create(…) \u5728\u672b\u5c3e\u7684 ReadOnlySpan<T> \u4e4b\u524d\u518d\u6302\u989d\u5916\u53c2\u6570：<\/p>\n

[<\/span>CollectionBuilder<\/span>(<\/span>typeof<\/span>(<\/span>Tags<\/span>)<\/span>,<\/span> nameof<\/span>(<\/span>Create)<\/span>)<\/span><\/span><\/span>]<\/span>
\ninternal<\/span> sealed<\/span> class<\/span> Tags<\/span>(<\/span>string<\/span>[<\/span>]<\/span><\/span> values,<\/span> StringComparer<\/span> comparer)<\/span>
\n :<\/span> HashSet<\/span><<\/span>string<\/span>><\/span><\/span><\/span>(<\/span>values,<\/span> comparer)<\/span>
\n{<\/span>
\n public<\/span> static<\/span> Tags<\/span> Create<\/span>(<\/span>StringComparer<\/span> comparer,<\/span> ReadOnlySpan<<\/span>string<\/span>><\/span><\/span> items)<\/span>
\n =><\/span> new<\/span>(<\/span>[<\/span>..<\/span> items]<\/span>,<\/span> comparer)<\/span>;<\/span><\/p>\n

public<\/span> static<\/span> Tags<\/span> Create<\/span>(<\/span>ReadOnlySpan<<\/span>string<\/span>><\/span><\/span> items)<\/span>
\n =><\/span> new<\/span>(<\/span>[<\/span>..<\/span> items]<\/span>,<\/span> StringComparer.<\/span>OrdinalIgnoreCase)<\/span>;<\/span>
\n}<\/span><\/p>\n

\/\/ \u4e09\u79cd\u7528\u6cd5\u90fd\u6210\u7acb<\/span>
\nTags<\/span> tags =<\/span> [<\/span>with<\/span>(<\/span>StringComparer.<\/span>OrdinalIgnoreCase)<\/span>,<\/span> "CSharp"<\/span>,<\/span> "CSHARP"<\/span>,<\/span> "csharp"<\/span>,<\/span> "dotnet"<\/span>]<\/span>;<\/span>
\nTags<\/span> newTags =<\/span> [<\/span>with<\/span>(<\/span>)<\/span>,<\/span> "CSharp"<\/span>,<\/span> "CSHARP"<\/span>,<\/span> "csharp"<\/span>,<\/span> "dotnet"<\/span>]<\/span>;<\/span> \/\/ \u8d70\u9ed8\u8ba4\u6bd4\u8f83\u5668\u91cd\u8f7d<\/span>
\nTags<\/span> oldTags =<\/span> [<\/span>"CSharp"<\/span>,<\/span> "CSHARP"<\/span>,<\/span> "csharp"<\/span>,<\/span> "dotnet"<\/span>]<\/span>;<\/span> \/\/ \u5b8c\u5168\u4e0d\u53d8<\/span><\/p>\n

\u56db\u6761\u5fc5\u987b\u8bb0\u4f4f\u7684\u8fb9\u754c<\/h4>\n
  • \u6570\u7ec4\u4e0e span \u4e0d\u5728\u8303\u56f4\u5185\u2014\u2014\u76ee\u6807\u662f T[] \u6216 Span<T> \u65f6，with(…) \u4e0d\u652f\u6301\u3002<\/li>\n
  • with(…) \u91cc\u4e0d\u80fd\u4f20 dynamic \u53c2\u6570\u3002<\/li>\n
  • with(…) \u4e0d\u53c2\u4e0e\u7c7b\u578b\u63a8\u65ad\/\u8f6c\u6362\u51b3\u7b56\u2014\u2014\u8bbe\u8ba1\u5982\u6b64，\u4e0e new(…) \u7684\u65e2\u6709\u5148\u4f8b\u4e00\u81f4\u3002<\/li>\n
  • \u91cd\u8f7d\u4e0e\u6b67\u4e49\u89c4\u5219\u7167\u65e7\u751f\u6548\u2014\u2014\u6784\u9020\u51fd\u6570\u548c\u6784\u5efa\u5668\u7684\u91cd\u8f7d\u51b3\u7b56\u4ecd\u7136\u9002\u7528，\u591a\u5019\u9009\u5339\u914d\u65f6\u7167\u6837\u4f1a\u6b67\u4e49\u3002<\/li>\n

    \u8fc1\u79fb\u6e05\u5355<\/h4>\n
      \n
    • \u610f\u56fe\u660e\u786e（capacity \/ options \/ comparer）\u7684\u5730\u65b9\u7528 with(…)，\u522b\u4e3a\u4e86\u7528\u800c\u7528\u3002<\/li>\n
    • \u6570\u7ec4\u548c span \u522b\u8bd5，\u4f1a\u7f16\u8bd1\u4e0d\u8fc7\u3002<\/li>\n
    • \u5fc3\u91cc\u90a3\u672c\u7248\u672c\u8d26\u8981\u6e05\u695a：C# 13 = params \u8c03\u7528\u5f62\u72b6，C# 15 = \u96c6\u5408\u6784\u9020\u5f62\u72b6\u3002<\/li>\n
    • \u81ea\u5df1\u5199\u7684\u6784\u9020\u51fd\u6570\/\u6784\u5efa\u5668\u5982\u679c\u6709\u91cd\u8f7d\u6b67\u4e49，\u5347\u7ea7\u524d\u5148\u9a8c\u8bc1\u4e00\u904d\u3002<\/li>\n<\/ul>\n

      \u540c\u5468\u8fd8\u786e\u8ba4\u4e86\u4e00\u6279\u968f .NET 11 RC1 \u843d\u5730\u7684 C# 15 \u7279\u6027：with(…) \u96c6\u5408\u8868\u8fbe\u5f0f\u53c2\u6570\u3001labeled break\/continue\u3001\u6269\u5c55\u7d22\u5f15\u5668（extension indexers），\u4ee5\u53ca\u6b64\u524d\u5df2\u7ecf\u7a33\u5b9a\u4e0b\u6765\u7684 union types \u4e0e closed class hierarchies\u3002RC1 \u5df2\u628a C# 15 \u8bbe\u4e3a net11.0 \u9879\u76ee\u7684\u9ed8\u8ba4\u8bed\u8a00\u7248\u672c，\u4e0d\u518d\u9700\u8981 LangVersion preview\u3002<\/p>\n

      \n

      \u4e8c\u3001.NET：JIT \u5185\u90e8\u673a\u5236\u62c6\u89e3，\u4e0e AG-UI \u7684\u5b98\u65b9 .NET SDK<\/h3>\n

      2.1 \u300cPerformance Improvements\u300d\u5230\u5e95\u7ed9\u4f60\u5e26\u6765\u4e86\u4ec0\u4e48\u2014\u2014JIT \u5c42\u9010\u6761\u62c6\u89e3<\/h4>\n

      \u5173\u4e8e .NET 11 \u6027\u80fd\u6587\u7ae0，\u793e\u533a\u91cc\u666e\u904d\u7684\u56f0\u60d1\u662f：\u300c\u6211\u4eec\u4ee3\u7801\u662f\u4e0d\u662f\u767d\u53d8\u5feb\u4e86？\u300ddaily-devops.net \u7684\u4e00\u7bc7\u62c6\u89e3\u7ed9\u51fa\u4e86\u8bda\u5b9e\u7684\u7b54\u6848：\u90e8\u5206\u573a\u666f\u3001\u90e8\u5206\u4f4d\u7f6e，\u4e14\u524d\u63d0\u662f JIT \u80fd\u5bf9\u4f60\u7684\u4ee3\u7801\u8bc1\u660e\u67d0\u4e9b\u4e1c\u897f\u3002\u5b83\u523b\u610f\u53ea\u843d\u5728 JIT \/ codegen \u5c42\u2014\u2014\u53bb\u865a\u62df\u5316\u3001\u9003\u9038\u5206\u6790\u3001\u59d4\u6258\u5e03\u5c40\u3001\u8fb9\u754c\u68c0\u67e5\u6d88\u9664\u3002<\/p>\n

      \u5b88\u62a4\u5f0f\u53bb\u865a\u62df\u5316（GDV）\u6253\u8fdb\u4e86\u6cdb\u578b\u865a\u65b9\u6cd5<\/h5>\n

      \u63a5\u53e3\u662f OOP \u7684\u4f53\u9762\u8bf4\u6cd5：\u4f60\u5199 IValidator，JIT \u770b\u5230\u7684\u662f\u901a\u8fc7\u65b9\u6cd5\u8868\u7684\u4e00\u6b21\u95f4\u63a5\u8c03\u7528，\u6240\u6709\u4f9d\u8d56\u5185\u8054\u7684\u4f18\u5316（\u4e5f\u5c31\u662f\u5927\u90e8\u5206\u4f18\u5316）\u5230\u6b64\u4e3a\u6b62\u3002<\/p>\n

      GDV \u662f JIT \u7684\u7ed5\u884c\u65b9\u6848\u2014\u2014\u4e0d\u518d\u6c38\u8fdc\u53d1\u95f4\u63a5\u8c03\u7528，\u800c\u662f\u63d2\u5165\u4e00\u6b21\u7c7b\u578b\u68c0\u67e5，\u4e3a\u5b83\u9884\u6d4b\u7684\u76ee\u6807\u7c7b\u578b\u51c6\u5907\u5feb\u8def\u5f84，\u5176\u4f59\u8d70\u56de\u95f4\u63a5\u8c03\u7528：<\/p>\n

      public<\/span> interface<\/span> IValidator<\/span> {<\/span> bool<\/span><\/span> IsValid<\/span>(<\/span>Order<\/span> order)<\/span>;<\/span> }<\/span><\/p>\n

      public<\/span> sealed<\/span> class<\/span> DefaultValidator<\/span> :<\/span> IValidator<\/span><\/span>
      \n{<\/span>
      \n public<\/span> bool<\/span><\/span> IsValid<\/span>(<\/span>Order<\/span> order)<\/span> =><\/span> order.<\/span>Total ><\/span> 0<\/span> &&<\/span> order.<\/span>Items.<\/span>Count ><\/span> 0<\/span>;<\/span>
      \n}<\/span><\/p>\n

      public<\/span> decimal<\/span><\/span> ProcessOrders<\/span>(<\/span>IEnumerable<<\/span>Order><\/span><\/span> orders,<\/span> IValidator<\/span> validator)<\/span>
      \n{<\/span>
      \n decimal<\/span><\/span> total =<\/span> 0<\/span>;<\/span>
      \n foreach<\/span> (<\/span>var<\/span><\/span> order in<\/span> orders)<\/span>
      \n {<\/span>
      \n if<\/span> (<\/span>validator.<\/span>IsValid<\/span>(<\/span>order)<\/span>)<\/span> \/\/ GDV \u53ef\u4ee5\u731c DefaultValidator \u5e76\u5185\u8054<\/span>
      \n total +=<\/span> order.<\/span>Total;<\/span>
      \n }<\/span>
      \n return<\/span> total;<\/span>
      \n}<\/span><\/p>\n

      .NET 11 \u7684\u65b0\u53d8\u5316：GDV \u6269\u5c55\u5230\u4e86\u6cdb\u578b\u865a\u65b9\u6cd5（GVM），\u5171\u4eab\u5b9e\u4f8b\u5316\u4e0e\u975e\u5171\u4eab\u5b9e\u4f8b\u5316\u90fd\u8986\u76d6\u3002\u6b64\u524d\u6cdb\u578b\u6d3e\u53d1\u8981\u591a\u8d70\u4e00\u5c42\u65b9\u6cd5\u8868\u95f4\u63a5\u5bfb\u5740，\u56e0\u6b64\u9000\u56de\u95f4\u63a5\u8c03\u7528\u7684\u60c5\u51b5\u8fdc\u6bd4\u666e\u901a\u865a\u65b9\u6cd5\u591a\u3002<\/p>\n

      \u4f46\u8fd9\u4e0d\u662f\u514d\u8d39\u7684：\u6bcf\u4e00\u6b21 GDV \u5b88\u536b\u90fd\u662f\u5373\u4f7f\u731c\u9519\u4e5f\u8981\u8dd1\u7684\u7c7b\u578b\u68c0\u67e5，\u731c\u9519\u8fd8\u8981\u989d\u5916\u4ed8\u56de\u9000\u8def\u5f84\u7684\u94b1\u3002 \u4e5f\u5c31\u662f\u8bf4 GDV \u662f profile-informed \u800c\u975e\u65e0\u5dee\u522b\u6492\u7f51\u2014\u2014JIT \u53ea\u5728\u6709\u7406\u7531\u76f8\u4fe1\u67d0\u4e2a\u7c7b\u578b\u5360\u4e3b\u5bfc\u65f6\u624d\u63d2\u5b88\u536b\u3002\u5982\u679c\u4f60\u624b\u4e0a\u662f\u4e2a\u771f\u6b63\u591a\u6001\u7684\u8c03\u7528\u70b9（\u4e09\u56db\u4e2a\u5b9e\u73b0\u5747\u5300\u5206\u5e03），GDV \u8981\u4e48\u4e0d\u89e6\u53d1，\u8981\u4e48\u53ea\u52a0\u5f00\u9500\u4e0d\u5e26\u6765\u6536\u76ca\u3002\u300c\u6211\u7528\u4e86\u63a5\u53e3\u300d\u5728 .NET 11 \u91cc\u4f9d\u7136\u4e0d\u662f\u4e00\u4e2a\u6027\u80fd\u8bba\u636e，\u53d7\u76ca\u4e0e\u5426\u53d6\u51b3\u4e8e\u4f60\u5b9e\u9645\u8c03\u7528\u70b9\u6709\u591a\u5355\u6001，\u800c\u4e0d\u662f\u4ee3\u7801\u600e\u4e48\u6807\u6ce8\u7c7b\u578b\u3002<\/p>\n

      \u9003\u9038\u5206\u6790：\u73b0\u5728\u662f Nullable \u88c5\u7bb1<\/h5>\n

      \u9003\u9038\u5206\u6790\u7684\u5168\u90e8\u5356\u70b9\u5c31\u4e00\u53e5\u8bdd：\u4f60\u4e0d\u7528\u5199 workaround \u7684\u90a3\u4e9b\u5206\u914d，GC \u4e5f\u4e0d\u7528\u78b0\u3002 \u5224\u636e\u662f\u2014\u2014\u8fd9\u4e2a\u5bf9\u8c61\u4f1a\u6d3b\u8fc7\u5206\u914d\u5b83\u7684\u90a3\u4e2a\u65b9\u6cd5\u5417？\u5982\u679c\u80fd\u8bc1\u660e\u4e0d\u4f1a，\u5bf9\u8c61\u53ef\u4ee5\u7559\u5728\u6808\u4e0a（\u8fd0\u884c\u65f6\u6587\u6863\u7684\u8bf4\u6cd5\u662f\u628a\u4e00\u4e2a\u9a7b\u7559\u5bc4\u5b58\u5668\u7684\u6808\u6307\u9488\u9012\u51cf，\u65b9\u6cd5\u8fd4\u56de\u65f6\u81ea\u52a8\u91ca\u653e），\u800c\u4e0d\u662f\u4e0a\u5806\u3001\u6700\u7ec8\u8ba1\u5165\u4e00\u6b21 GC\u3002<\/p>\n

      .NET 11 \u62d3\u5bbd\u4e86\u53ef\u63a8\u7406\u7684\u5f62\u72b6，\u5176\u4e2d\u6700\u503c\u5f97\u6ce8\u610f\u7684\u662f Nullable \u88c5\u7bb1：\u8fc7\u53bb\u88c5\u7bb1\u4e00\u4e2a Nullable<T> \u5728\u5206\u6790\u89c6\u89d2\u91cc\u662f\u4e2a\u4e0d\u900f\u660e\u64cd\u4f5c；\u73b0\u5728 JIT \u5148\u628a\u5c55\u5f00\u6210\u5b83\u7684\u7ec4\u6210\u90e8\u5206\u518d\u8dd1\u9003\u9038\u5206\u6790，\u4e8e\u662f\u300c\u4ece\u6ca1\u771f\u6b63\u9003\u9038\u51fa\u53bb\u7684\u88c5\u7bb1 Nullable\u300d\u53ef\u4ee5\u88ab\u5b8c\u5168\u6d88\u9664\u3002<\/p>\n

      public<\/span> string<\/span><\/span> FormatNullableInt<\/span>(<\/span>int<\/span>?<\/span><\/span> value<\/span>)<\/span>
      \n{<\/span>
      \n object<\/span><\/span> boxed =<\/span> value<\/span>;<\/span> \/\/ value.HasValue \u4e3a\u771f\u65f6，\u4ee5\u524d\u5fc5\u7136\u4ea7\u751f\u4e00\u6b21\u5806\u88c5\u7bb1<\/span>
      \n return<\/span> boxed switch<\/span>
      \n {<\/span>
      \n null<\/span> =><\/span> "none"<\/span>,<\/span>
      \n int<\/span><\/span> i =><\/span> i.<\/span>ToString<\/span>(<\/span>)<\/span>,<\/span>
      \n _ =><\/span> "unexpected"<\/span>
      \n }<\/span>;<\/span>
      \n}<\/span><\/p>\n

      \u8fb9\u754c\u68c0\u67e5\u6d88\u9664：\u5b89\u5168 C# \u4f55\u65f6\u80fd\u8ffd\u4e0a unsafe<\/h5>\n

      \u53e6\u4e00\u7bc7\u8ba8\u8bba\u9762\u66f4\u5e7f\u7684\u6587\u7ae0（C# Corner）\u6307\u51fa，.NET 11 \u5728\u8fb9\u754c\u68c0\u67e5\u6d88\u9664\u4e0a\u6709\u5b9e\u6253\u5b9e\u7684\u6269\u5c55：\u7d22\u5f15 + \u5e38\u91cf\u7684\u8ba1\u7b97\u3001\u90e8\u5206 index-from-end \u64cd\u4f5c，\u4ee5\u53ca JIT \u5bf9\u5faa\u73af\u6761\u4ef6\u7684\u4f20\u9012\u63a8\u7406\u2014\u2014\u6bd4\u5982<\/p>\n

      static<\/span> int<\/span><\/span> SumPairs<\/span>(<\/span>int<\/span>[<\/span>]<\/span><\/span> values)<\/span>
      \n{<\/span>
      \n int<\/span><\/span> total =<\/span> 0<\/span>;<\/span>
      \n for<\/span> (<\/span>int<\/span><\/span> i =<\/span> 0<\/span>;<\/span> i <<\/span> values.<\/span>Length –<\/span> 1<\/span>;<\/span> i++<\/span>)<\/span>
      \n {<\/span>
      \n total +=<\/span> values[<\/span>i]<\/span>;<\/span>
      \n total +=<\/span> values[<\/span>i +<\/span> 1<\/span>]<\/span>;<\/span>
      \n }<\/span>
      \n return<\/span> total;<\/span>
      \n}<\/span><\/p>\n

      \u5faa\u73af\u6761\u4ef6\u5df2\u5efa\u7acb i < values.Length – 1，\u4e5f\u5c31\u8574\u542b i + 1 < values.Length，.NET 11 \u80fd\u8bc6\u522b\u8fd9\u7c7b\u5173\u7cfb\u5e76\u6d88\u6389\u5197\u4f59\u68c0\u67e5\u3002<\/p>\n

      \u540c\u65f6\u5b83\u7ed9\u4e86\u4e00\u53e5\u5f88\u5b9e\u5728\u7684\u63d0\u9192：\u300cunsafe \u66f4\u5feb\u300d\u662f\u4e2a\u672a\u7ecf\u6d4b\u91cf\u7684\u5047\u8bbe\u3002 \u5b89\u5168\u7248\u672c\u628a\u5faa\u73af\u610f\u56fe\u5b8c\u6574\u66b4\u9732\u7ed9\u4e86\u8fd0\u884c\u65f6，\u53cd\u800c\u7ed9\u4e86\u4f18\u5316\u7684\u673a\u4f1a\u3002\u771f\u6b63\u8be5\u95ee\u7684\u4e0d\u662f\u300cunsafe \u5feb\u4e0d\u5feb\u300d，\u800c\u662f\u300cunsafe \u8ba9\u8fd9\u6761\u7279\u5b9a\u70ed\u8def\u5f84\u53ef\u6d4b\u91cf\u5730\u53d8\u5feb\u4e86\u5417\u300d\u3002<\/p>\n

      \u5468\u5185\u5176\u4ed6 .NET \u52a8\u6001<\/h5>\n
        \n
      • .NET 11 GA \u65f6\u95f4\u951a\u5b9a 11 \u6708 10 \u65e5\u524d\u540e（STS \u901a\u9053）\u3002RC1 \u7684 go-live \u8bb8\u53ef\u5df2\u751f\u6548，\u53ef\u4ee5\u4e0a\u751f\u4ea7，\u4f46 codegen \u7ec6\u8282\u5230 GA \u524d\u4ecd\u53ef\u80fd\u53d8，\u6027\u80fd\u6570\u5b57\u5f53\u4f5c\u65b9\u5411\u6027\u53c2\u8003\u800c\u975e\u5408\u540c\u3002<\/li>\n
      • F# 11：\u5b57\u7b26\u4e32\u63d2\u503c\u6539\u7528 String.Concat，dotnet test \u652f\u6301 Android \/ iOS \/ macOS \/ Mac Catalyst \u8de8\u5e73\u53f0\u6d4b\u8bd5\u3002<\/li>\n
      • NuGet \u4f5c\u8005\u7b7e\u540d\u8bc1\u4e66 9 \u6708 23 \u65e5\u8d77\u8f6e\u6362\u2014\u2014\u5982\u679c\u4f60\u7684\u6d41\u6c34\u7ebf\u91cc\u6709 trusted signer \u7b56\u7565\u6216\u76f4\u63a5\u6bd4\u5bf9\u8bc1\u4e66\u6307\u7eb9，\u5fc5\u987b\u5728\u5207\u6362\u524d\u628a\u65b0\u8bc1\u4e66\u52a0\u8fdb\u53bb，\u5426\u5219\u7b7e\u540d\u6821\u9a8c\u4f1a\u6302\u3002<\/li>\n<\/ul>\n

        2.2 AG-UI \u534f\u8bae\u8fce\u6765\u4e00\u7b49\u516c\u6c11\u7684 .NET SDK<\/h4>\n

        9 \u6708 25 \u65e5，.NET \u56e2\u961f\u4e0e CopilotKit \u5408\u4f5c\u53d1\u5e03\u4e86 AG-UI \u7684 .NET SDK，\u653e\u5728 AG-UI \u4e0a\u6e38\u4ed3\u5e93\u91cc，\u4e0e TypeScript\u3001Python SDK \u5e76\u5217，MIT \u8bb8\u53ef，\u53d1\u5e03\u5728 NuGet \u4e0a\u3002Microsoft Agent Framework（MAF）\u7684 AG-UI \u652f\u6301\u73b0\u5728\u76f4\u63a5\u6784\u5efa\u5728\u8fd9\u5957 SDK \u4e4b\u4e0a，\u4e0d\u518d\u81ea\u5df1\u7ef4\u62a4\u4e00\u5957\u534f\u8bae\u5b9e\u73b0\u3002<\/p>\n

        AG-UI（Agent-User Interaction Protocol）\u6807\u51c6\u5316\u7684\u662f\u667a\u80fd\u4f53 \u2194 \u7528\u6237\u754c\u9762\u8fd9\u4e00\u5c42\u901a\u4fe1\u3002\u667a\u80fd\u4f53\u6253\u7834\u4e86\u4f20\u7edf\u8bf7\u6c42\u2014\u54cd\u5e94\u8303\u5f0f：\u957f\u65f6\u8fd0\u884c\u3001\u6d41\u5f0f\u5410 token\u3001\u4e2d\u9014\u6d3e\u751f\u5b50\u667a\u80fd\u4f53\u3001\u5728\u54cd\u5e94\u4e2d\u95f4\u8c03\u5de5\u5177\u3002\u6ca1\u6709\u5171\u4eab\u534f\u8bae，\u6bcf\u4e2a\u6846\u67b6\u90fd\u5410\u81ea\u5df1\u7684\u6d41\u683c\u5f0f，\u5e94\u7528\u5f00\u53d1\u8005\u5c31\u5f97\u81ea\u5df1\u89e3\u6790\u5206\u7247\u3001\u8ddf\u8e2a\u72b6\u6001\u3001\u6620\u5c04\u4e8b\u4ef6\u2014\u2014event \u683c\u5f0f\u4e00\u53d8\u5c31\u574f\u3002<\/p>\n

        SDK \u6536\u53d1\u53cc\u5411：AGUI.Server \u628a\u4e00\u4e2a\u667a\u80fd\u4f53\u66b4\u9732\u6210 AG-UI \u7aef\u70b9，AGUI.Client \u8ba9 .NET \u5e94\u7528\u6d88\u8d39 AG-UI \u7aef\u70b9\u3002\u9ed8\u8ba4\u4f20\u8f93\u662f Server-Sent Events，protobuf \u53ef\u9009（\u8986\u76d6\u4e8b\u4ef6\u5b50\u96c6）\u3002\u534f\u8bae\u4e8b\u4ef6\u5206\u516b\u7c7b：\u751f\u547d\u5468\u671f\u3001\u6587\u672c\u6d88\u606f\u3001\u5de5\u5177\u8c03\u7528\u3001\u72b6\u6001\u540c\u6b65\u3001\u6d3b\u52a8\u8fdb\u5ea6\u3001\u5b50\u667a\u80fd\u4f53\u3001\u7279\u6b8a\u529f\u80fd\u3001\u8349\u7a3f\u3002<\/p>\n

        \u4e94\u4e2a NuGet \u5305：<\/p>\n\n\u5305\u804c\u8d23<\/tr>\n\n\n\n\n\n\n
        AGUI.Abstractions<\/td>\n\u534f\u8bae\u4e8b\u4ef6\u3001\u6d88\u606f\u3001\u5de5\u5177\u3001\u80fd\u529b\u3001\u4e2d\u65ad\u3001\u72b6\u6001\u4e0e\u5e8f\u5217\u5316<\/td>\n<\/tr>\n
        AGUI.Formatting<\/td>\n\u7ebf\u683c\u5f0f\u62bd\u8c61\u4e0e\u9ed8\u8ba4 SSE \u683c\u5f0f\u5316\u5668<\/td>\n<\/tr>\n
        AGUI.Protobuf<\/td>\n\u53ef\u9009 protobuf \u7f16\u89e3\u7801<\/td>\n<\/tr>\n
        AGUI.Client<\/td>\n\u4ece .NET \u6d88\u8d39 AG-UI \u7aef\u70b9<\/td>\n<\/tr>\n
        AGUI.Server<\/td>\n\u628a\u667a\u80fd\u4f53\u66b4\u9732\u4e3a AG-UI \u751f\u4ea7\u8005<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u6700\u5c0f\u670d\u52a1\u7aef\u793a\u4f8b（\u667a\u80fd\u4f53\u672c\u8eab\u5c31\u662f\u4e00\u4e2a IChatClient）：<\/p>\n

        using<\/span> AGUI.<\/span>Abstractions<\/span>;<\/span>
        \nusing<\/span> AGUI.<\/span>Server<\/span>;<\/span>
        \nusing<\/span> Microsoft.<\/span>AspNetCore.<\/span>Http.<\/span>Json<\/span>;<\/span>
        \nusing<\/span> Microsoft.<\/span>Extensions.<\/span>AI<\/span>;<\/span>
        \nusing<\/span> Microsoft.<\/span>Extensions.<\/span>Options<\/span>;<\/span><\/p>\n

        var<\/span><\/span> builder =<\/span> WebApplication.<\/span>CreateBuilder<\/span>(<\/span>args)<\/span>;<\/span>
        \nbuilder.<\/span>Services.<\/span>AddSingleton<\/span>(<\/span>CreateChatClient<\/span>(<\/span>)<\/span>)<\/span>;<\/span>
        \nbuilder.<\/span>Services.<\/span>Configure<\/span><<\/span>JsonOptions><\/span><\/span><\/span>(<\/span>options =><\/span> options.<\/span>SerializerOptions
        \n .<\/span>TypeInfoResolverChain.<\/span>Insert<\/span>(<\/span>0<\/span>,<\/span> AGUIJsonUtilities.<\/span>DefaultTypeInfoResolver)<\/span>)<\/span>;<\/span><\/p>\n

        var<\/span><\/span> app =<\/span> builder.<\/span>Build<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

        app.<\/span>MapPost<\/span>(<\/span>"\/"<\/span>,<\/span> (<\/span>RunAgentInput<\/span> input,<\/span> IChatClient<\/span> chatClient,<\/span>
        \n IOptions<<\/span>JsonOptions><\/span><\/span> jsonOptions,<\/span> CancellationToken<\/span> ct)<\/span> =><\/span>
        \n{<\/span>
        \n var<\/span><\/span> context =<\/span> input.<\/span>ToChatRequestContext<\/span>(<\/span>jsonOptions.<\/span>Value.<\/span>SerializerOptions)<\/span>;<\/span>
        \n var<\/span><\/span> events =<\/span> chatClient
        \n .<\/span>GetStreamingResponseAsync<\/span>(<\/span>context.<\/span>Messages,<\/span> context.<\/span>ChatOptions,<\/span> ct)<\/span>
        \n .<\/span>AsAGUIEventStreamAsync<\/span>(<\/span>context,<\/span> ct)<\/span>;<\/span>
        \n return<\/span> TypedResults.<\/span>ServerSentEvents<\/span>(<\/span>events)<\/span>;<\/span>
        \n}<\/span>)<\/span>;<\/span><\/p>\n

        await<\/span> app.<\/span>RunAsync<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

        AsAGUIEventStreamAsync \u4f1a\u81ea\u52a8\u5728\u4e00\u8f6e\u8fd0\u884c\u524d\u540e\u8865\u4e0a RUN_STARTED \/ RUN_FINISHED，\u5728\u5207\u6362\u5230\u522b\u7684\u6d88\u606f\u6216\u5de5\u5177\u8c03\u7528\u524d\u5173\u95ed\u5df2\u6253\u5f00\u7684\u6587\u672c\u4e0e\u63a8\u7406\u5757，\u5e76\u628a\u591a\u6b21\u4e2d\u65ad\u5408\u5e76\u6210\u5355\u4e2a\u7ec8\u6b62\u7684 RUN_FINISHED\u2014\u2014\u534f\u8bae\u7684\u4e8b SDK \u7ba1，Web \u670d\u52a1\u5668\u8fd8\u662f\u4f60\u7684\u3002<\/p>\n

        Agent Framework \u4fa7\u5219\u8584\u6210\u51e0\u884c：<\/p>\n

        builder.<\/span>Services.<\/span>AddAGUIServer<\/span>(<\/span>)<\/span>;<\/span>
        \nAIAgent<\/span> agent =<\/span> chatClient.<\/span>AsAIAgent<\/span>(<\/span>name<\/span>:<\/span> "AGUIAssistant"<\/span>,<\/span>
        \n instructions<\/span>:<\/span> "You are a helpful assistant."<\/span>)<\/span>;<\/span>
        \napp.<\/span>MapAGUIServer<\/span>(<\/span>"\/"<\/span>,<\/span> agent)<\/span>;<\/span><\/p>\n

        \u5347\u7ea7\u8981\u6539\u7684 API \u540d（\u4e8b\u4ef6\u683c\u5f0f\u4ecd\u7ebf\u517c\u5bb9，\u8001\u524d\u7aef\u4e0d\u7528\u52a8）：<\/p>\n\n\u65e7 API\u65b0 API<\/tr>\n\n\n\n\n\n
        AddAGUI()<\/td>\nAddAGUIServer()<\/td>\n<\/tr>\n
        MapAGUI()<\/td>\nMapAGUIServer()<\/td>\n<\/tr>\n
        Microsoft.Agents.AI.AGUI \u547d\u540d\u7a7a\u95f4<\/td>\nAGUI.Client \/ AGUI.Server \/ AGUI.Abstractions<\/td>\n<\/tr>\n
        AGUIChatClient \u4f4d\u7f6e\u53c2\u6570\u6784\u9020<\/td>\nOptions \u5316\u6784\u9020<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u5305\u91cc 1.0.0 \u76ee\u6807 net8.0，\u5173\u952e\u5305\u540c\u65f6\u517c\u5bb9 netstandard2.0 \u4e0e net472\u2014\u2014\u4e5f\u5c31\u662f\u8bf4 .NET Framework 4.7.2 \u4ee5\u4e0a\u7684\u5e94\u7528\u53ef\u4ee5\u5f53\u6d88\u8d39\u8005，\u4f46\u8981\u66b4\u9732\u7aef\u70b9\u8fd8\u662f\u5f97\u7528\u73b0\u4ee3 .NET \u7684\u670d\u52a1\u7aef\u8bbe\u65bd\u3002<\/p>\n

        \u987a\u5e26\u628a\u4e09\u5144\u5f1f\u8fb9\u754c\u8bf4\u6e05\u695a：MCP \u7ed9\u667a\u80fd\u4f53\u9001\u5de5\u5177\u4e0e\u5916\u90e8\u4e0a\u4e0b\u6587，A2A \u7ba1\u667a\u80fd\u4f53\u4e4b\u95f4\u901a\u4fe1，AG-UI \u7ba1\u667a\u80fd\u4f53\u5230\u7528\u6237\u754c\u9762\u3002 \u4e09\u8005\u53ef\u4ee5\u5728\u540c\u4e00\u5957\u67b6\u6784\u91cc\u5171\u5b58：\u540e\u7aef\u7528 MCP \u62ff\u5de5\u5177，\u7528 A2A \u627e\u522b\u7684\u667a\u80fd\u4f53，\u518d\u7528 AG-UI \u628a\u751f\u547d\u5468\u671f\u3001\u72b6\u6001\u548c\u5de5\u5177\u6d3b\u52a8\u6d41\u7ed9\u524d\u7aef\u3002<\/p>\n

        \n

        \u4e09\u3001ASP.NET Core：DBSC \u5b9e\u9a8c\u6027\u843d\u5730，Blazor Virtualize \u88ab\u91cd\u5199<\/h3>\n

        3.1 DBSC：\u628a\u4f1a\u8bdd\u51ed\u636e\u7ed1\u6b7b\u5728\u8bbe\u5907\u4e0a<\/h4>\n

        cookie \u8ba4\u8bc1\u6709\u4e2a\u4f17\u6240\u5468\u77e5\u7684\u6b7b\u7a74\u2014\u2014cookie \u7a83\u53d6 \/ \u4f1a\u8bdd\u52ab\u6301\u3002\u957f\u65f6\u6709\u6548\u7684\u8ba4\u8bc1 cookie \u4ece\u53d7\u5bb3\u8005\u673a\u5668\u4e0a\u88ab\u62ff\u8d70，\u5c31\u80fd\u5728\u653b\u51fb\u8005\u673a\u5668\u4e0a\u7167\u7528，\u56e0\u4e3a cookie \u662f bearer token，\u670d\u52a1\u7aef\u6ca1\u6709\u4efb\u4f55\u529e\u6cd5\u77e5\u9053\u5b83\u88ab\u5077\u4e86（\u9664\u4e86\u4e00\u4e9b\u5f88\u865a\u7684\u542f\u53d1\u5f0f，\u6bd4\u5982 impossible travel）\u3002<\/p>\n

        Device Bound Session Credentials（DBSC） \u7684\u601d\u8def\u662f：\u7528\u77ed\u751f\u547d\u5468\u671f\u51ed\u636e\u66ff\u6362\u957f\u751f\u547d\u5468\u671f\u51ed\u636e，\u5e76\u8ba9\u5237\u65b0\u4ee4\u724c\u5fc5\u987b\u7531\u7b7e\u53d1\u5b83\u7684\u540c\u4e00\u53f0\u8bbe\u5907\u51fa\u793a\u3002\u7a83\u53d6\u56e0\u6b64\u5931\u6548\u2014\u2014\u77ed cookie \u5f88\u5feb\u8fc7\u671f，\u5237\u65b0\u4ee4\u724c\u5728\u522b\u5904\u65e0\u6548\u3002\u9a8c\u8bc1\u624b\u6bb5\u662f\u8ba9\u6d4f\u89c8\u5668\u7528\u4e00\u628a\u5b58\u5728 TPM（\u53ef\u4fe1\u5e73\u53f0\u6a21\u5757）\u91cc\u7684\u79c1\u94a5\u5bf9\u8bf7\u6c42\u7b7e\u540d，\u79c1\u94a5\u6c38\u4e0d\u51fa TPM，\u6240\u4ee5\u300c\u540c\u4e00\u4e2a\u5bc6\u94a5\u7b7e\u7684\u300d\u5c31\u7b49\u4e8e\u300c\u540c\u4e00\u53f0\u673a\u5668\u53d1\u7684\u300d\u3002<\/p>\n

        \u534f\u8bae\u5206\u6ce8\u518c\u4e0e\u5237\u65b0\u4e24\u6b65：\u670d\u52a1\u7aef\u8fd4\u56de Secure-Session-Registration \u5934\u58f0\u660e\u652f\u6301 DBSC \u2192 \u6d4f\u89c8\u5668\u751f\u6210\u5bc6\u94a5\u5bf9\u5e76\u6ce8\u518c \u2192 \u670d\u52a1\u7aef\u628a\u957f cookie \u6362\u6210\u77ed cookie \u2192 \u9700\u8981\u65f6\u6d4f\u89c8\u5668\u8bbf\u95ee\u5237\u65b0\u7aef\u70b9，\u670d\u52a1\u7aef\u53d1\u6311\u6218\u3001\u6d4f\u89c8\u5668\u7b7e\u540d\u56de\u9001\u3001\u670d\u52a1\u7aef\u66f4\u65b0\u77ed cookie\u3002<\/p>\n

        .NET 11 \u91cc ASP.NET Core \u52a0\u4e86\u5b9e\u9a8c\u6027\u652f\u6301，\u4ee5\u72ec\u7acb\u5305 Microsoft.AspNetCore.Authentication.DeviceBoundSessions \u53d1\u5e03\u3002\u5b9a\u4f4d\u662f\u73b0\u6709 cookie \u65b9\u6848\u7684 drop-in \u52a0\u56fa\u5c42：\u4f60\u628a\u5b83\u6307\u5411\u4e00\u4e2a\u300c\u6e90\u300d\u767b\u5f55\u65b9\u6848，\u5b83\u8d1f\u8d23\u6ce8\u518c\u63e1\u624b\u3001\u4e00\u4e2a\u8def\u5f84\u4f5c\u7528\u57df\u7684\u5237\u65b0 cookie\u3001\u4ee5\u53ca\u4e00\u4e2a\u77ed\u65f6\u4f1a\u8bdd cookie\u3002\u6700\u7b80\u5355\u7684\u7528\u6cd5\u53ea\u52a0\u4e00\u884c：<\/p>\n

        builder.<\/span>Services.<\/span>AddAuthentication<\/span>(<\/span>)<\/span>
        \n .<\/span>AddCookie<\/span>(<\/span>"Application"<\/span>,<\/span> o =><\/span> {<\/span> \/* \u539f\u6709\u767b\u5f55 cookie，\u4e0d\u52a8 *\/<\/span> }<\/span>)<\/span>
        \n \/\/ 👇 \u4e3a "Application" cookie \u52a0\u4e0a DBSC \u652f\u6301<\/span>
        \n .<\/span>AddDeviceBoundSession<\/span>(<\/span>"Application"<\/span>)<\/span>;<\/span><\/p>\n

        3.2 Blazor Virtualize：\u53ef\u53d8\u9ad8\u5ea6\u3001\u6eda\u52a8\u951a\u5b9a\u4e0e\u4e25\u683c CSP<\/h4>\n

        ABP \u793e\u533a\u672c\u5468\u53d1\u7684 \u300aBlazor .NET 11: What\u2019s New in Virtualize, AnchorMode, and CSP Support\u300b \u628a Virtualize \u4ece\u300c\u53ea\u9002\u5408\u89c4\u6574\u5217\u8868\u300d\u7684\u7ec4\u4ef6，\u53d8\u6210\u4e86\u80fd\u63a5\u4f4f\u52a8\u6001\u6570\u636e\u6d41\u7684\u7ec4\u4ef6\u3002\u4f5c\u8005\u5728 Chrome \/ Firefox \/ WebKit \u4e0a\u5b9e\u6d4b\u5e76\u7ed9\u51fa\u4e86\u6570\u636e\u3002<\/p>\n

        \u80cc\u666f\u662f\u6709\u591a\u75db：\u4e00\u4e2a\u5c55\u793a 10 \u4e07\u6761\u4e8b\u4ef6\u7684\u8fd0\u7ef4\u770b\u677f，\u6734\u7d20 @foreach \u4f1a\u4ea7\u751f 400,078 \u4e2a DOM \u5143\u7d20；\u5f00\u4e86\u9884\u6e32\u67d3\u540e，foreach \u7248\u672c\u751f\u6210 28.6 MB \u7684 HTML \u54cd\u5e94（\u865a\u62df\u5316\u7248\u672c 11.7 KB），\u9875\u9762\u8981\u82b1\u5c06\u8fd1\u4e24\u5206\u949f\u624d\u53ef\u4ea4\u4e92；\u800c\u4e14\u65b0\u4e8b\u4ef6\u6bcf\u79d2\u90fd\u5728\u5230，\u63cf\u8ff0\u957f\u5ea6\u8fd8\u4e0d\u4e00\u6837\u3002<\/p>\n

        .NET 11 \u7684\u6539\u52a8：<\/p>\n

          \n
        • \u53ef\u53d8\u9ad8\u5ea6：Virtualize \u73b0\u5728\u4f1a\u6d4b\u91cf\u5df2\u6e32\u67d3\u9879\u5e76\u7ef4\u62a4\u4e00\u4e2a\u6eda\u52a8\u5e73\u5747\u9ad8\u5ea6，ItemSize \u9000\u5316\u4e3a\u8d77\u59cb\u4f30\u7b97\u503c\u800c\u975e\u56fa\u5b9a\u503c\u3002<\/li>\n
        • \u6eda\u52a8\u951a\u5b9a：\u89c6\u53e3\u4e0a\u65b9\u5185\u5bb9\u9ad8\u5ea6\u53d8\u5316\u65f6，\u4f60\u6b63\u5728\u8bfb\u7684\u5185\u5bb9\u9ed8\u8ba4\u4e0d\u52a8\u3002div \u6784\u6210\u7684\u5217\u8868\u8d70\u6d4f\u89c8\u5668\u539f\u751f CSS scroll anchoring；\u4e0d\u652f\u6301\u7684\u5e03\u5c40\u4e0e\u6d4f\u89c8\u5668\u8d70 ResizeObserver \u56de\u9000\u65b9\u6848\u3002<\/li>\n
        • AnchorMode：\u65b0\u589e [Flags] \u679a\u4e3e VirtualizeAnchorMode\u3002Start（\u9ed8\u8ba4）\u5728\u9876\u90e8\u65f6\u5c55\u793a\u65b0\u9879，End \u5728\u5e95\u90e8\u65f6\u8ddf\u968f\u65b0\u9879，None \u90fd\u4e0d\u505a\u3002\u79bb\u5f00\u8fb9\u7f18\u65f6，\u4efb\u4f55\u6a21\u5f0f\u90fd\u4f1a\u628a\u6b63\u5728\u8bfb\u7684\u5185\u5bb9\u9489\u4f4f\u3002<\/li>\n
        • \u6eda\u52a8 API：InitialItemIndex \u4e0e ScrollToItemAsync，\u7ec8\u4e8e\u53ef\u4ee5\u300c\u6253\u5f00\u5c31\u5b9a\u4f4d\u5230\u67d0\u6761\u300d\u548c\u300c\u8df3\u5230\u4efb\u610f\u6761\u300d\u3002<\/li>\n
        • Overscan：OverscanCount \u9ed8\u8ba4\u503c\u4ece 3 \u63d0\u5230 15\u2014\u2014\u66f4\u591a DOM，\u66f4\u5927\u7684 ItemsProvider \u8bf7\u6c42，\u8fd9\u662f\u9ed8\u8ba4\u503c\u7684\u53d6\u820d\u3002<\/li>\n
        • CSP：spacer \u9ad8\u5ea6\u6539\u4e3a\u901a\u8fc7 data-blazor-virtualize-* \u5c5e\u6027\u4f20\u503c\u5e76\u7528 CSSOM \u5e94\u7528，\u6240\u4ee5 style-src 'self' \u4e0d\u518d\u6253\u6b7b\u865a\u62df\u5316\u3002\u5bf9\u7167\u6570\u636e\u5f88\u624e\u773c：.NET 10 \u4e0a\u540c\u4e00\u6761\u7b56\u7565\u4f1a\u628a 10 \u4e07\u6761\u5217\u8868\u538b\u6210 1,227 px \u7684\u6eda\u52a8\u8303\u56f4\u3002<\/li>\n<\/ul>\n

          RC1 \u5b9e\u6d4b\u5230\u7684\u6bdb\u8fb9（\u4f5c\u8005\u660e\u786e\u5217\u51fa）：<\/p>\n

            \n
          • \u6eda\u52a8\u540e\u7acb\u523b\u957f\u9ad8\u7684\u884c\u53ea\u80fd\u90e8\u5206\u8865\u507f\u3002<\/li>\n
          • InitialItemIndex \u540e\u7684\u9996\u6b21\u6e32\u67d3\u53ef\u80fd\u8ba9\u5185\u5bb9\u4f4d\u79fb 53\u201382 px\u3002<\/li>\n
          • append \u4e4b\u540e AnchorMode.End \u6709\u65f6\u8ddd\u5e95\u90e8\u8fd8\u5dee 29\u201377 px；Playwright \u7684 WebKit \u6784\u5efa\u4e0b 30 \u6b21\u68c0\u67e5\u51fa\u73b0 10 \u6b21，Chrome \/ Firefox \u662f 1\u20132 \u6b21\u3002<\/li>\n
          • WebKit \u6784\u5efa\u4e0b，Start \u5217\u8868\u5728\u672b\u5c3e\u8ffd\u52a0\u65f6\u4f1a\u53d1\u751f\u8df3\u52a8\u3002<\/li>\n
          • \u6587\u6863\u91cc\u7684 AnchorMode="Start" \u7b80\u5199\u5f62\u5f0f\u7f16\u8bd1\u4e0d\u8fc7（\u5de5\u4f5c\u533a\u89c1\u539f\u6587）\u3002<\/li>\n<\/ul>\n

            3.3 \u540c\u5468\u5176\u4ed6 ASP.NET Core \/ Blazor \u52a8\u6001<\/h4>\n
              \n
            • HTTP QUERY \u65b9\u6cd5\u88ab OpenAPI \u6587\u6863\u751f\u6210\u5668\u8bc6\u522b\u4e3a\u5df2\u77e5\u64cd\u4f5c\u7c7b\u578b\u2014\u2014QUERY \u662f\u5b89\u5168\u5e42\u7b49\u65b9\u6cd5，\u5141\u8bb8\u5728\u8bf7\u6c42\u4f53\u91cc\u53d1\u67e5\u8be2\u6761\u4ef6\u4ee5\u66ff\u4ee3\u8fc7\u957f\u7684 URL \u67e5\u8be2\u4e32\u3002<\/li>\n
            • [SupplyParameterFromTempData] \u4ece TempData \u5b57\u5178\u5411\u7ec4\u4ef6\u53c2\u6570\u4f9b\u503c，\u7b80\u5316\u8de8\u9875\u9762\u72b6\u6001\u4f20\u9012\u3002<\/li>\n
            • Blazor \u670d\u52a1\u7aef\u7535\u8def\u6682\u505c\/\u6062\u590d：\u670d\u52a1\u5668\u53ef\u4e3b\u52a8\u6682\u505c\u7535\u8def\u3001\u5ba2\u6237\u7aef\u4fdd\u6301\u72b6\u6001\u3001\u6062\u590d\u65f6\u65e0\u7f1d\u7ee7\u7eed\u3002\u5927\u89c4\u6a21\u90e8\u7f72\u573a\u666f\u4e0b\u4ef7\u503c\u660e\u786e\u2014\u2014\u8d1f\u8f7d\u9ad8\u65f6\u65ad\u5f00\u975e\u6d3b\u8dc3\u7528\u6237\u7684\u8fde\u63a5\u91ca\u653e\u8d44\u6e90，\u7528\u6237\u5207\u56de\u6765\u77ac\u95f4\u6062\u590d\u3002<\/li>\n
            • \u670d\u52a1\u7aef\u6e32\u67d3\u8868\u5355\u7684\u5373\u65f6\u5ba2\u6237\u7aef\u9a8c\u8bc1（\u65e0\u9700\u670d\u52a1\u7aef\u5f80\u8fd4）\u4e0e\u5f02\u6b65\u9a8c\u8bc1\u89c4\u5219（\u6bd4\u5982\u67e5\u6570\u636e\u5e93）；\u9a8c\u8bc1\u4fe1\u606f\u4e0e\u5c5e\u6027\u540d\u53ef\u672c\u5730\u5316\u3002<\/li>\n
            • .NET SDK \u81ea\u5e26 MCP（Model Context Protocol）\u670d\u52a1\u5668\u6a21\u677f\u3002<\/li>\n<\/ul>\n
              \n

              \u56db\u3001.NET MAUI：CoreCLR \u6210\u4e3a\u9ed8\u8ba4\u8fd0\u884c\u65f6\u2014\u2014\u4f46\u5b83\u4e0d\u6539 Google Play \u7684\u5206<\/h3>\n

              4.1 \u4e00\u6b21\u8fd0\u884c\u65f6\u5e95\u5ea7\u6362\u4ee3<\/h4>\n

              .NET 11 \u91cc CoreCLR \u6210\u4e3a .NET MAUI \u5e94\u7528\u7684\u9ed8\u8ba4\u8fd0\u884c\u65f6（Android \/ iOS \/ Mac Catalyst）\u3002\u5bf9\u5f00\u53d1\u8005\u6765\u8bf4\u91c7\u7eb3\u52a8\u4f5c\u6781\u7b80：\u76ee\u6807\u6846\u67b6\u6539\u6210 .NET 11，\u5e94\u7528\u5c31\u8dd1\u5728 CoreCLR \u4e0a\u3002\u6362\u6765\u7684\u662f\u63a5\u5165\u4e00\u4e2a\u5728\u6574\u4e2a .NET \u751f\u6001\u91cc\u88ab\u91cd\u5ea6\u4f18\u5316\u548c\u9a8c\u8bc1\u8fc7\u7684\u8fd0\u884c\u65f6，\u8fde\u5e26\u5728\u8c03\u8bd5\u3001\u70ed\u91cd\u8f7d\u3001\u9065\u6d4b\u3001\u65e5\u5fd7\u3001\u7a33\u5b9a\u6027\u4e0e\u8fd0\u884c\u65f6\u6027\u80fd\u4e0a\u90fd\u6709\u7ee7\u7eed\u6539\u8fdb\u7684\u7a7a\u95f4\u3002<\/p>\n

              Android \u7684 Release \u6784\u5efa\u8fd8\u4f1a\u9ed8\u8ba4\u542f\u7528 composite partial ReadyToRun\u3002 \u4e09\u6761\u90e8\u7f72\u7b56\u7565\u7684\u53d6\u820d：<\/p>\n\n\u7b56\u7565\u6362\u53d6\u4ee3\u4ef7<\/tr>\n\n\n\n\n
              ReadyToRun<\/td>\n\u66f4\u5feb\u7684\u8fd0\u884c\u65f6\u6027\u80fd<\/td>\n\u4f53\u79ef\u53d8\u5927（\u9884\u7f16\u8bd1\u4ee3\u7801\u8981\u6253\u8fdb\u53bb）<\/td>\n<\/tr>\n
              Native AOT<\/td>\n\u9ad8\u5ea6\u4f18\u5316\u7684\u542f\u52a8\u6027\u80fd\u3001\u66f4\u5c0f\u7684\u4e8c\u8fdb\u5236<\/td>\n\u5bf9\u88c1\u526a\u517c\u5bb9\u6027\u8981\u6c42\u66f4\u9ad8，\u5f97\u5904\u7406\u76f8\u5173\u8b66\u544a\u4e0e\u4f9d\u8d56<\/td>\n<\/tr>\n
              \u9ed8\u8ba4（CoreCLR + \u90e8\u5206 R2R）<\/td>\n\u5e73\u8861<\/td>\n\u2014<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

              4.2 \u4e00\u4e2a\u672c\u5468\u88ab\u53cd\u590d\u6f84\u6e05\u7684\u8bef\u89e3：CoreCLR \u2260 DEX \u4f18\u5316<\/h4>\n

              Google Play \u5728 Play Console \u91cc\u4e0a\u4e86 DEX \u4ee3\u7801\u4f18\u5316\u6307\u6807（\u5bf9\u672a\u538b\u7f29 DEX \u4ee3\u7801 \u2265 10 MB \u7684\u5e94\u7528\u751f\u6548，\u76f8\u5173\u4f18\u5316\u6307\u6807\u76ee\u524d\u8bbe 25% \u95e8\u69db）\u3002\u4e8e\u662f\u5f88\u81ea\u7136\u7684\u4e00\u4e2a\u95ee\u9898\u662f：\u5347\u5230 .NET 11 + CoreCLR，\u662f\u4e0d\u662f\u8fd9\u4e2a\u5206\u5c31\u4e0a\u53bb\u4e86？<\/p>\n

              \u7b54\u6848\u662f：\u4e0d\u4f1a\u76f4\u63a5\u4e0a\u53bb\u3002 \u4e24\u4ef6\u4e8b\u5728\u4e0d\u540c\u5c42：<\/p>\n

              .NET MAUI \u5e94\u7528
              \n \u251c\u2500\u2500 C# \/ .NET \u4ee3\u7801
              \n \u2502 \u251c\u2500\u2500 CoreCLR
              \n \u2502 \u251c\u2500\u2500 ILLink \/ \u88c1\u526a
              \n \u2502 \u2514\u2500\u2500 ReadyToRun
              \n \u2514\u2500\u2500 Android \u5e73\u53f0\u96c6\u6210
              \n \u2514\u2500\u2500 Java\/Kotlin \u4ee3\u7801
              \n \u2514\u2500\u2500 DEX
              \n \u2514\u2500\u2500 R8<\/p>\n

              CoreCLR \u4f5c\u7528\u5728 .NET \u8fd0\u884c\u65f6\u4fa7，R8 \u4f5c\u7528\u5728 Android\/DEX \u4fa7\u3002 .NET 11 \u5e26\u6765\u7684 CoreCLR\u3001ReadyToRun\u3001\u6539\u8fdb\u7684 IL \u88c1\u526a（\u5305\u62ec\u9488\u5bf9 Android \u76f8\u5173\u6258\u7ba1\u7c7b\u578b\u7684\u6539\u8fdb）\u80fd\u6539\u5584\u542f\u52a8\u6027\u80fd\u3001\u53ef\u80fd\u51cf\u5c0f\u5e94\u7528\u4f53\u79ef，\u4f46\u4e0d\u6784\u6210\u5bf9 R8 \u7684\u4f18\u5316\u3002\u6240\u4ee5\u5b8c\u5168\u53ef\u80fd\u51fa\u73b0\u300c16 KB \u9875\u5927\u5c0f\u652f\u6301 \u2705 \/ target SDK 36 \u2705 \/ 64 \u4f4d\u67b6\u6784 \u2705 \/ DEX \u4f18\u5316 \u26a0\ufe0f \u504f\u4f4e\u300d\u5e76\u5b58\u7684\u72b6\u6001\u2014\u2014\u5b83\u4eec\u8861\u91cf\u7684\u662f Android \u6784\u5efa\u7684\u4e0d\u540c\u90e8\u5206，\u4e0d\u77db\u76fe\u3002ReadyToRun \u4e5f\u4e0d\u662f DEX \u4f18\u5316\u624b\u6bb5，\u5b83\u4e3b\u8981\u670d\u52a1\u4e8e\u8fd0\u884c\u65f6\/\u542f\u52a8，\u800c\u4e14\u56e0\u4e3a\u8981\u989d\u5916\u6253\u5305\u539f\u751f\u4ee3\u7801，\u53cd\u800c\u53ef\u80fd\u6362\u6765\u4f53\u79ef\u4ee3\u4ef7\u3002<\/p>\n

              4.3 MAUI 11 \u7684\u529f\u80fd\u9762<\/h4>\n

              Syncfusion \u529e\u7684 MAUI 11 webinar（\u5fae\u8f6f PM David Ortinau）\u628a .NET 11 \u5468\u671f\u7684 MAUI \u53d8\u5316\u8fc7\u4e86\u4e00\u904d，\u503c\u5f97\u5173\u6ce8\u7684\u6709：<\/p>\n

                \n
              • XAML \u589e\u91cf\u70ed\u91cd\u8f7d（\u9884\u89c8）：\u4e0d\u518d\u6574\u9875\u91cd\u5efa，\u800c\u662f\u7528 source generator + MetadataUpdateHandler \u4fee\u6539\u73b0\u6709\u9875\u9762，\u80fd\u5904\u7406\u5c5e\u6027\u53d8\u66f4\u3001\u589e\u5220\u5b50\u5143\u7d20\u3001\u7ed3\u6784\u91cd\u6392\u3002<\/li>\n
              • Shell \u8def\u7531\u6a21\u677f：\u4eff ASP.NET Core \/ Blazor \u7684\u8def\u7531\u6982\u5ff5，\u652f\u6301\u5fc5\u9700\u3001\u53ef\u9009\u3001\u9ed8\u8ba4\u3001\u7ea6\u675f\u3001catch-all \u4e0e\u6df7\u5408\u6bb5；\u53c2\u6570\u901a\u8fc7 QueryProperty \/ IQueryAttributable \u6d41\u52a8\u3002\u5f53\u524d\u53ea\u652f\u6301\u7edd\u5bf9\u5bfc\u822a，\u76f8\u5bf9\u5bfc\u822a\u5c1a\u672a\u652f\u6301\u3002<\/li>\n
              • Passkeys（MAUI Essentials）：Android 14+\u3001iOS\/Mac Catalyst 16+\u3001\u53d7\u652f\u6301\u7684 Windows 10 \u4e0a\u539f\u751f\u652f\u6301\u901a\u884c\u5bc6\u94a5；\u5e73\u53f0\u4fa7 WebAuthn \u7684\u670d\u52a1\u7aef\u804c\u8d23\u4ea4\u7ed9\u5e94\u7528，\u6240\u4ee5\u5f00\u53d1\u8005\u8981\u914d\u597d Associated Domains \/ Digital Asset Links\u3002<\/li>\n
              • AOT \u5b89\u5168\u7684 {RelativeSource AncestorType=…} \u7ed1\u5b9a\u7f16\u8bd1\u4e3a\u53ef\u88c1\u526a\u7684 TypedBinding，\u907f\u5f00\u57fa\u4e8e\u53cd\u5c04\u7684\u5b57\u7b26\u4e32\u8def\u5f84\u3002<\/li>\n
              • Android Material 3 \u901a\u8fc7\u9879\u76ee\u914d\u7f6e\u9009\u62e9\u52a0\u5165；\u8fb9\u7f18\u5230\u8fb9\u7f18\u5e03\u5c40\u4e0e\u5b89\u5168\u533a\u6539\u8fdb；\u660e\u6697\u4e24\u5957\u542f\u52a8\u5c4f\u4e3b\u9898\u3002<\/li>\n
              • CollectionView \u5728 Windows \u4e0a\u6709\u4e0b\u4e00\u4ee3\u5b9e\u73b0，Windows \u5730\u56fe\u63a7\u4ef6\u6362\u6210\u7531 Azure Maps \u652f\u6301\u7684\u771f\u5b9e\u5b9e\u73b0，BoxView \u589e\u52a0\u63a5\u53d7 brush \u7684 Fill\u3002<\/li>\n
              • AI \u8f85\u52a9\u5f00\u53d1：MAUI Dev Flow \u8fd9\u7c7b\u5de5\u5177\u8ba9\u667a\u80fd\u4f53\u76f4\u63a5\u4e0e\u8fd0\u884c\u4e2d\u7684\u5e94\u7528\u4ea4\u4e92\u2014\u2014\u5347\u7ea7\u9879\u76ee\u3001\u6bd4\u5bf9\u53d1\u5e03\u6587\u6863\u3001\u8dd1\u6d4b\u8bd5\u3001\u505a\u6027\u80fd\u57fa\u51c6\u3001\u67e5\u542f\u52a8\u65f6\u95f4\u4e0e\u5185\u5b58\u3001\u627e\u4f53\u79ef\u4f18\u5316\u70b9\u3002<\/li>\n<\/ul>\n
                \n

                \u4e94\u3001VS \/ VS Code \/ AI \u7f16\u7a0b：\u56db\u6a21\u578b\u9f50\u53d1，\u4e0e\u300c\u4e00\u4e2a\u6a21\u578b\u7ba1\u4e09\u79cd\u5efa\u8bae\u300d<\/h3>\n

                \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

                5.1 Copilot \u6a21\u578b\u9009\u62e9\u5668\u4e00\u6b21\u6027\u6269\u5bb9\u56db\u6b3e<\/h4>\n

                9 \u6708 22 \u65e5，GitHub \u8fde\u53d1\u591a\u6761 changelog，\u628a Copilot \u7684\u6a21\u578b\u76ee\u5f55\u6269\u5230\u4e86\u4e00\u4e2a\u6b64\u524d\u6ca1\u6709\u7684\u5bbd\u5ea6：<\/p>\n\n\u6a21\u578b\u5b9a\u4f4d\u53ef\u7528\u5957\u9910<\/tr>\n\n\n\n\n\n
                Claude Opus 5.5<\/td>\n\u667a\u80fd\u4f53\u7f16\u7801\u3001\u957f\u65f6\u667a\u80fd\u4f53\u4efb\u52a1\u3001\u77e5\u8bc6\u5de5\u4f5c；GitHub \u63a8\u8350\u4f5c\u4e3a Copilot \u667a\u80fd\u4f53\u4f1a\u8bdd\u7684 Opus \u7ea7\u9996\u9009<\/td>\nPro+ \/ Max \/ Business \/ Enterprise<\/td>\n<\/tr>\n
                GPT-6 Sol<\/td>\n\u5747\u8861\u5168\u80fd，\u9002\u5408\u4ea4\u4e92\u5f0f\u7f16\u7801\u4e0e\u9700\u8981\u591a\u6b65\u6821\u9a8c\u7684\u667a\u80fd\u4f53\u6d41\u7a0b<\/td>\nPro+ \/ Max \/ Business \/ Enterprise<\/td>\n<\/tr>\n
                GPT-6 Luna<\/td>\n\u8f7b\u91cf\u3001\u4f4e\u6210\u672c，GPT-6 \u5bb6\u65cf\u91cc\u6700\u4fbf\u5b9c\u7684\u4e00\u6863<\/td>\nPro \u53ca\u4ee5\u4e0a<\/td>\n<\/tr>\n
                Grok 4.7<\/td>\nxAI \u4fa7，\u5ef6\u7eed 4.6，\u805a\u7126\u667a\u80fd\u4f53\u7f16\u7801\u4e0e\u590d\u6742\u591a\u6b65\u6d41\u7a0b<\/td>\nPro \u53ca\u4ee5\u4e0a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

                Opus 5.5 \u7684\u5173\u952e\u5b9e\u6d4b\u53e3\u5f84：\u5728 GitHub \u7684\u65e9\u671f\u6d4b\u8bd5\u4e2d，\u5b83\u4ee5\u4e0e Opus 5 \u76f8\u5f53\u7684\u4efb\u52a1\u89e3\u51b3\u7387\u5b8c\u6210\u7f16\u7801\u4efb\u52a1，\u4f46\u7528\u7684\u6b65\u6570\u548c token \u660e\u663e\u66f4\u5c11，\u591a\u6b65\u4efb\u52a1\u4e2d\u7684\u9519\u8bef\u6062\u590d\u4e5f\u66f4\u5feb\u3002\u5b83\u5728 Claude Code \u4fa7\u540c\u4e00\u5929\u88ab\u8bbe\u4e3a\u9ed8\u8ba4 Opus \u6a21\u578b（100 \u4e07 token \u4e0a\u4e0b\u6587，$4\/$20 \u6bcf\u767e\u4e07 token，\u7f13\u5b58\u8bfb\u53d6 $0.20\/Mtok）\u3002<\/p>\n

                \u4e24\u4e2a\u64cd\u4f5c\u5c42\u9762\u7684\u7ec6\u8282\u503c\u5f97\u8bb0\u4e00\u7b14：<\/p>\n

                  \n
                • Opus 5.5 \u5bf9\u6587\u672c\u8f93\u51fa\u65bd\u52a0\u4e86\u6c34\u5370\u3002 GitHub \u660e\u786e\u8bf4\u660e\u6c34\u5370\u4e0d\u6539\u53d8\u542b\u4e49\u3001\u8d28\u91cf\u6216\u53ef\u8bfb\u6027，\u4e0d\u589e\u52a0 token \u6216\u8d39\u7528\u3002<\/li>\n
                • \u8ba1\u8d39\u8d70 provider list pricing，\u7528\u91cf\u8ba1\u8d39（UBB）\u3002 \u4e14\u622a\u81f3 9 \u6708 24 \u65e5，Copilot Business \/ Enterprise \u7684\u8ba1\u8d39\u6a21\u578b\u5c1a\u672a\u9488\u5bf9 Opus 5.5 \u7684\u7b97\u529b\u6210\u672c\u66f4\u65b0\u2014\u2014\u4e5f\u5c31\u662f\u8bf4\u300c\u6b65\u6570\u66f4\u5c11\u300d\u662f\u5426\u7b49\u4ef7\u4e8e\u300c\u6bcf\u4efb\u52a1\u66f4\u4fbf\u5b9c\u300d，\u8fd8\u53d6\u51b3\u4e8e\u5fae\u8f6f\u4fa7\u7684\u5b9a\u4ef7\u3002<\/li>\n<\/ul>\n

                  Copilot \u7684\u6a21\u578b\u9009\u62e9\u5668\u73b0\u5728\u6a2a\u8de8 VS Code\u3001Visual Studio\u3001JetBrains\u3001Xcode\u3001Eclipse\u3001Copilot CLI\u3001Copilot \u7f16\u7801\u667a\u80fd\u4f53\u3001Copilot \u5e94\u7528\u3001github.com\u3001GitHub Mobile\u2014\u2014\u53ef\u4ee5\u5728\u4e00\u6b21\u4f1a\u8bdd\u4e2d\u9014\u6362\u6a21\u578b，\u4e14\u9009\u62e9\u4f1a\u6cbf\u7528\u5230\u8be5\u7ebf\u7a0b\u7ed3\u675f\u3002<\/p>\n

                  5.2 Copilot \u684c\u9762\u5e94\u7528\u52a0\u6c99\u7bb1，\u667a\u80fd\u4f53\u6d3b\u52a8\u53ef\u8fdb\u4f60\u7684 OpenTelemetry<\/h4>\n

                  Copilot \u684c\u9762\u5ba2\u6237\u7aef\u4e0a\u4e86\u672c\u5730\u6c99\u7bb1\u516c\u5f00\u9884\u89c8：\u9650\u5236\u667a\u80fd\u4f53\u7684\u6587\u4ef6\u7cfb\u7edf\u3001\u7f51\u7edc\u4e0e\u51ed\u636e\u8bbf\u95ee\u3002\u5bf9\u5b89\u5168\u56e2\u961f\u6765\u8bf4，\u8fd9\u662f\u4e00\u6761\u663e\u5f0f\u8fb9\u754c，\u538b\u4f4f\u8bef\u6cc4\u51ed\u636e\u4e0e\u610f\u5916\u7f51\u7edc\u8c03\u7528\u7684\u98ce\u9669\u9762\u3002\u6c99\u7bb1\u53ef\u901a\u8fc7 OpenTelemetry \u89c2\u6d4b，\u7531\u4f01\u4e1a\u7ba1\u7406\u8bbe\u7f6e\u914d\u7f6e\u2014\u2014\u5df2\u6709\u76d1\u63a7\u6808\u4e0d\u7528\u989d\u5916\u57cb\u70b9\u5c31\u80fd\u5403\u8fdb\u667a\u80fd\u4f53\u6d3b\u52a8\u3002<\/p>\n

                  \u5176\u4ed6\u96c6\u6210\u6539\u52a8：<\/p>\n

                    \n
                  • Slack \/ Teams：\u65b0\u5efa issue \u524d\u4f1a\u5148\u67e5\u6709\u6ca1\u6709\u7c7b\u4f3c\u7684，\u51cf\u5c11\u91cd\u590d\u5de5\u5355；\u53ef\u5206\u4eab\u6587\u4ef6\u3001\u9644\u4ef6\u4e0e\u6d88\u606f\u94fe\u63a5\u7ed9\u667a\u80fd\u4f53\u8865\u5145\u4e0a\u4e0b\u6587；\u957f\u4efb\u52a1\u7684\u5b9e\u65bd\u8ba1\u5212\u72b6\u6001\u66f4\u6e05\u6670，\u4e2d\u65ad\/\u9648\u65e7\u56de\u590d\u6062\u590d\u66f4\u597d，\u4f1a\u8bdd\u7a7a\u95f2\u91cd\u8fde\u66f4\u53ef\u9884\u671f\u3002<\/li>\n
                  • JetBrains 1.18.0：\u7ec4\u7ec7\u7ea7 \/ \u4f01\u4e1a\u7ea7\u5171\u4eab skills \u4e0e\u7ec4\u7ec7\u6258\u7ba1\u7684\u81ea\u5b9a\u4e49\u6307\u4ee4\u73b0\u5728\u5728\u672c\u5730\u4e0e\u667a\u80fd\u4f53\u4f1a\u8bdd\u4e2d\u751f\u6548\u2014\u2014\u7ba1\u7406\u5458\u53d1\u5e03\u4e00\u6b21\u7f16\u7801\u7ea6\u5b9a\u3001\u5de5\u5177\u6743\u9650\u6216\u9886\u57df\u4e0a\u4e0b\u6587，\u5168\u5458\u81ea\u52a8\u7ee7\u627f\u3002AI \u8f85\u52a9\u5de5\u5177\u5ba1\u6279\u516c\u5f00\u9884\u89c8：\u4f4e\u98ce\u9669\u5de5\u5177\u8c03\u7528\u81ea\u52a8\u6279\u51c6，\u9ad8\u98ce\u9669\u52a8\u4f5c\u4ecd\u7136\u95ee\u4f60\u3002\u6539\u4e00\u6761\u65e9\u5148\u7684\u6d88\u606f\u4f1a\u540c\u65f6\u56de\u6eda\u5bf9\u8bdd\u4e0e\u6587\u4ef6\u53d8\u66f4，\u7ea0\u6b63\u65e9\u671f\u8bef\u5bfc\u5411\u4e0d\u518d\u9700\u8981\u53e0\u52a0\u65b0\u6d88\u606f\u3002Codex \u667a\u80fd\u4f53\u83b7\u5f97 plan mode\u3002<\/li>\n
                  • VS Code 1.139：\u53ef\u4ee5\u5728 SSH \/ Tunnel \/ WSL \u4e3b\u673a\u4e0a\u7684 Dev Containers \u91cc\u8dd1 Copilot \u667a\u80fd\u4f53，\u76f4\u63a5\u590d\u7528\u8fdc\u7a0b\u9879\u76ee\u7684\u5de5\u5177\u94fe\u4e0e\u4f9d\u8d56\u3002UI \u4e0a\u662f Compact View\u3001\u9690\u85cf\u7a7a\u7ec4\u7684\u8fc7\u6ee4\u5668，\u4ee5\u53ca\u300c\u72ec\u7acb\u804a\u5929\u6807\u7b7e\u9875 vs \u5355\u4e00\u6d3b\u52a8\u804a\u5929\u89c6\u56fe\u300d\u7684\u9884\u89c8\u9009\u9879\u3002<\/li>\n<\/ul>\n

                    5.3 VS Code \u628a\u4e09\u6761\u5185\u8054\u5efa\u8bae\u8def\u5f84\u5408\u5e76\u6210\u4e86\u4e00\u4e2a\u6a21\u578b<\/h4>\n

                    9 \u6708 16 \u65e5\u5fae\u8f6f\u53d1\u4e86\u300aBuilding the new GitHub Copilot Inline Suggestions Model: Part One\u300b，22 \u65e5\u88ab Visual Studio Magazine \u8be6\u62a5\u3002\u8fd9\u4ef6\u4e8b\u7684\u610f\u4e49\u4e0d\u5728\u4e8e\u300c\u66f4\u5feb\u300d，\u800c\u5728\u4e8e\u67b6\u6784\u6536\u655b\u3002<\/p>\n

                    \u6b64\u524d\u5185\u8054\u5efa\u8bae\u8d70\u4e09\u6761\u72ec\u7acb\u6a21\u578b\u8def\u5f84：\u8865\u5168（completions）\u6a21\u578b\u3001\u5c31\u8fd1\u4e0b\u4e00\u7f16\u8f91\u5efa\u8bae（nearby NES）\u3001\u8fdc\u8ddd\u79bb NES\u3002VS Code \u5ba2\u6237\u7aef\u903b\u8f91\u8d1f\u8d23\u51b3\u5b9a\u8be5\u8c01\u4e0a\u573a\u3002\u73b0\u5728\u5408\u5e76\u4e3a\u4e00\u4e2a\u7edf\u4e00\u6a21\u578b，\u7531\u6a21\u578b\u81ea\u5df1\u5224\u65ad\u4e0b\u4e00\u4e2a\u5408\u9002\u7684\u5efa\u8bae\u662f\u300c\u5728\u5149\u6807\u5904\u7ee7\u7eed\u300d\u3001\u300c\u5c31\u8fd1\u6539\u5199\u300d\u8fd8\u662f\u300c\u6539\u522b\u5904\u300d\u3002<\/p>\n

                    \u505a\u6cd5\u4e0a\u7684\u51e0\u4e2a\u6280\u672f\u70b9：<\/p>\n

                      \n
                    • \u5148\u628a nearby NES \u4e0e long-distance NES \u5408\u6210 2-in-1，\u518d\u52a0\u8fdb completions，\u5f62\u6210 3-in-1\u3002<\/li>\n
                    • \u7528\u7edf\u4e00\u7684 diff-patch \u683c\u5f0f\u53d6\u4ee3\u6b64\u524d\u8865\u5168\u4e0e\u7f16\u8f91\u5efa\u8bae\u5404\u81ea\u4e0d\u540c\u7684\u8f93\u51fa\u683c\u5f0f\u3002<\/li>\n
                    • \u4e00\u6b21\u6a21\u578b\u54cd\u5e94\u53ef\u4ee5\u5305\u542b\u591a\u5904\u76f8\u5173\u7f16\u8f91，\u800c\u4e0d\u662f\u6bcf\u5904\u5355\u72ec\u751f\u6210\u3002<\/li>\n
                    • \u540e\u7eed\u7f16\u8f91\u53ef\u88ab\u7f13\u5b58，\u652f\u6491 Tab-Tab-Tab \u90a3\u79cd\u5feb\u901f\u8fde\u7eed\u4f20\u64ad\u7684\u6a21\u5f0f\u3002<\/li>\n
                    • \u5582\u7ed9\u6a21\u578b\u7684\u4ee3\u7801\u4e0e\u5149\u6807\u4f4d\u7f6e\u63cf\u8ff0\u6bd4\u65e7\u7684 NES \u7cfb\u7edf\u66f4\u7b80\u6d01\u3002<\/li>\n<\/ul>\n

                      \u5df2\u516c\u5e03\u7684\u6570\u636e\u9488\u5bf9 2-in-1 \u9636\u6bb5（\u6700\u7ec8 3-in-1 \u6a21\u578b\u672a\u516c\u5e03\u5bf9\u5e94\u6570\u5b57）：\u76f8\u6bd4\u6b64\u524d\u4e09\u6a21\u578b\u7684\u751f\u4ea7\u57fa\u7ebf，\u5c55\u793a\u5efa\u8bae\u6240\u9700\u65f6\u95f4\u51cf\u5c11 10%，\u8f93\u51fa token \u51cf\u5c11 61%，\u4e14\u5728\u6240\u5217\u5173\u952e\u4f7f\u7528\u6307\u6807（\u63a5\u53d7\u7387\u3001\u9a73\u56de\u7387\u3001\u5c55\u793a\u7387\u3001\u6301\u7eed\u53c2\u4e0e\u5ea6\u3001\u7d2f\u8ba1\u7559\u5b58\u5b57\u7b26\u6570）\u4e0a\u6ca1\u6709\u7edf\u8ba1\u663e\u8457\u7684\u56de\u9000\u3002<\/p>\n

                      \u8fc7\u7a0b\u503c\u5f97\u4e00\u63d0：\u56e2\u961f\u505a\u4e86 200+ \u6b21\u79bb\u7ebf\u5b9e\u9a8c\u548c 20 \u6b21\u5728\u7ebf\u5b9e\u9a8c，\u914d\u5408\u5185\u90e8 dogfood\u3001\u4eba\u5de5\u8bc4\u4f30\u4e0e\u53d7\u63a7 A\/B\u3002\u4ed6\u4eec\u7279\u522b\u63d0\u5230\u2014\u2014\u79bb\u7ebf\u57fa\u51c6\u4e0a\u7684\u597d\u6210\u7ee9\u5e76\u4e0d\u603b\u80fd\u8f6c\u5316\u4e3a\u7ebf\u4e0a\u6700\u597d\u8868\u73b0，\u56e0\u6b64\u53e6\u5916\u8865\u5efa\u4e86\u8bc4\u4f30\u65b9\u6cd5\u3002\u8865\u5168\u88ab\u7559\u5230\u7b2c\u4e8c\u9636\u6bb5\u624d\u5e76\u5165，\u539f\u56e0\u662f\u5b83\u5360\u5185\u8054\u5efa\u8bae\u7f16\u8f91\u673a\u4f1a\u7684 70% \u4ee5\u4e0a，\u662f\u9ad8\u6d41\u91cf\u8def\u5f84，\u4e0d\u80fd\u62ff\u5b83\u5148\u8bd5\u3002<\/p>\n

                      5.4 Visual Studio 2026 \u628a VS Code \u7684 Hot Exit \u642c\u6765\u4e86<\/h4>\n

                      Visual Studio 2026 \u7684 9 \u6708\u66f4\u65b0（Insiders \u901a\u9053）\u5f15\u5165 Hot Exit\u3002\u9ed8\u8ba4\u5173\u95ed，\u9700\u5728 Tools \u2192 Options \u2192 Preview Features \u91cc\u5f00\u542f，\u4e14\u9700\u8981\u91cd\u542f Visual Studio \u624d\u751f\u6548\u3002<\/p>\n

                      \u5b83\u4fdd\u7559\u7684\u4e0d\u53ea\u662f\u6587\u672c：\u672a\u4fdd\u5b58\u7684\u6587\u4ef6\u3001\u6709\u672a\u4fdd\u5b58\u4fee\u6539\u7684\u5df2\u4fdd\u5b58\u6587\u4ef6\u3001\u5df2\u4fdd\u5b58\u6587\u4ef6\u7684\u64a4\u9500\u5386\u53f2（\u91cd\u542f\u540e Ctrl+Z \u4f9d\u7136\u80fd\u5f80\u56de\u8d70）\u3001\u4ee5\u53ca\u6807\u7b7e\u9875\u4e0e\u7a97\u53e3\u5e03\u5c40\u3002\u6700\u540e\u4e00\u9879\u662f\u5173\u952e\u2014\u2014\u4f60\u62ff\u56de\u6765\u7684\u4e0d\u53ea\u662f\u6587\u5b57，\u8fd8\u6709\u300c\u4ece\u574f\u7f16\u8f91\u91cc\u9000\u51fa\u53bb\u7684\u8def\u300d\u3002<\/p>\n

                      \u4f5c\u8005\u4e5f\u63d0\u9192\u4e86\u4e00\u53e5：Hot Exit \u4e0d\u80fd\u66ff\u4ee3 commit\u3002<\/p>\n

                      \n

                      \u516d\u3001Copilot \/ Power Platform \/ Microsoft 365<\/h3>\n

                      6.1 \u65b0\u7248 Copilot：Home\u3001Code\u3001Autopilot \u4e09\u5408\u4e00<\/h4>\n

                      9 \u6708 25 \u65e5，\u5b98\u65b9\u535a\u5ba2\u53d1\u5e03 \u300aIntroducing the new Copilot with Home, Code and Autopilot\u300b\u3002\u63aa\u8f9e\u5f88\u6709\u610f\u601d\u2014\u2014\u5fae\u8f6f\u8bf4\u8fd9\u662f\u5728\u300c\u91cd\u65b0\u6784\u60f3 Microsoft Copilot\u300d，\u628a\u300c\u4eba\u4eec\u4f9d\u8d56\u7684\u5de5\u5177\u300d\u548c\u300c\u6784\u5efa\u3001\u5b9a\u5236\u3001\u89c4\u6a21\u5316 AI \u6240\u9700\u7684\u65b0\u4e00\u4ee3\u80fd\u529b\u300d\u63a5\u5230\u4e00\u8d77，\u5e76\u523b\u610f\u62ff\u5b83\u7c7b\u6bd4\u8d77 PC \u65f6\u4ee3\u7684 Microsoft Office\u3002<\/p>\n

                      \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

                      \u4e09\u4e2a\u65b0\u80fd\u529b：<\/p>\n

                        \n
                      • Home\u2014\u2014\u65b0\u7684\u8d77\u70b9，Chat \u4e0e Cowork \u5728\u8fd9\u91cc\u6c47\u5408\u3002Chat \u662f\u5373\u65f6\u5bf9\u8bdd（\u5feb\u95ee\u3001\u67e5\u8d44\u6599\u3001\u8d77\u8349），Cowork \u662f\u88ab\u59d4\u6d3e\u7684\u5de5\u4f5c：\u4f60\u5b9a\u4e49\u4efb\u52a1，\u5b83\u7aef\u5230\u7aef\u8dd1\u5b8c\u5e76\u628a\u6210\u54c1\u4ea4\u56de\u6765（RFP \u54cd\u5e94\u3001\u53d1\u5e03\u5957\u4ef6\u3001\u5ba2\u6237\u7b80\u62a5\u3001\u8d22\u52a1\u7ed3\u8d26\u5305）\u3002Office in Copilot \u628a Word\u3001Excel\u3001PowerPoint \u7684\u5b8c\u6574\u80fd\u529b\u5185\u7f6e\u8fdb\u6765\u2014\u2014\u521b\u5efa\u6216\u66f4\u65b0\u771f\u5b9e\u3001\u53ef\u7f16\u8f91\u3001\u5bf9\u56e2\u961f\u5b9e\u65f6\u53ef\u89c1\u7684\u6587\u4ef6，\u4e0d\u518d\u6709\u683c\u5f0f\u635f\u574f\u3001\u6e38\u79bb\u7248\u672c\u6216\u5728\u53e6\u4e00\u4e2a\u5e94\u7528\u91cc\u91cd\u5efa\u4e0a\u4e0b\u6587\u7684\u95ee\u9898\u3002PowerPoint \u73b0\u5728\u80fd\u81ea\u52a8\u4fdd\u6301\u54c1\u724c\u4e00\u81f4\u6027；Excel \u91cc Copilot \u6216\u5176\u4ed6\u534f\u4f5c\u8005\u7684\u6539\u52a8\u53ef\u4ee5\u770b\u5230\u6539\u4e86\u4ec0\u4e48\u548c\u4e3a\u4ec0\u4e48，Copilot \u8fd8\u4f1a\u63a8\u8350\u6700\u5408\u9002\u7684\u56fe\u8868\u3002<\/li>\n
                      • Code\u2014\u2014\u8ba9\u89e3\u51b3\u65b9\u6848\u6784\u5efa\u8d70\u51fa\u5f00\u53d1\u8005\u5708\u5b50\u3002\u5fae\u8f6f\u7ed9\u7684\u5224\u65ad\u662f：\u77e5\u8bc6\u5de5\u4f5c\u7684\u5355\u4f4d\u4e00\u76f4\u662f\u6587\u4ef6（\u6587\u6863\u3001\u7535\u5b50\u8868\u683c\u3001\u6f14\u793a\u6587\u7a3f），Code \u52a0\u4e0a\u4e86\u7b2c\u56db\u4e2a：\u4efb\u4f55\u4eba\u90fd\u80fd\u9020\u7684\u3001\u89e3\u51b3\u5177\u4f53\u95ee\u9898\u7684\u5c0f\u89e3\u51b3\u65b9\u6848\u3002\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u4e00\u4e2a\u5e94\u7528\u3001\u8ffd\u8e2a\u5668\u3001\u770b\u677f\u3001\u81ea\u52a8\u5316\u6216\u5de5\u4f5c\u6d41，Copilot \u81ea\u5df1\u9009\u65b9\u6848\u5e76\u6784\u5efa\u2014\u2014\u4ece\u5e38\u9a7b\u684c\u9762\u5c0f\u7ec4\u4ef6\u3001\u53ef\u63a2\u7d22\u6570\u636e\u7684\u4ea4\u4e92\u5f0f\u770b\u677f，\u5230\u53ef\u5206\u4eab\u7ed9\u56e2\u961f\u7684\u4e91\u6258\u7ba1\u5185\u90e8\u5e94\u7528\u3002\u4e0e GitHub Copilot \u540c\u6e90\u6280\u672f，\u8dd1\u5728\u6c99\u7bb1\u91cc，\u53ef\u6258\u7ba1\u5728\u4f60\u81ea\u5df1\u7684\u79df\u6237\u5185，\u914d\u5957 Microsoft Copilot Managed Runtime \u63d0\u4f9b\u5728 M365 \u73af\u5883\u5185\u5b89\u5168\u8fd0\u884c\u7684\u6258\u7ba1\u57fa\u7840\u8bbe\u65bd\u3002\u5f00\u53d1\u8005\u7ee7\u7eed\u7528 GitHub Copilot，\u540c\u65f6\u4e0e Copilot \u5e73\u53f0\u6709\u66f4\u591a\u8fde\u63a5\u3002<\/li>\n
                      • Autopilot\u2014\u2014\u6b64\u524d\u4ee3\u53f7 Scout，\u662f\u4e91\u7aef\u6258\u7ba1\u7684\u6570\u5b57\u961f\u53cb：\u6709\u81ea\u5df1\u7684\u8eab\u4efd\u3001\u8bb0\u5fc6\u548c\u5de5\u4f5c\u533a，\u5728\u7ec4\u7ec7\u8bbe\u5b9a\u7684\u6743\u9650\u4e0e\u8fb9\u754c\u5185\u63a5\u624b\u5de5\u4f5c\u5e76\u6301\u7eed\u63a8\u8fdb\u3002\u53ef\u4ece\u79bb\u5f00\u7684\u5730\u65b9\u63a5\u7740\u5e72\u3002<\/li>\n<\/ul>\n

                        \u843d\u5730\u8282\u594f：Home \u4e0e Code \u5728 Frontier \u8ba1\u5212\u4e2d\u4e8e\u6570\u5468\u5185\u5f00\u59cb\u6eda\u52a8\u53d1\u5e03；Autopilot \u4e8e\u6708\u5e95\u6269\u5c55\u5230 private preview\u3002Code \u5c06\u5728\u4eca\u5e74\u665a\u4e9b\u65f6\u5019\u5bf9 Microsoft 365 Premium \u4e0e Pro \u8ba2\u9605\u8005\u5f00\u653e\u9884\u89c8\u3002M365 \u4fa7\u516c\u544a MC1479277 \u7ed9\u51fa\u7684\u7ba1\u7406\u5458\u90e8\u7f72\u7a97\u53e3\u662f 10 \u6708，\u4e14\u51b2\u51fb\u9762\u8bc4\u7ea7\u5f88\u9ad8\u2014\u2014\u7ba1\u7406\u5458\u9700\u8981\u5728\u65b0\u4f53\u9a8c\u94fa\u5f00\u524d\u5ba1\u9605\u7528\u91cf\u8ba1\u8d39\u76f8\u5173\u7684\u7ba1\u7406\u8bbe\u7f6e\u3002<\/p>\n

                        \u5e73\u53f0\u4e0e\u5546\u4e1a\u5316\u7684\u4e09\u4ef6\u4e8b：<\/p>\n

                          \n
                        • Microsoft IQ \/ Work IQ：Microsoft IQ \u628a Copilot \u843d\u5230\u7ec4\u7ec7\u4e0a\u4e0b\u6587\u91cc；Work IQ（\u516c\u5f00\u9884\u89c8） \u628a\u5b83\u5ef6\u4f38\u5230\u627f\u8f7d\u4e1a\u52a1\u7684\u7cfb\u7edf，\u5305\u62ec Dynamics 365 \u4e0e Power Platform\u3002\u901a\u8fc7\u7ec4\u7ec7\u7684\u6587\u4ef6\u3001\u4f1a\u8bae\u3001\u804a\u5929\u4e0e\u4e1a\u52a1\u6570\u636e\u7ed9\u56de\u7b54\u505a grounding\u3002<\/li>\n
                        • FinOps for AI：\u8ba9\u7ec4\u7ec7\u5efa\u7acb\u9884\u7b97\u3001\u9650\u989d\u4e0e\u7b56\u7565，\u628a\u7528\u91cf\u548c\u652f\u51fa\u66f4\u6e05\u695a\u5730\u5173\u8054\u5230\u4e1a\u52a1\u7ed3\u679c\u3002\u7ba1\u7406\u5458\u53ef\u4ee5\u8bbe\u5b9a\u54ea\u4e9b\u6a21\u578b\u5bb6\u65cf\u5bf9\u54ea\u4e9b\u7528\u6237\u7ec4\u53ef\u7528，\u800c\u8fd9\u4e9b\u8bbe\u7f6e\u540c\u65f6\u51b3\u5b9a Auto \u80fd\u4ece\u4e2d\u9009\u62e9\u54ea\u4e9b\u6a21\u578b；\u7528\u6237\u4e5f\u80fd\u81ea\u5df1\u770b\u7528\u91cf\u4e0e\u5230\u8fbe\u9650\u989d\u524d\u8fd8\u5269\u591a\u5c11\u5bb9\u91cf\u3002\u5bf9 Copilot Studio \u91cc\u6784\u5efa\u7684\u81ea\u5b9a\u4e49\u667a\u80fd\u4f53\u7684\u652f\u6301\u968f\u540e\u5728 10 \u6708\u8ddf\u8fdb\u3002<\/li>\n
                        • \u63d2\u4ef6\u6ce8\u518c\u8868：\u628a\u5fae\u8f6f\u3001\u5408\u4f5c\u4f19\u4f34\u4e0e\u81ea\u5efa\u7684\u63d2\u4ef6\u6c47\u5230\u4e00\u4e2a\u76ee\u5f55\u91cc，\u7b80\u5316\u6cbb\u7406\u3001\u53d1\u5e03\u4e0e\u53d1\u73b0，\u6708\u5e95\u524d GA\u3002<\/li>\n
                        • \u8ba1\u8d39\u53e3\u5f84\u53d8\u5316：\u7528\u6237\u8ba2\u9605\u4ecd\u662f\u65e5\u5e38 Copilot \u4ef7\u503c\u7684\u57fa\u7840，\u5176\u4e2d Auto \u5c45\u4e8e\u6838\u5fc3\u2014\u2014\u6309\u8bf7\u6c42\u6743\u8861\u51c6\u786e\u7387\u3001\u901f\u5ea6\u4e0e\u6210\u672c，\u628a\u5de5\u4f5c\u8def\u7531\u7ed9\u6700\u5408\u9002\u7684\u6a21\u578b\u3002\u7528\u91cf\u8ba1\u8d39（UBB） \u7528\u4e8e\u8bbf\u95ee\u9ad8\u7ea7\u4e0e\u65b0\u5174\u80fd\u529b，\u5305\u62ec\u524d\u6cbf\u6a21\u578b\u4e0e Cowork\u3001Code\u3001Autopilot \u91cc\u7684\u957f\u65f6\u667a\u80fd\u4f53\u5de5\u4f5c\u3002<\/li>\n<\/ul>\n

                          \u522b\u5904\u540c\u65f6\u52a0\u7684\u6d88\u606f：GitHub \u7684 Copilot \u7528\u91cf\u4e0e\u6210\u672c\u4eea\u8868\u76d8\u8fdb\u4e86 Insights，\u96c6\u4e2d\u7ed9\u51fa\u4f7f\u7528\u91cf\u3001\u6210\u672c\u4e0e\u91c7\u7eb3\u6307\u6807\u3002<\/p>\n

                          6.2 Power Platform：Generative Pages \u8fdb\u8868\u5355，pac CLI \u957f\u51fa 200+ \u547d\u4ee4<\/h4>\n

                          9 \u6708\u529f\u80fd\u66f4\u65b0（\u4f01\u4e1a\u6307\u5357\u89c6\u89d2）\u91cc\u503c\u5f97\u8bb0\u7684\u51e0\u6761：<\/p>\n

                            \n
                          • Fluent \u4f53\u7cfb\u7684\u753b\u5e03\u6a21\u677f\u4e0e\u73b0\u4ee3\u5316\u63a7\u4ef6\u6539\u8fdb\u3002<\/li>\n
                          • \u6a21\u578b\u9a71\u52a8\u5e94\u7528\u5934\u90e8\u4e0e\u5bfc\u822a\u5237\u65b0 GA（\u7248\u672c 2609.1），\u5bf9\u65e2\u6709\u5e94\u7528\u4ecd\u662f opt-in；\u663e\u793a\u5bc6\u5ea6\u5904\u4e8e\u516c\u5f00\u9884\u89c8\u4e14\u9700\u8981\u5148\u5f00\u5bfc\u822a\u5237\u65b0\u3002（\u6ce8\u610f\u533a\u5206：\u66f4\u65e9\u7684 New Look \u73b0\u4ee3\u5316\u6d6a\u6f6e\u5df2\u5728 2026 Wave 1 \u53d8\u4e3a\u5f3a\u5236\u3002）<\/li>\n
                          • Power Automate：\u5feb\u901f\u5f00\u59cb\u5361\u7247\u3001\u670d\u52a1\u7aef\u6d41\u641c\u7d22，\u4ee5\u53ca\u4ece Power Automate \u8c03\u7528 Microsoft Copilot Studio \u667a\u80fd\u4f53\u7684\u80fd\u529b\u2014\u2014\u8fd9\u628a\u300c\u5728\u65e2\u6709\u81ea\u52a8\u5316\u6d41\u7a0b\u91cc\u7f16\u6392\u667a\u80fd\u4f53\u300d\u7684\u6469\u64e6\u964d\u4e86\u4e0b\u6765\u3002\u652f\u6301 service principal \u4f5c\u4e3a\u6d41\u7a0b\u6240\u6709\u8005，\u9002\u5408\u5173\u952e\u4efb\u52a1\u578b\u81ea\u52a8\u5316，\u6240\u6709\u6743\u4e0d\u518d\u6302\u5728\u67d0\u4e2a\u5458\u5de5\u8d26\u53f7\u4e0a\u3002<\/li>\n
                          • Generative Pages \u8fdb\u6a21\u578b\u9a71\u52a8\u5e94\u7528\u8868\u5355：\u8fd9\u662f 9 \u6708\u66f4\u65b0\u7684\u4e00\u4e2a\u91cd\u8981\u4f4d\u79fb\u3002\u6b64\u524d Generative Pages \u4e3b\u8981\u4f5c\u4e3a\u72ec\u7acb\u4f53\u9a8c\u5b58\u5728，\u73b0\u5728\u53ef\u4ee5\u76f4\u63a5\u5d4c\u5165\u6a21\u578b\u9a71\u52a8\u5e94\u7528\u7684\u8868\u5355，\u51fa\u73b0\u5728\u67d0\u4e2a\u5206\u533a\u6216\u6807\u7b7e\u9875\u91cc，\u4e0e\u8bb0\u5f55\u7684\u6807\u51c6\u5b57\u6bb5\u5e76\u6392\u3002\u5236\u4f5c\u8005\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0（\u4e5f\u53ef\u4ee5\u7528\u56fe\u7247\u6216\u8349\u56fe\u5f53\u53c2\u8003），\u667a\u80fd\u4f53\u751f\u6210\u57fa\u4e8e React \u7684\u53ef\u5de5\u4f5c\u9875\u9762，\u6b64\u540e\u518d\u8fed\u4ee3\u3001\u5fae\u8c03\u3001\u53d1\u5e03；\u9875\u9762\u53ef\u7f16\u8f91\u4ee3\u7801，\u6570\u636e\u6e90\u53ef\u4ee5\u662f Dataverse \u8868，\u5e76\u80fd\u63a5\u6536\u8bb0\u5f55 ID \u8fd9\u7c7b\u4e0a\u4e0b\u6587，\u4ece\u800c\u9488\u5bf9\u7528\u6237\u5f53\u524d\u6253\u5f00\u7684\u90a3\u6761\u8bb0\u5f55\u5de5\u4f5c\u3002\u901a\u8fc7 Power Platform \u8fde\u63a5\u5668\u53d6\u6570\u76ee\u524d\u662f\u516c\u5f00\u9884\u89c8\u3002\u540c\u65f6\u4e5f\u652f\u6301\u7528 GitHub Copilot CLI \u8fd9\u7c7b AI \u7f16\u7801\u5de5\u5177\u6765\u521b\u5efa\u4e0e\u7f16\u8f91 Generative Pages，\u518d\u90e8\u7f72\u5230 Power Apps \u73af\u5883\u3002<\/li>\n<\/ul>\n

                            pac CLI \u7684\u81ea\u52a8\u751f\u6210\u547d\u4ee4\u7ec4（9 \u6708 17 \u65e5\u516c\u5f00\u9884\u89c8） \u662f\u53e6\u4e00\u4e2a\u7ed3\u6784\u6027\u53d8\u5316\u3002\u5386\u53f2\u4e0a\u6bcf\u6761 pac \u547d\u4ee4\u90fd\u662f\u624b\u5de5\u5b9e\u73b0，\u5bfc\u81f4\u8986\u76d6\u9762\u843d\u540e\u4e8e\u7ba1\u7406\u4e2d\u5fc3\u548c PowerShell，\u540c\u6837\u7684\u64cd\u4f5c\u5728\u4e0d\u540c\u5de5\u5177\u91cc\u8868\u73b0\u8fd8\u4e0d\u4e00\u81f4\u3002\u73b0\u5728\u5fae\u8f6f\u4ece Power Platform API \u89c4\u8303\u81ea\u52a8\u751f\u6210 CLI \u547d\u4ee4\u2014\u2014\u540d\u79f0\u3001\u53c2\u6570\u3001\u5e2e\u52a9\u4e0e API \u8c03\u7528\u5168\u90e8\u751f\u6210\u3002\u540c\u4e00\u4efd\u89c4\u8303\u6b64\u524d\u5df2\u7ecf\u5728\u751f\u6210 .NET \u7684 Microsoft.PowerPlatform.Management SDK\u3001Python \u7684 powerplatform-management SDK \u548c Power Platform for Admins V2 \u8fde\u63a5\u5668，\u73b0\u5728\u5b83\u4e5f\u751f\u6210 pac \u547d\u4ee4：API \u547d\u540d\u7a7a\u95f4\u53d8\u6210\u9876\u5c42\u547d\u4ee4\u7ec4，API \u64cd\u4f5c\u53d8\u6210\u547d\u4ee4\u3002\u751f\u6210\u547d\u4ee4\u590d\u7528\u73b0\u6709\u7684 pac \u8ba4\u8bc1\u914d\u7f6e，\u4e0d\u7528\u53e6\u5916\u767b\u5f55\u3002<\/p>\n

                            15 \u4e2a\u547d\u4ee4\u7ec4\u3001200+ \u6761\u547d\u4ee4，\u6700\u5927\u7684\u51e0\u7ec4：<\/p>\n\n\u547d\u4ee4\u7ec4\u547d\u4ee4\u6570\u4ee3\u8868\u547d\u4ee4<\/tr>\n\n\n\n\n\n\n\n\n
                            pac licensing<\/td>\n47<\/td>\nlist-billing-policies<\/td>\n<\/tr>\n
                            pac environment-management<\/td>\n41<\/td>\nlist-environment-groups<\/td>\n<\/tr>\n
                            pac power-pages<\/td>\n35<\/td>\ncreate-website<\/td>\n<\/tr>\n
                            pac governance<\/td>\n20<\/td>\nlist-rule-based-policies<\/td>\n<\/tr>\n
                            pac workflows-agent<\/td>\n16<\/td>\nget-flows<\/td>\n<\/tr>\n
                            pac copilot-studio<\/td>\n11<\/td>\nreassign-copilot-agent<\/td>\n<\/tr>\n
                            pac authorization<\/td>\n10<\/td>\nlist-role-definitions<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

                            \u56e0\u4e3a\u5fae\u8f6f\u73b0\u5728\u662f API-first \u53d1\u8d27，\u6709\u4e9b\u64cd\u4f5c\u4f1a\u5148\u5230 CLI \u518d\u5230\u7ba1\u7406\u4e2d\u5fc3\u3002\u5fae\u8f6f\u70b9\u540d\u7684\u4e09\u4e2a\u65b0\u573a\u666f\u4e4b\u4e00\u662f\u5728 Copilot Studio \u91cc\u91cd\u65b0\u5206\u914d\u667a\u80fd\u4f53\u6240\u6709\u6743\u4e0e\u9694\u79bb\u667a\u80fd\u4f53\u3002<\/p>\n

                            Copilot Studio \u667a\u80fd\u4f53\u8fc1\u79fb\u5230 Microsoft Entra Agent ID（MC1478488）\u6b63\u5728\u63a8\u8fdb：8 \u6708 24 \u65e5\u8d77\u63d0\u4f9b\u81ea\u52a9\u8fc1\u79fb，9 \u6708\u8d77\u5bf9\u6ca1\u6709 Entra Agent ID \u7684\u667a\u80fd\u4f53\u542f\u52a8\u81ea\u52a8\u8fc1\u79fb\u30022026 \u5e74 5 \u6708\u4e4b\u524d\u521b\u5efa\u7684 Copilot Studio \u667a\u80fd\u4f53\u53ef\u80fd\u8fd8\u5728\u7528\u65e7\u7684 app registration \u8eab\u4efd\u3002\u8fc1\u79fb\u6536\u76ca\u5305\u62ec：Entra ID \u91cc\u7684\u5ba1\u8ba1\u65e5\u5fd7\u3001\u667a\u80fd\u4f53\u751f\u547d\u5468\u671f\u7ba1\u7406\u3001\u4e0e Entra ID Governance \u96c6\u6210\u3001\u8fde\u63a5\u5668\u6743\u9650\u4f5c\u4e3a API \u6743\u9650\u663e\u793a\u5728\u667a\u80fd\u4f53\u8eab\u4efd\u4e0a（Entra \u548c M365 \u7ba1\u7406\u5458\u4e0d\u5fc5\u6253\u5f00 Power Platform \u7ba1\u7406\u4e2d\u5fc3\u5c31\u80fd\u770b\u5230\u667a\u80fd\u4f53\u80fd\u529b\u8303\u56f4），\u4ee5\u53ca\u53ef\u4ee5\u7528 Entra \u6761\u4ef6\u8bbf\u95ee\u7b56\u7565（\u7f51\u7edc\u4f4d\u7f6e\u3001\u8bbe\u5907\u5408\u89c4\u3001\u98ce\u9669\u6761\u4ef6）\u53bb\u9776\u5411\u8fd9\u4e9b\u8fde\u63a5\u5668\u6743\u9650\u3002\u5efa\u8bae\u505a\u6cd5：\u5148\u62ff\u4e00\u5c0f\u6279\u975e\u5173\u952e\u667a\u80fd\u4f53\u8bd5，\u4e0e\u5236\u4f5c\u8005\u7ea6\u5b9a\u9a8c\u8bc1\u7a97\u53e3，\u9010\u6279\u6838\u5bf9\u6e20\u9053\u3001\u8ba4\u8bc1\u3001\u64cd\u4f5c\u3001\u8fde\u63a5\u5668\u3001\u6d41\u4e0e\u96c6\u6210\u540e\u518d\u7ee7\u7eed\u3002<\/p>\n

                            6.3 Microsoft 365：Copilot \u5f00\u59cb\u80fd\u300c\u5199\u300d\u7b2c\u4e09\u65b9\u7cfb\u7edf\u4e86<\/h4>\n

                            \u672c\u5468 M365 \/ Copilot \u4fa7\u7684\u66f4\u65b0\u76f8\u5f53\u5bc6，\u6311\u51e0\u6761\u6709\u5206\u91cf\u7684：<\/p>\n

                              \n
                            • Copilot \u8fde\u63a5\u5668\u5c06\u83b7\u5f97\u5199 \/ \u66f4\u65b0 \/ \u5220\u9664\u6743\u9650（September 22 Message Center，\u6807\u8bb0\u4e3a In development，\u76ee\u6807 10 \u6708 GA）\u3002\u53d8\u5316\u9488\u5bf9\u7684\u662f federated connectors\u2014\u2014\u76ee\u524d\u8fd9\u6279 MCP \u5f0f\u96c6\u6210\u7ed9 Copilot Chat \u7684\u662f\u5bf9\u7b2c\u4e09\u65b9\u670d\u52a1\u7684\u5b9e\u65f6\u8bfb\u6743\u9650\u3002\u66f4\u65b0\u540e Copilot Chat \u53ef\u4ee5\u76f4\u63a5\u5728\u5916\u56f4\u7cfb\u7edf\u91cc\u521b\u5efa\u3001\u66f4\u65b0\u3001\u5220\u9664\u5185\u5bb9，\u76ee\u7684\u662f\u8ba9\u7528\u6237\u4e0d\u7528\u79bb\u5f00 Copilot \u53bb\u624b\u52a8\u5904\u7406\u3002\u5fae\u8f6f\u660e\u786e\u7684\u62a4\u680f\u662f：\u6bcf\u4e00\u6b21\u521b\u5efa\/\u66f4\u65b0\/\u5220\u9664\u90fd\u5fc5\u987b\u6709\u7528\u6237\u663e\u5f0f\u786e\u8ba4\u540e\u624d\u6267\u884c，\u4e14 Copilot \u901a\u8fc7\u7528\u6237\u81ea\u5df1\u7684\u8d26\u53f7\u4e0e\u5728\u8fde\u63a5\u670d\u52a1\u4e0a\u7684\u65e2\u6709\u6743\u9650\u884c\u4e8b；\u7ba1\u7406\u5458\u53ef\u4ee5\u770b\u89c1\u54ea\u4e9b\u8fde\u63a5\u5668\u542f\u7528\u4e86\u5199\u548c\u5220\u9664\u5de5\u5177\u5e76\u7981\u7528\u4e0d\u7b26\u5408\u7b56\u7565\u7684\u8fde\u63a5\u5668\u3002\u5c1a\u672a\u6f84\u6e05\u7684\u90e8\u5206\u540c\u6837\u91cd\u8981：\u6ca1\u6709\u70b9\u540d\u54ea\u4e9b\u7b2c\u4e09\u65b9\u670d\u52a1\u5148\u652f\u6301\u5199\u3001\u6ca1\u8bf4\u8fde\u63a5\u5668\u5199\u80fd\u529b\u7684\u4e0a\u7ebf\u524d\u8bc4\u5ba1\u6d41\u7a0b\u3001\u6ca1\u8bf4\u8bef\u6539\u8bef\u5220\u662f\u5426\u6709\u64a4\u9500\/\u56de\u6eda，\u786e\u8ba4\u754c\u9762\u7684\u7c92\u5ea6（\u4e00\u6b21\u786e\u8ba4\u8986\u76d6\u5355\u6761\u8fd8\u662f\u6279\u91cf）\u4e5f\u672a\u6307\u5b9a\u2014\u2014\u800c\u6587\u6863\u81ea\u5df1\u4e5f\u627f\u8ba4\u65e5\u5fd7\u4e0e\u62a5\u544a\u7684\u8be6\u7ec6\u7a0b\u5ea6\u300c\u53ef\u80fd\u56e0\u670d\u52a1\u548c\u914d\u7f6e\u800c\u5f02\u300d\u3002<\/li>\n
                            • Defender for Office 365 \u52a0\u4e0a\u63d0\u793a\u6ce8\u5165\u9632\u62a4：\u68c0\u6d4b\u5e76\u963b\u65ad\u65e8\u5728\u64cd\u7eb5 AI \u52a9\u624b\u4e0e\u667a\u80fd\u4f53\u7684\u6076\u610f\u90ae\u4ef6\u5185\u5bb9\u3002\u88ab\u5224\u4e3a\u63d0\u793a\u6ce8\u5165\u653b\u51fb\u7684\u90ae\u4ef6\u5f52\u7c7b\u4e3a High Confidence Phish \u5e76\u81ea\u52a8\u9694\u79bb\u3002\u5bf9\u62e5\u6709 Defender for Office 365 Plan 2 \u6216 Microsoft 365 E5 \u7684\u7ec4\u7ec7\u9ed8\u8ba4\u542f\u7528\u3002<\/li>\n
                            • Copilot Notebooks \u53ef\u4ee5\u7528 Outlook \u90ae\u4ef6\u5f53\u77e5\u8bc6\u6e90，\u6269\u5c55\u4e86 Copilot \u505a\u7814\u7a76\u4e0e\u5de5\u4f5c\u6d41\u65f6\u53ef\u7528\u7684\u6587\u6863\u4e0e\u6570\u636e\u8303\u56f4\u3002<\/li>\n
                            • Outlook \u91cc\u7684 Copilot \u4ece\u300c\u5355\u4e00\u4f1a\u8bdd\u300d\u5347\u7ea7\u4e3a\u8de8\u8d8a\u6536\u4ef6\u7bb1\u3001\u65e5\u5386\u3001\u4f1a\u8bae\u4e0e\u4f01\u4e1a\u6570\u636e\u7684\u63a8\u7406，\u6539\u5584\u6458\u8981\u3001\u4e0a\u4e0b\u6587\u4e0e\u540e\u7eed\u8ddf\u8fdb\u5efa\u8bae；\u5e76\u80fd\u7528\u81ea\u7136\u8bed\u8a00\u6267\u884c\u5206\u8bca\u52a8\u4f5c\u2014\u2014\u5220\u9664\u3001\u79fb\u52a8\u3001\u590d\u5236\u3001\u5206\u7c7b，\u4ee5\u53ca\u6536\u4ef6\u7bb1\u89c4\u5219\u4e0e\u6587\u4ef6\u5939\u7ba1\u7406（\u6279\u91cf\u8d85\u8fc7 5 \u5c01\u4e0e\u89c4\u5219\u53d8\u66f4\u9700\u8981\u786e\u8ba4）\u3002<\/li>\n
                            • Teams \/ Outlook \/ Microsoft 365 \u7684\u5e94\u7528\u4e0e\u667a\u80fd\u4f53\u7edf\u4e00\u7ba1\u7406（MC796790，9 \u6708 25 \u65e5\u66f4\u65b0）：\u6b64\u524d IT \u8981\u5728 Microsoft 365 \u7ba1\u7406\u4e2d\u5fc3\u548c Teams \u7ba1\u7406\u4e2d\u5fc3\u5206\u522b\u914d\u7f6e\u53ef\u7528\u6027\u4e0e\u5b89\u88c5\u8bbe\u7f6e，\u5bb9\u6613\u4e0d\u4e00\u81f4；\u73b0\u5728\u4e24\u4e2a\u95e8\u6237\u7684\u53ef\u7528\u6027\u4e0e\u5b89\u88c5\u7b56\u7565\u7edf\u4e00，\u7b2c\u4e09\u9636\u6bb5（Phase 3）\u65f6\u95f4\u5f85\u516c\u5e03\u3002\u5bf9\u7ec8\u7aef\u7528\u6237\u6ca1\u6709\u5927\u53d8\u5316，\u4f46\u7ba1\u7406\u5458\u8981\u5728\u8fd9\u4e4b\u524d\u6838\u5bf9\u4e24\u4e2a\u4e2d\u5fc3\u91cc\u7684\u65e2\u6709\u8bbe\u7f6e\u4e0e\u5185\u90e8\u6587\u6863\u3002<\/li>\n
                            • Excel：Copilot \u804a\u5929\u56de\u590d\u91cc\u5e26\u6307\u5411\u5de5\u4f5c\u7c3f\u6539\u52a8\u7684\u53ef\u70b9\u51fb\u94fe\u63a5（\u5de5\u4f5c\u8868\u3001\u8868\u683c\u3001\u533a\u57df\u3001\u56fe\u8868\u3001\u5f62\u72b6）；Show Changes \u663e\u793a Copilot \u6539\u52a8\u7684\u5f52\u5c5e\u5361\u7247\u3002<\/li>\n
                            • Planner Agent \u5728\u57fa\u4e8e\u7ec4\u7684 Planner \u8ba1\u5212\u4e2d\u53ef\u7528，\u5185\u7f6e\u81ea\u7136\u8bed\u8a00\u95ee\u7b54\u4e0e\u4efb\u52a1\u7ba1\u7406\u3002<\/li>\n
                            • PowerPoint：\u53ef\u4e3a SmartArt \u81ea\u52a8\u751f\u6210\u6709\u610f\u4e49\u7684\u65e0\u969c\u788d\u63cf\u8ff0；\u652f\u6301\u7528\u6237\u81ea\u5b9a\u4e49 skill\u3002<\/li>\n
                            • Microsoft Forms \u52a0\u5165 Copilot \u804a\u5929\u7a97\u683c，\u7528\u4e8e\u6539\u8fdb\u8868\u5355\u3001\u8d77\u8349\u9080\u8bf7\u3001\u5206\u6790\u56de\u590d\u3002<\/li>\n
                            • Vision in Copilot \u80fd\u5728\u8bed\u97f3\u4f1a\u8bdd\u4e2d\u5b9e\u65f6\u5206\u6790\u5171\u4eab\u684c\u9762\u5c4f\u5e55\u4e0e\u79fb\u52a8\u7aef\u6444\u50cf\u5934\u753b\u9762；Copilot \u5e94\u7528\u652f\u6301 Apple CarPlay\u3002<\/li>\n
                            • Federated Copilot connectors \u6b63\u5f0f\u53ef\u7528（\u9762\u5411 Researcher\u3001Microsoft 365 Chat \u4e0e Excel \u4e2d\u7684 Copilot \u7f16\u8f91），\u901a\u8fc7\u7528\u6237\u8eab\u4efd\u5b9e\u65f6\u8bbf\u95ee\u3001\u4e0d\u5728\u5fae\u8f6f\u670d\u52a1\u4e2d\u5b58\u50a8\u6216\u7d22\u5f15\u5ba2\u6237\u6570\u636e，\u7ba1\u7406\u6cbb\u7406\u4fdd\u7559\u3002<\/li>\n
                            • Purview Insider Risk Management \u6269\u5c55\u5230 Microsoft Fabric：\u5f15\u5165\u57fa\u4e8e Power BI \u6d3b\u52a8\u7684\u5373\u7528\u98ce\u9669\u6307\u6807（\u5f02\u5e38\u6570\u636e\u5bfc\u51fa\u3001\u8bbf\u95ee\u6a21\u5f0f\u7b49），\u53ef\u7eb3\u5165\u6570\u636e\u7a83\u53d6\u4e0e\u6cc4\u6f0f\u7b56\u7565\u300210 \u6708\u843d\u5730\u3002<\/li>\n
                            • SharePoint \u989d\u5916\u5b58\u50a8\u6539\u6309\u91cf\u8ba1\u8d39\u5168\u7403 GA，\u7528\u6d88\u8d39\u8ba1\u91cf\u4ee3\u66ff\u6309 GB \u9884\u8d2d\u3002<\/li>\n
                            • Teams AI \u4f1a\u8bae\u5f52\u6863\u6587\u4ef6：\u6355\u83b7 AI \u751f\u6210\u7684\u4f1a\u8bae\u6d1e\u5bdf（\u662f\u7ed3\u6784\u5316\u4fe1\u606f，\u4e0d\u662f\u539f\u59cb\u4f1a\u8bae\u5185\u5bb9），\u5b58\u5728\u79df\u6237\u62e5\u6709\u7684 SharePoint Embedded \u5bb9\u5668\u91cc，\u9ed8\u8ba4\u542f\u7528，\u7ba1\u7406\u5458\u53ef\u63a7\u751f\u6210\u4e0e\u7559\u5b58；\u53ea\u6709\u4f1a\u8bae\u53c2\u4e0e\u8005\u80fd\u8bbf\u95ee\u57fa\u4e8e\u5f52\u6863\u7684 AI \u56de\u7b54\u3002<\/li>\n
                            • Purview \u51ed\u636e\u626b\u63cf：Data Security Posture Agent \u65b0\u589e\u51ed\u636e\u626b\u63cf，\u7528 LLM \u5728\u914d\u7f6e\u7684\u6570\u636e\u6e90\u4e2d\u8bc6\u522b\u66b4\u9732\u7684\u51ed\u636e\u2014\u2014Entra ID \u51ed\u636e\u3001\u79c1\u94a5\u3001API \u5bc6\u94a5\u2014\u2014\u4ee5\u5e26\u98ce\u9669\u8bc4\u5206\u3001AI \u751f\u6210\u6d1e\u5bdf\u548c\u7f6e\u4fe1\u5ea6\u7684\u770b\u677f\u5448\u73b0\u3002<\/li>\n
                            • \u7ba1\u7406\u4fa7\u6742\u9879：Frontline \u8bb8\u53ef\u6539\u540d Windows 365 Flex，\u8bb8\u53ef\u8bc1\u64a4\u9500\u65f6\u53ef\u7acb\u5373\u53d6\u6d88\u914d\u7f6e Cloud PC；Entra ID \u4ece 10 \u6708 26 \u65e5\u8d77\u5f03\u7528\u516c\u53f8\u54c1\u724c\u81ea\u5b9a\u4e49 CSS \u5b9a\u4f4d\u5c5e\u6027（position \/ margin \/ transform \/ opacity \/ overflow \/ filter \u7b49），\u8fd9\u662f Secure Future Initiative \u7684\u4e00\u90e8\u5206，\u7528\u6765\u63d0\u5347\u767b\u5f55\u9875\u6297\u9493\u9c7c\u80fd\u529b；Entra ID \u4ece 10 \u6708\u521d\u8d77\u4e3a B2B \u7528\u6237\u652f\u6301 passkey\u3002<\/li>\n<\/ul>\n
                              \n

                              \u4e03\u3001\u5b89\u5168：974 CVE \u7684\u4f59\u6ce2，\u4e0e\u4e00\u4e2a\u65b0\u96f6\u65e5<\/h3>\n

                              \u672c\u5468\u7684\u5b89\u5168\u4e3b\u7ebf\u662f\u6d88\u5316 9 \u6708\u8865\u4e01\u661f\u671f\u4e8c\u2014\u2014MSRC \u7684 2026-Sep \u53d1\u5e03\u8bf4\u660e\u786e\u8ba4\u8be5\u6279\u6b21\u5305\u542b 975 \u4e2a\u5fae\u8f6f CVE，\u5176\u4e2d Windows \u5360 724 \u4e2a\u3001Office 111 \u4e2a\u3001SQL 62 \u4e2a\u3002\u516c\u5171\u62a5\u9053\u5bf9\u603b\u91cf\u7684\u53e3\u5f84\u6709 964 \/ 974 \u7b49\u5dee\u5f02（\u7edf\u8ba1\u65b9\u6cd5\u8bba\u4e0d\u540c），\u6b64\u5904\u6309 MSRC \u5b98\u65b9\u53d1\u5e03\u8bf4\u660e\u7684 975 \u8bb0，\u53e6\u5e76\u5217\u62a5\u9053\u53e3\u5f84 974\u3002<\/p>\n

                              7.1 \u4e24\u4e2a\u5728\u91ce\u5229\u7528\u96f6\u65e5，\u4e0e BlueMoon \u5229\u7528\u5957\u4ef6<\/h4>\n\nCVE\u7ec4\u4ef6\u7c7b\u578bCVSS\u540e\u679c<\/tr>\n\n\n\n
                              CVE-2026-85880<\/td>\nWindows ALPC（\u9ad8\u7ea7\u672c\u5730\u8fc7\u7a0b\u8c03\u7528）<\/td>\n\u5806\u6ea2\u51fa<\/td>\n7.8<\/td>\n\u672c\u5730\u5df2\u8ba4\u8bc1\u653b\u51fb\u8005\u63d0\u6743\u81f3 SYSTEM<\/td>\n<\/tr>\n
                              CVE-2026-81963<\/td>\nWindows \u66f4\u65b0\u5806\u6808<\/td>\n\u94fe\u63a5\u89e3\u6790\u4e0d\u5f53<\/td>\n7.8<\/td>\n\u6c99\u7bb1\u9003\u9038 + \u63d0\u6743\u81f3 SYSTEM<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

                              \u4e24\u8005\u5747\u5df2\u786e\u8ba4\u5728\u91ce\u5229\u7528，CISA \u5df2\u5217\u5165 KEV \u76ee\u5f55，\u8054\u90a6\u6587\u804c\u673a\u6784\u7684\u4fee\u590d\u671f\u9650\u662f 2026 \u5e74 9 \u6708 22 \u65e5\u2014\u2014\u8be5\u671f\u9650\u5df2\u8fc7\u3002CVE-2026-85880 \u7531 Volexity \u4e0e Proofpoint \u7684 Mark Kelly\u3001David Galazin\u3001Jeremy Hedges \u53d1\u73b0\u5e76\u62a5\u544a，\u662f\u7ee7 2023 \u5e74 1 \u6708 CVE-2023-21674 \u4e4b\u540e\u5fae\u8f6f\u4fee\u590d\u7684\u7b2c\u4e8c\u4e2a ALPC \u96f6\u65e5，\u4e5f\u662f\u8fd1\u56db\u5e74\u6765 ALPC \u7ec4\u4ef6\u7b2c\u4e8c\u6b21\u51fa\u96f6\u65e5\u3002\u5f71\u54cd\u9762\u8986\u76d6 Windows 10 1607\/1809\/21H2\/22H2 \u4e0e Windows Server 2012 \/ 2012 R2 \/ 2016 \/ 2019 \/ 2022 \u7b49\u591a\u4e2a\u7248\u672c，\u542b\u90e8\u5206 Server Core \u5b89\u88c5\u3002<\/p>\n

                              \u8fd9\u4e24\u4e2a\u6f0f\u6d1e\u6b63\u88ab\u6253\u5305\u8fdb\u4ee3\u53f7 BlueMoon \u7684\u5229\u7528\u5957\u4ef6，\u628a ALPC \u4e0e\u4e24\u4e2a Chrome \u96f6\u65e5\u4e32\u6210\u94fe\u6761，\u636e Proofpoint \u4e0e Volexity \u7684\u89c2\u5bdf，\u5df2\u88ab\u591a\u4e2a\u4e0e\u95f4\u8c0d\u6d3b\u52a8\u5bf9\u9f50\u7684\u56e2\u4f19\u6b66\u5668\u5316\u7528\u4e8e\u6295\u9012\u6076\u610f\u8f7d\u8377\u3002<\/p>\n

                              \u540c\u4e00\u6279\u91cc\u8fd8\u6709\u4e00\u6279 CVSS 9.8 \u7684\u786c\u9aa8\u5934：\u8fdc\u7a0b\u684c\u9762\u670d\u52a1\u3001DNS \u670d\u52a1\u5668\u3001DHCP \u670d\u52a1\u5668\u3001Services for NFS，\u5747\u4e3a\u7f51\u7edc\u53ef\u8fbe\u3001\u65e0\u9700\u7528\u6237\u4ea4\u4e92；Windows Shell \u6709\u5806\u6ea2\u51fa；SQL Server \u6709\u4e00\u4e2a CVSS 9.6 \u7684\u6ce8\u5165；Microsoft Authenticator \u6709\u4e00\u4e2a CVSS 8.6 \u7684\u8ba4\u8bc1\u4e0d\u5f53\u95ee\u9898\u2014\u2014\u5bf9\u4f9d\u8d56\u5fae\u8f6f\u81ea\u5bb6 MFA \u5de5\u5177\u7684\u7ec4\u7ec7\u662f\u989d\u5916\u98ce\u9669\u3002<\/p>\n

                              \u5904\u7f6e\u4f18\u5148\u7ea7\u5efa\u8bae：\u5148\u628a CVE-2026-85880 \/ CVE-2026-81963 \u5f53\u4f5c\u7d27\u6025\u8865\u4e01\u8865\u4e0a；\u5176\u6b21\u662f RDS\u3001DNS Server\u3001DHCP Server\u3001Services for NFS；\u4f9d\u8d56\u5fae\u8f6f MFA \u7684\u7ec4\u7ec7\u5e76\u884c\u6253 Authenticator \u8865\u4e01；SQL Server \u7d27\u968f\u5176\u540e\u3002974 \u8fd9\u4e2a\u91cf\u7ea7\u672c\u8eab\u4f1a\u8bf1\u53d1\u8865\u4e01\u75b2\u52b3，\u7528\u81ea\u52a8\u5316\u5de5\u5177\u4fdd\u8bc1\u8986\u76d6\u9762，\u800c\u4e0d\u662f\u5c1d\u8bd5\u9010\u6761\u4eba\u5de5\u5206\u8bca\u3002<\/p>\n

                              7.2 Windows 11 26H1 \u51fa\u5e26\u5916\u66f4\u65b0（KB5129194）<\/h4>\n

                              \u5fae\u8f6f\u4e3a Windows 11 26H1 \u53d1\u4e86\u5e26\u5916\u66f4\u65b0（arm64 \u4e0e x64，OS \u5185\u90e8\u7248\u672c 28000.2956，KB5129194），\u4fee\u4e24\u4e2a\u6d1e：<\/p>\n\nCVE\u7ec4\u4ef6CVSS\u540e\u679c<\/tr>\n\n\n\n
                              CVE-2026-62721<\/td>\nWindows \u7528\u6237\u6a21\u5f0f\u7535\u6e90\u670d\u52a1（UMPS）<\/td>\n7.8<\/td>\n\u8bbf\u95ee\u63a7\u5236\u7c92\u5ea6\u4e0d\u8db3，\u672c\u5730\u63d0\u6743\u81f3 SYSTEM<\/td>\n<\/tr>\n
                              CVE-2026-85921<\/td>\nWindows \u5b89\u5168\u5185\u6838\u6a21\u5f0f（Secure Kernel Mode）<\/td>\n8.2<\/td>\ndouble free，\u672c\u5730\u63d0\u6743\u81f3 VTL1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

                              \u8fd9\u4e24\u4e2a\u6b64\u524d\u5df2\u9732\u8fc7\u9762，\u5176\u4e2d CVE-2026-62721 \u5728 9 \u6708\u8865\u4e01\u6279\u6b21\u4e2d\u8fd8\u4e00\u5ea6\u4f20\u51fa\u628a\u8fdc\u7a0b\u684c\u9762\u4e0e Hyper-V \u6253\u574f\u3001\u9700\u8981\u51fa\u5e26\u5916\u4fee\u7684\u6d88\u606f\u3002<\/p>\n

                              7.3 \u4e91\u4e0e\u670d\u52a1\u7aef：CVSS 10.0 \u4e0e\u4e00\u6279\u9ad8\u5371<\/h4>\n

                              CVE-2026-85889（CVSS 10.0） \u662f Azure AI Foundry（\u5373 Microsoft Foundry）\u91cc\u7684\u5173\u952e\u529f\u80fd\u7f3a\u5931\u8ba4\u8bc1（CWE-306）：\u65e0\u51ed\u636e\u7684\u653b\u51fb\u8005\u53ef\u7ecf\u7f51\u7edc\u89e6\u8fbe\u5e76\u6ee5\u7528\u67d0\u4e2a\u540e\u7aef\u529f\u80fd，\u7ed5\u8fc7\u672c\u8be5\u628a\u5173\u7279\u6743\u64cd\u4f5c\u7684\u8eab\u4efd\u4e0e\u8bbf\u95ee\u63a7\u5236\u3002\u653b\u51fb\u5411\u91cf\u7f51\u7edc\u53ef\u8fbe\u3001\u590d\u6742\u5ea6\u4f4e\u3001\u65e0\u9700\u6743\u9650\u3001\u65e0\u9700\u7528\u6237\u4ea4\u4e92\u3002\u53d1\u73b0\u5728\u5fae\u8f6f\u534f\u8c03\u6f0f\u6d1e\u62ab\u9732\u8ba1\u5212\u4e0b\u7531\u7814\u7a76\u5458 R\u00e9my Marot（@R_Marot） \u62a5\u544a，\u672a\u89c2\u5bdf\u5230\u5728\u91ce\u5229\u7528\u6216\u516c\u5f00 PoC\u3002\u4f5c\u4e3a\u4e91\u670d\u52a1\u6f0f\u6d1e，\u5fae\u8f6f\u5df2\u5728\u540e\u7aef\u57fa\u7840\u8bbe\u65bd\u4e0a\u5b8c\u6210\u4fee\u590d\u2014\u2014Foundry \u7528\u6237\u65e0\u9700\u6253\u8865\u4e01\u3001\u65e0\u9700\u6539\u914d\u7f6e\u3002<\/p>\n

                              \u540c\u7a97\u53e3\u8fd8\u4fee\u4e86\u4e09\u4e2a Azure \u5bb6\u65cf\u4e25\u91cd\u6f0f\u6d1e，\u5747\u5728\u670d\u52a1\u7aef\u7f13\u89e3，\u65e0\u9700\u5ba2\u6237\u52a8\u4f5c：<\/p>\n\nCVE\u7ec4\u4ef6CVSS\u7c7b\u578b<\/tr>\n\n\n\n\n
                              CVE-2026-85885<\/td>\nMicrosoft 365 Copilot<\/td>\n9.9<\/td>\n\u547d\u4ee4\u6ce8\u5165<\/td>\n<\/tr>\n
                              CVE-2026-85878<\/td>\nAzure Database for PostgreSQL<\/td>\n9.9<\/td>\n\u6388\u6743\u4e0d\u5f53<\/td>\n<\/tr>\n
                              CVE-2026-87701<\/td>\nAzure Cosmos DB<\/td>\n9.6<\/td>\n\u4e2d\u548c\u4e0d\u5f53<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

                              7.4 \u65b0\u96f6\u65e5：Windows \u684c\u9762\u7a97\u53e3\u7ba1\u7406\u5668（DWM）<\/h4>\n

                              \u5b89\u5168\u673a\u6784\u62ab\u9732 Windows DWM \u5b58\u5728\u6b63\u88ab\u79ef\u6781\u5229\u7528\u7684\u96f6\u65e5 CVE-2026-20805：DWM \u670d\u52a1\u5bf9 ALPC \u6d88\u606f\u5904\u7406\u4e0d\u5f53，\u6709\u672c\u5730\u8bbf\u95ee\u6743\u9650\u7684\u653b\u51fb\u8005\u53ef\u53d1\u7cbe\u5fc3\u6784\u9020\u7684 ALPC \u8bf7\u6c42\u89e6\u53d1，\u5b9e\u73b0\u4ece\u666e\u901a\u7528\u6237\u5230 SYSTEM \u7684\u63d0\u6743\u3002DWM \u5b58\u5728\u4e8e\u6bcf\u4e00\u53f0 Windows \u684c\u9762\u8bbe\u5907\u4e0a，\u6f5c\u5728\u5f71\u54cd\u9762\u6781\u5e7f\u3002\u8fd9\u7c7b\u5185\u6838\u7ec4\u4ef6\u6f0f\u6d1e\u4e00\u65e6\u4e0e\u4efb\u610f\u4ee3\u7801\u6267\u884c\u94fe\u7ed3\u5408，\u53ef\u7528\u4e8e\u5b89\u88c5\u6076\u610f\u9a71\u52a8\u3001\u5173\u95ed\u5b89\u5168\u9632\u62a4\u3001\u7a83\u53d6\u7cfb\u7edf\u51ed\u636e\u6216\u5b9e\u65bd\u6301\u4e45\u5316\u3002\u5fae\u8f6f\u5df2\u786e\u8ba4\u5728\u91ce\u5229\u7528\u3002<\/p>\n

                              \u53e6\u5916\u4e24\u6761：<\/p>\n

                                \n
                              • CVE-2026-65660：SharePoint \u6f0f\u6d1e\u6700\u521d\u88ab\u5fae\u8f6f\u5217\u4e3a\u6b3a\u9a97（spoofing），\u5b9e\u9645\u53ef\u5bfc\u81f4\u5df2\u8ba4\u8bc1 RCE\u3002<\/li>\n
                              • CVE-2026-45498（BigDiskBuster）：\u7814\u7a76\u5458\u516c\u5f00\u4e86 PoC，\u53ef\u963b\u6b62 Microsoft Defender \u66f4\u65b0\u3002<\/li>\n<\/ul>\n

                                7.5 AI \u4ee3\u7406\u6b63\u5728\u628a\u653b\u51fb\u89c4\u6a21\u5316<\/h4>\n

                                \u5a01\u80c1\u60c5\u62a5\u516c\u53f8 Greynoise \u62ab\u9732\u7684\u4e00\u8d77\u4e8b\u4ef6\u503c\u5f97\u5355\u72ec\u8bb0：\u4e00\u540d\u653b\u51fb\u8005\u9488\u5bf9 PaperCut NG\/MF \u6253\u5370\u7ba1\u7406\u8f6f\u4ef6\u7684\u4e24\u4e2a\u6f0f\u6d1e\u6784\u5efa\u5229\u7528\u7a0b\u5e8f，\u968f\u540e\u90e8\u7f72\u6570\u767e\u4e2a\u81ea\u4e3b AI \u4ee3\u7406\u6267\u884c\u5165\u4fb5，\u5728 48 \u5c0f\u65f6\u5185\u4e8e 48 \u4e2a\u56fd\u5bb6\u7684 395 \u5bb6\u7ec4\u7ec7\u91cc\u653b\u9677\u81f3\u5c11 440 \u53f0\u670d\u52a1\u5668，\u90e8\u5206\u7ec4\u7ec7\u5728 30 \u79d2\u5185\u5373\u88ab\u653b\u7834\u3002<\/p>\n

                                \u4ee3\u7406\u81ea\u52a8\u5316\u5b8c\u6210\u4e86\u6f0f\u6d1e\u626b\u63cf\u3001\u5229\u7528\u3001\u51ed\u636e\u7a83\u53d6\u4e0e\u57df\u63a5\u7ba1\u7684\u5168\u8fc7\u7a0b，\u628a\u4f20\u7edf\u9700\u8981\u6570\u5c0f\u65f6\u4e43\u81f3\u6570\u5929\u7684\u653b\u51fb\u538b\u7f29\u5230\u6570\u79d2\u81f3\u6570\u5206\u949f，\u4e14\u4ee3\u7406\u80fd\u4ece\u5931\u8d25\u7ecf\u9a8c\u4e2d\u5b66\u4e60\u5e76\u8c03\u6574\u7b56\u7565，\u5c55\u73b0\u51fa\u8d85\u8d8a\u811a\u672c\u5316\u653b\u51fb\u7684\u9002\u5e94\u6027\u3002PaperCut \u5728 8 \u6708\u5e95\u7d27\u6025\u4fee\u4e86\u76f8\u5173\u96f6\u65e5，\u4f46\u5927\u91cf\u672a\u6253\u8865\u4e01\u7684\u7cfb\u7edf\u4ecd\u66b4\u9732\u5728\u5916\u3002<\/p>\n

                                7.6 \u4f9b\u5e94\u94fe\u7ec6\u8282：NuGet \u7b7e\u540d\u8bc1\u4e66 9 \u6708 23 \u65e5\u8d77\u8f6e\u6362<\/h4>\n

                                \u5fae\u8f6f\u4ece 2026 \u5e74 9 \u6708 23 \u65e5\u8d77\u66f4\u65b0\u7528\u4e8e NuGet \u5305\u7684\u4f5c\u8005\u7b7e\u540d\u8bc1\u4e66\u3002\u4f9d\u8d56 trusted signer \u7b56\u7565\u6216\u76f4\u63a5\u6bd4\u5bf9\u8bc1\u4e66\u6307\u7eb9\u7684\u56e2\u961f，\u5fc5\u987b\u5728\u5207\u6362\u524d\u628a\u65b0\u8bc1\u4e66\u52a0\u8fdb\u53bb\u3002<\/p>\n

                                \n

                                \u516b\u3001Windows \u7b80\u62a5（5 \u6761）<\/h3>\n
                              • KB5124010（OS \u5185\u90e8\u7248\u672c 26200.9550 \/ 26100.9550） \u4e8e 9 \u6708 22 \u65e5\u4f5c\u4e3a 2026 \u5e74 9 \u6708\u975e\u5b89\u5168\u9884\u89c8\u66f4\u65b0\u63a8\u9001，\u8986\u76d6 25H2 \u4e0e 24H2\u3002\u8fd9\u662f Windows 11 24H2 \u7684\u6700\u540e\u4e00\u4e2a\u9884\u89c8\u66f4\u65b0；24H2 \u5bb6\u5ead\u7248\u4e0e\u4e13\u4e1a\u7248\u5c06\u5728 2026 \u5e74 10 \u6708 13 \u65e5\u7ed3\u675f\u652f\u6301（\u4f01\u4e1a\u4e0e\u6559\u80b2\u7248\u652f\u6301\u5230 2027 \u5e74 10 \u6708 12 \u65e5），\u7ee7\u7eed\u6536\u5230\u975e\u5b89\u5168\u9884\u89c8\u66f4\u65b0\u9700\u5347\u7ea7\u5230\u66f4\u65b0\u7684 Windows 11 \u7248\u672c\u3002<\/li>\n
                              • Copilot \u952e\u53ef\u91cd\u6620\u5c04\u4e3a Right Ctrl \u6216\u4e0a\u4e0b\u6587\u83dc\u5355\u952e，\u7528\u6765\u4fdd\u4f4f\u719f\u6089\u7684\u5feb\u6377\u952e\u4e0e\u65e0\u969c\u788d\u5de5\u4f5c\u6d41\u3002<\/li>\n
                              • Emoji 17.0 + \u7cbe\u786e\u89e6\u63a7\u677f\u65b0\u624b\u52bf（\u5de6\u53f3\u8fb9\u7f18\u5355\u6307\u7eb5\u5411\u6eda\u52a8\u3001\u79fb\u5230\u8fb9\u7f18\u4e0d\u6e05\u7a7a\u624b\u6307\u7ee7\u7eed\u6eda\u52a8）+ \u65b0\u7684 \u300c\u6253\u5f00\u65f6\u6700\u5927\u5316\u5e94\u7528\u300d \u65e0\u969c\u788d\u8bbe\u7f6e（Settings > Accessibility > Visual effects）；\u6587\u4ef6\u8d44\u6e90\u7ba1\u7406\u5668\u5bf9\u7f51\u9875\u4e0b\u8f7d\u7684 HTML \u52a0\u300c\u4ecd\u8981\u9884\u89c8\u300d\u6309\u94ae，\u975e HTML（\u5982 PDF）\u81ea\u52a8\u9884\u89c8\u3002<\/li>\n
                              • Windows Backup \u79fb\u9664 PC-to-PC \u8fc1\u79fb，\u8fc1\u79fb\u5230\u65b0\u7535\u8111\u7edf\u4e00\u5f15\u5bfc\u7528 Windows Backup \u6807\u51c6\u5de5\u5177\u3002\u5df2\u77e5\u95ee\u9898\u4ecd\u5728\u8ddf\u8e2a：\u90e8\u5206\u57df\u52a0\u5165\u8bbe\u5907\u53ef\u80fd\u4e22\u5931\u4e0e\u672c\u5730 AD \u57df\u7684\u5b89\u5168\u4fe1\u4efb\u5173\u7cfb\u5bfc\u81f4\u57df\u51ed\u636e\u65e0\u6cd5\u4ea4\u4e92\u5f0f\u767b\u5f55；USB Audio Class 1.0 \u8bbe\u5907\u53ef\u80fd\u542f\u52a8\u5931\u8d25\u6216\u65e0\u58f0（Code 10）\u3002<\/li>\n
                              • 26H1：WMIC \u81ea 2026 \u5e74 9 \u6708\u8d77\u88ab\u79fb\u9664（\u65b0\u88c5 26H1 \u5df2\u9ed8\u8ba4\u4e0d\u542b，\u4e5f\u4e0d\u518d\u4f5c\u4e3a Feature on Demand \u63d0\u4f9b；WMI \u672c\u8eab\u4ecd\u53d7\u652f\u6301）\u3002\u540c\u65f6\u5f15\u5165\u9762\u5411\u7f16\u7801\u667a\u80fd\u4f53\u4e0e\u6a21\u578b\u751f\u6210\u4ee3\u7801\u7684 Microsoft Execution Containers（MXC）\u8fdb\u7a0b\u9694\u79bb，\u4ee5\u53ca agentic process \u6807\u8bb0\u7684\u9884\u89c8\u652f\u6301\u2014\u2014\u6388\u6743\u7ec4\u4ef6\u53ef\u7ed9\u8fdb\u7a0b\u4ee4\u724c\u6253\u4e0a\u4e0d\u900f\u660e\u667a\u80fd\u4f53\u6807\u8bc6，\u7cfb\u7edf\u4fdd\u62a4\u5e76\u81ea\u52a8\u4f20\u9012\u7ed9\u5b50\u8fdb\u7a0b\u3002\u5bc6\u7801\u5b66\u4e0a\u6269\u5c55\u540e\u91cf\u5b50\u652f\u6301，\u5141\u8bb8 ML-KEM \u4f5c\u4e3a\u72ec\u7acb\u7b97\u6cd5\u7528\u4e8e TLS \u5bc6\u94a5\u4ea4\u6362\u3002<\/li>\n

                                Insider \u4fa7（9 \u6708 25 \u65e5\u65b0\u6784\u5efa）：Beta 26220.9568\u3001Experimental 26340.9577，\u53e6\u6709 Beta(26H1) 28020.3112\u3001Experimental(26H1) 28120.3122\u3002\u5b9e\u9a8c\u901a\u9053\u4eae\u70b9\u662f\u5f00\u59cb\u83dc\u5355\u7684\u624b\u673a\u4f34\u4fa3\u6539\u6210\u53ef\u6eda\u52a8\u4fa7\u680f\u4ee5\u5c55\u793a\u66f4\u591a\u8fd1\u671f\u6d3b\u52a8，\u4ee5\u53ca Quick Settings \u91cc\u76f4\u63a5\u51fa\u73b0\u300c\u80fd\u6e90\u5efa\u8bae\u300d\u3002<\/p>\n

                                \n

                                \u4e5d\u3001\u5176\u4ed6\u7b80\u62a5<\/h3>\n

                                Azure<\/p>\n

                                  \n
                                • Foundry Agent Service \u52a0\u5165\u539f\u751f\u5b9e\u65f6\u8bed\u97f3\u667a\u80fd\u4f53（\u516c\u5f00\u9884\u89c8）\u3002\u5173\u952e\u5728\u300c\u539f\u751f\u300d\u2014\u2014\u4f20\u7edf\u8bed\u97f3\u667a\u80fd\u4f53\u662f\u300c\u8bed\u97f3\u8f6c\u6587\u5b57 \u2192 \u6587\u672c\u6a21\u578b\u63a8\u7406 \u2192 \u6587\u5b57\u8f6c\u8bed\u97f3\u300d\u7684\u4e09\u6bb5\u6d41\u6c34\u7ebf，\u4e2d\u95f4\u7b49\u5f85\u5168\u7b97\u5ef6\u8fdf；\u65b0\u8def\u5f84\u8d70\u8bed\u97f3\u5230\u8bed\u97f3，\u7531\u5b9e\u65f6\u8bed\u97f3\u6a21\u578b\u76f4\u63a5\u5904\u7406\u8bed\u97f3\u8f93\u5165\u5e76\u751f\u6210\u8bed\u97f3\u8f93\u51fa，\u4fdd\u7559\u8bed\u6c14\u3001\u505c\u987f\u4e0e\u4ea4\u6d41\u8282\u594f，\u5e76\u652f\u6301\u6253\u65ad\u4e0e\u8f6e\u6b21\u5224\u65ad\u3002\u5e95\u5ea7\u662f Voice Live API，\u628a\u8bed\u97f3\u8bc6\u522b\u3001\u751f\u6210\u5f0f AI\u3001\u6587\u672c\u8f6c\u8bed\u97f3\u3001\u8f6e\u6b21\u68c0\u6d4b\u3001\u6253\u65ad\u5904\u7406\u6536\u8fdb\u4e00\u4e2a\u7edf\u4e00\u5b9e\u65f6\u63a5\u53e3\u3002\u53ef\u9009\u6a21\u578b\u5305\u62ec GPT Realtime\u3001Azure Realtime \u4e0e\u5fae\u8f6f\u81ea\u5bb6\u7684 MAI \u7cfb\u5217，\u4e5f\u652f\u6301\u81ea\u5e26\u6a21\u578b\u3002\u8986\u76d6 80 \u591a\u79cd\u8bed\u8a00\u3001140 \u591a\u4e2a\u533a\u57df\u8bbe\u7f6e\u3002\u5df2\u6709 Foundry Agent Service \u667a\u80fd\u4f53\u7684\u56e2\u961f，\u5176\u5de5\u5177\u8c03\u7528\u3001\u77e5\u8bc6\u5e93\u3001\u8bb0\u5fc6\u3001\u5185\u5bb9\u5b89\u5168\u9632\u62a4\u4e0e\u4f01\u4e1a\u6570\u636e\u96c6\u6210\u53ef\u7ee7\u7eed\u6cbf\u7528；\u90e8\u7f72\u51fa\u53e3\u5305\u62ec Web \u5e94\u7528\u3001Microsoft Teams\u3001Teams Phone \u4ee5\u53ca Twilio \u7684\u547c\u5165\u547c\u51fa\u7535\u8bdd\u7cfb\u7edf\u3002<\/li>\n
                                • Foundry Routines \u516c\u5f00\u9884\u89c8：Foundry Agent Service \u7684\u539f\u751f\u89e6\u53d1\u5668\u539f\u8bed，\u7528\u6765\u8ba9\u5df2\u53d1\u5e03\u7684\u667a\u80fd\u4f53\u81ea\u52a8\u8fd0\u884c\u3002\u6b64\u524d\u751f\u4ea7\u667a\u80fd\u4f53\u8981\u6309\u8ba1\u5212\u6216\u6309\u4e1a\u52a1\u4e8b\u4ef6\u8dd1，\u5f97\u81ea\u5df1\u62fc Logic Apps\u3001Azure Functions\u3001webhook\u3001\u961f\u5217\u3001\u81ea\u5b9a\u4e49\u5b58\u50a8\u4ee5\u53ca\u5355\u72ec\u7684\u6807\u8bc6\u4e0e\u89d2\u8272\u5206\u914d\u2014\u2014\u667a\u80fd\u4f53\u5728 Foundry \u91cc\u53d7\u6cbb\u7406，\u4f46\u89e6\u53d1\u5c42\u662f\u5ba2\u6237\u81ea\u6709\u57fa\u7840\u8bbe\u65bd，\u6709\u81ea\u5df1\u7684\u914d\u7f6e\u3001\u76d1\u63a7\u4e0e\u6545\u969c\u6a21\u5f0f\u3002Routines \u63d0\u4f9b\u5faa\u73af\u8ba1\u5212\u3001\u4e00\u6b21\u6027\u5ef6\u8fdf\u5b9a\u65f6\u5668\u3001\u4ee5\u53ca\u7ecf\u53d7\u652f\u6301\u8fde\u63a5\u7684\u4e8b\u4ef6\u89e6\u53d1，\u628a\u89e6\u53d1\u3001\u6267\u884c\u4e0e\u53ef\u89c2\u6d4b\u6027\u90fd\u7559\u5728\u53d7\u6cbb\u7406\u7684 Foundry \u5de5\u4f5c\u533a\u5185\u3002\u9884\u89c8\u7248\u4e0d\u8986\u76d6\u751f\u4ea7 SLA\u3002<\/li>\n
                                • \u6258\u7ba1\u667a\u80fd\u4f53\u7684\u51fa\u7ad9\u7f51\u7edc\u7ba1\u63a7\u516c\u5f00\u9884\u89c8：\u5ba2\u6237\u53ef\u7f16\u5199\u6309\u987a\u5e8f\u5339\u914d\u76ee\u6807\u4e3b\u673a\u7684\u89c4\u5219（\u652f\u6301 *.contoso.com \u8fd9\u7c7b FQDN \u901a\u914d），\u52a8\u4f5c\u4e3a\u5141\u8bb8\u3001\u62d2\u7edd\u3001\u8f6c\u6362\u51fa\u7ad9\u8bf7\u6c42\u5934\u6216\u91cd\u5199\u76ee\u6807\u3002\u89c4\u5219\u5b58\u653e\u5728\u667a\u80fd\u4f53\u7684 Responsible AI \u7b56\u7565\u91cc，\u5728 Foundry \u6258\u7ba1\u7684\u6c99\u7bb1\u5185\u3001\u6d41\u91cf\u79bb\u5f00\u8fd0\u884c\u65f6\u4e4b\u524d\u6267\u884c，\u57fa\u7840\u7684\u767d\u540d\u5355\u573a\u666f\u4e0d\u518d\u9700\u8981\u72ec\u7acb\u7f51\u7edc\u8bbe\u5907\u3002\u4e24\u79cd\u6267\u884c\u6a21\u5f0f：audit（\u8bb0\u5f55\u300c\u672c\u4f1a\u62d2\u7edd\u300d\u7684\u51b3\u5b9a\u4f46\u4e0d\u963b\u65ad）\u4e0e enforce（\u76f4\u63a5\u963b\u65ad），\u53ef\u4ee5\u5148\u89c2\u5bdf\u771f\u5b9e\u6d41\u91cf\u518d\u5f00\u542f\u5f3a\u5236\u3002\u6bcf\u6761\u51fa\u7ad9\u51b3\u5b9a\u90fd\u53d1\u5230 Application Insights \u4f9b\u5ba1\u8ba1\u300210 \u6708\u8fd8\u4f1a\u6269\u5c55\u4e0e Azure API Management \u7684\u96c6\u6210，\u9884\u89c8\u652f\u6301\u65b0\u7684 AI Gateway \u5c42\u3002<\/li>\n
                                • \u628a Foundry \u667a\u80fd\u4f53\u53d1\u5e03\u5230 Microsoft 365 Copilot \u4e0e Teams \u6b63\u5f0f\u53ef\u7528：\u6b64\u524d Foundry \u5f00\u53d1\u8005\u6ca1\u6709\u539f\u751f\u8def\u5f84\u628a\u667a\u80fd\u4f53\u6295\u653e\u5230 M365，\u5f97\u53e6\u505a\u90e8\u7f72\u6d41\u6c34\u7ebf\u3001bot \u6ce8\u518c\u4e0e\u5e94\u7528\u6e05\u5355\u3002\u73b0\u5728\u53ef\u4ee5\u76f4\u63a5\u4ece Foundry \u95e8\u6237\u53d1\u5e03，\u7528\u6237\u5728\u672c\u6765\u5c31\u5728\u7528\u7684\u754c\u9762\u91cc\u53d1\u73b0\u5b83，\u540c\u65f6\u667a\u80fd\u4f53\u7ee7\u7eed\u53d7 Entra \u4e0e Agent 365 \u7684\u63a7\u5236\u6cbb\u7406\u3002<\/li>\n
                                • Foundry Insights \u4e0e Agent Optimizer（\u672c\u6708\u5e95 GA）：Insights \u628a\u751f\u4ea7\u73af\u5883\u7684 trace \u53d8\u6210\u53ef\u8bca\u65ad\u7684\u53d1\u73b0（\u9996\u6b21\u626b\u63cf\u5ba1\u67e5\u8fc7\u53bb 7 \u5929\u7684 trace）；Agent Optimizer \u5219\u9488\u5bf9\u6307\u4ee4\u3001\u5de5\u5177\u3001skill \u4e0e\u6a21\u578b\u9009\u62e9\u751f\u6210\u5019\u9009\u6539\u8fdb\u5e76\u8bc4\u4f30，\u4e0a\u7ebf\u524d\u5c31\u544a\u8bc9\u4f60\u54ea\u9879\u6539\u52a8\u771f\u7684\u6709\u6548\u3002\u914d\u5957\u8fd8\u6709\u5f00\u6e90\u7684 run-assert-eval Skill，\u628a\u5fae\u8f6f\u4e09\u4e2a\u5f00\u6e90\u5de5\u5177\u4e32\u6210\u4e00\u6761\u5de5\u4f5c\u6d41\u2014\u2014Clarity \u66b4\u9732\u5f00\u53d1\u8005\u53ef\u80fd\u6f0f\u6389\u7684\u98ce\u9669，ASSERT \u628a\u9700\u6c42\u8f6c\u6210\u53ef\u5ea6\u91cf\u8bc4\u4f30，Agent Control Specification（ACS） \u5728\u667a\u80fd\u4f53\u4e0d\u8fbe\u6807\u5904\u65bd\u52a0\u9488\u5bf9\u6027\u8fd0\u884c\u65f6\u63a7\u5236，\u6700\u540e\u91cd\u8dd1\u8bc4\u4f30\u786e\u8ba4\u6539\u8fdb\u6210\u7acb\u4e14\u6ca1\u6709\u9650\u5236\u6b63\u5e38\u884c\u4e3a\u3002<\/li>\n
                                • Agent \u6cbb\u7406\u8fdb\u7ba1\u7406\u4e2d\u5fc3：Foundry \u667a\u80fd\u4f53\u7684\u542f\u7528\/\u7981\u7528\u52a8\u4f5c\u5df2 GA，\u8fdb\u5165 Microsoft Admin Center \u7684 Agent 365 \u6cbb\u7406\u9762，\u7ba1\u7406\u5458\u65e0\u9700\u5f00\u53d1\u8005\u4ecb\u5165\u5373\u53ef\u63a7\u5236\u667a\u80fd\u4f53\u5728\u7ec4\u7ec7\u5185\u662f\u5426\u53ef\u7528；block \/ unblock \/ delete \/ restore \/ \u91cd\u65b0\u5206\u914d\u6240\u6709\u8005\u7b49\u64cd\u4f5c\u6301\u7eed\u6269\u5c55\u3002\u800c\u4e14\u8fd9\u4e9b\u64cd\u4f5c\u7531 Foundry \u8fd0\u884c\u65f6\u5f3a\u5236\u6267\u884c，\u4e0d\u53ea\u662f\u8bb0\u5728\u76ee\u5f55\u91cc\u3002<\/li>\n
                                • \u6570\u636e\u4e0e\u8ba1\u7b97：Azure Database for PostgreSQL elastic clusters \u652f\u6301 PostgreSQL 18（\u7531 Citus 14.0 \u9a71\u52a8）；Flexible Server \u65b0\u589e\u903b\u8f91\u590d\u5236\u69fd\u540c\u6b65\u72b6\u6001\u6307\u6807 logical_replication_slot_sync_status；\u9762\u5411 SAP \u7684 Mdsv4 \/ Msv4 \u7cfb\u5217\u5185\u5b58\u4f18\u5316 VM \u516c\u5f00\u9884\u89c8（\u7b2c 6 \u4ee3 Intel Xeon \u53ef\u6269\u5c55\u5904\u7406\u5668 + Azure Boost）；Azure Payments HSM v2 \u516c\u5f00\u9884\u89c8（\u5355\u79df\u6237\u652f\u4ed8 HSM，PCI \u573a\u666f）\u3002<\/li>\n
                                • \u5e73\u53f0：Azure Functions \u652f\u6301 PowerShell 7.6 \u6b63\u5f0f\u53ef\u7528；Ephemeral OS Disk \u5168\u7f13\u5b58 GA（VM \u4e0e VMSS）；Playwright Workspaces \u5728\u9009\u5b9a\u533a\u57df GA；App Service \u53ef\u4f5c\u4e3a\u6258\u7ba1\u8fde\u63a5\u5668\u7684\u89e6\u53d1\u76ee\u6807；Azure Virtual Network Manager \u9ed8\u8ba4\u652f\u6301\u6700\u591a 3,000 \u4e2a\u865a\u62df\u7f51\u7edc\u7684\u9ad8\u89c4\u6a21\u7f51\u72b6\u8fde\u63a5；Azure Sphere OS 26.09 GA\u3002<\/li>\n
                                • \u9700\u8981\u6392\u671f\u7684\u9000\u5f79\u4e0e\u53d8\u66f4：Check Inventory API \u5df2\u4e8e 9 \u6708 25 \u65e5\u9000\u5f79，\u96c6\u6210\u8981\u8fc1\u5230\u65b0\u7684 Check Inventory by Resource Type API；SQL Data Sync \u81ea 9 \u6708 9 \u65e5\u8d77\u963b\u6b62\u65b0\u90e8\u7f72，2027 \u5e74 9 \u6708 30 \u65e5\u9000\u5f79；Azure \u9884\u7559\u4ea4\u6362\u5c06\u5728 2027 \u5e74 2 \u6708 1 \u65e5\u8d77\u7ec8\u6b62\u2014\u2014\u5bf9\u8be5\u65e5\u671f\u524d\u8d2d\u4e70\u7684\u65e2\u6709\u9884\u7559\u53ea\u7ed9\u4e00\u6b21\u6700\u7ec8\u4ea4\u6362\u673a\u4f1a（\u8fd9\u6761\u5bf9 FinOps \u4e0e\u627f\u8bfa\u7b56\u7565\u5f71\u54cd\u6700\u5927）；Azure Virtual Desktop classic \u4e8e 2026 \u5e74 9 \u6708 30 \u65e5\u9000\u5f79，\u4e4b\u540e\u8fde\u63a5 classic \u8d44\u6e90\u4f1a\u88ab\u963b\u65ad；Node.js 22 \u5728 Functions \u4e0a\u9000\u5f79\u3002<\/li>\n<\/ul>\n

                                  \u786c\u4ef6 \/ Surface（Snapdragon Summit 2026，Maui）<\/p>\n

                                    \n
                                  • Surface Pro 12 \u82f1\u5bf8（$1,149.99 \u8d77）\u4e0e Surface Laptop 13 \u82f1\u5bf8（$1,199 \u8d77）\u6362\u7528 Snapdragon X2 Plus（6 \u6838）\u3002\u5ba3\u79f0\u76f8\u6bd4\u4e0a\u4ee3：Office \u5de5\u4f5c\u8d1f\u8f7d\u6700\u591a\u5feb 17%\u3001\u7535\u6c60\u6548\u7387\u9ad8 18%\u3001\u56fe\u5f62\u6027\u80fd\u63d0\u5347 60%+\u3001\u672c\u5730 AI \u63a8\u7406\u6700\u9ad8\u5feb 95%（Hexagon NPU 80 TOPS）\u3002<\/li>\n
                                  • Surface Pro 12：\u65e0\u98ce\u6247\u8bbe\u8ba1，500 nit \u7684 25% \u63d0\u4eae PixelSense \u89e6\u5c4f（2196\u00d71464，\u6700\u9ad8 90 Hz），16 \/ 24 GB LPDDR5x，256 \/ 512 GB，\u673a\u8eab 86% \u518d\u751f\u6750\u6599，\u9884\u4f30\u672c\u5730\u89c6\u9891\u64ad\u653e\u7ea6 15.5 \u5c0f\u65f6\u3001\u7f51\u9875\u6d4f\u89c8 13 \u5c0f\u65f6，\u53e6\u6709\u53ef\u9009 5G \u914d\u7f6e，\u65b0\u589e\u9ed1\u8272\u3002<\/li>\n
                                  • Surface Laptop 13：3:2 500 nit \u89e6\u5c4f（1920\u00d71280，60 Hz），\u4e24\u4e2a USB-C（USB 3.2）+ \u4e00\u4e2a USB-A + 3.5 mm，Wi-Fi 7\u3001\u84dd\u7259 5.4，\u5ba3\u79f0\u6700\u9ad8 22.5 \u5c0f\u65f6\u7535\u6c60\u3002<\/li>\n
                                  • Microsoft Ink Canvas \u9884\u88c5\u5728 Pro 12 \u4e0a：\u9762\u5411\u624b\u5199\u7b14\u7684 AI \u4f53\u9a8c，\u53ef\u76f4\u63a5\u5728\u753b\u5e03\u4e0a\u52fe\u753b\u3001\u6279\u6ce8\u3001\u751f\u6210\u56fe\u50cf\u4e0e\u603b\u7ed3\u6587\u672c\u3002<\/li>\n
                                  • Surface Mouse（$799 \u8d77）\u5e26\u89e6\u89c9\u53cd\u9988\u4e0e\u53ef\u81ea\u5b9a\u4e49\u7684 Copilot \u6309\u952e，\u84dd\u7259 6.0 \u53ef\u591a\u8bbe\u5907\u914d\u5bf9，30% \u518d\u751f\u6750\u6599\u3002\u5b89\u5168\u4e0e\u53ef\u7ba1\u7406\u6027\u4ece\u82af\u7247\u5230\u4e91\u5185\u7f6e：Secured-core PC \u9632\u62a4\u3001\u542b TPM 2.0 \u7684 Microsoft Pluton\u3001\u57fa\u4e8e Secure Patina Core \u4e0e Project Mu \u5f00\u6e90\u7ec4\u4ef6\u6784\u5efa\u7684 Surface UEFI（\u7ecf Open Device Partnership \u63d0\u4f9b）\u3002<\/li>\n
                                  • \u4e09\u8005\u5747\u4e8e 10 \u6708 13 \u65e5\u5728\u90e8\u5206\u5e02\u573a\u4e0a\u5e02，\u540c\u65e5\u901a\u8fc7 Surface for Business \u9762\u5411\u5546\u7528\u5ba2\u6237\u3002<\/li>\n<\/ul>\n

                                    \u5f00\u6e90 \/ \u793e\u533a<\/p>\n

                                      \n
                                    • AG-UI .NET SDK \u4ee5 MIT \u8bb8\u53ef\u53d1\u5e03\u5728 NuGet，\u4e0e TypeScript \/ Python SDK \u540c\u5c45\u4e0a\u6e38\u4ed3\u5e93\u3002<\/li>\n
                                    • Aspire Dashboard \u66f4\u65b0\u81f3 13.5.4；Aspire \u5df2\u4ece\u300c.NET Aspire\u300d\u66f4\u540d\u4e3a\u300cAspire\u300d，\u7248\u672c\u4ece 9.x \u8df3\u5230 13，\u5b9a\u4f4d\u4e3a\u591a\u8bed\u8a00\u5e73\u53f0，Python\u3001JavaScript\u3001Next.js\u3001Go\u3001Bun \u5747\u5df2\u4e00\u7b49\u516c\u6c11\u5316，TypeScript AppHost GA，\u5e76\u65b0\u589e aspire do \u53d1\u5e03\u6d41\u6c34\u7ebf\u3001Kubernetes \u90e8\u7f72（\u9884\u89c8）\u4e0e MCP \u670d\u52a1\u5668\u3002<\/li>\n
                                    • run-assert-eval Skill \u5f00\u6e90，\u4e32\u8d77 Clarity \/ ASSERT \/ ACS \u4e09\u4e2a\u5de5\u5177\u3002<\/li>\n<\/ul>\n
                                      \n

                                      \u672c\u5468\u62a5\u57fa\u4e8e\u516c\u5f00\u62a5\u9053\u6574\u7406，\u4ec5\u4f9b\u53c2\u8003\u3002\u8d22\u52a1\/\u80a1\u4ef7\u7c7b\u4fe1\u606f\u5df2\u6309\u5468\u62a5\u53e3\u5f84\u8fc7\u6ee4\u820d\u5f03，\u540c\u4e00\u4e8b\u4ef6\u4e0d\u540c\u6765\u6e90\u7684\u7edf\u8ba1\u53e3\u5f84\u5dee\u5f02\u5df2\u5e76\u5217\u6807\u6ce8\u800c\u975e\u53d6\u5355\u4e00\u6570\u5b57\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

                                      \u672c\u5468\u6982\u89c8
                                      \n\u4e00\u53e5\u8bdd\u6838\u5fc3：9 \u6708 25 \u65e5，\u5fae\u8f6f\u628a Copilot \u4ece\u300c\u5bf9\u8bdd\u52a9\u624b\u300d\u91cd\u6784\u6210\u300c\u5de5\u4f5c\u7684\u65b0\u5165\u53e3\u300d\u2014\u2014Home \/ Code \/ Autopilot \u4e09\u5408\u4e00，\u5e76\u628a Word\u3001Excel\u3001PowerPoint \u76f4\u63a5\u585e\u8fdb Copilot \u5e94\u7528；\u540c\u4e00\u5468，Copilot \u7684\u6a21\u578b\u9009\u62e9\u5668\u4e00\u6b21\u6027\u6269\u5bb9\u4e86 Claude Opus 5.5\u3001GPT-6 Sol\u3001GPT-6 Luna\u3001Grok 4.7 \u56db\u6b3e\u65b0\u6a21\u578b\u3002\u800c\u5728\u5f00\u53d1\u8005\u8fd9\u4e00<\/p>\n","protected":false},"author":2,"featured_media":112821,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[52,55,3070,666,50],"topic":[],"class_list":["post-112824","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-aigc","tag-c","tag-copilot","tag-microsoft","tag-50"],"yoast_head":"\n\u5fae\u8f6f\u6280\u672f\u5468\u62a5 09-21~09-28\uff1a\u65b0\u7248 Copilot Home\/Code\/Autopilot\u3001Copilot \u56db\u6a21\u578b\u6269\u5bb9\u3001C# 15 with(...) \u96c6\u5408\u8868\u8fbe\u5f0f - 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