The Container Tools extension makes it easy to build, manage, and deploy containerized applications from Visual Studio Code. It also provides one-click debugging of Node.js, Python, and .NET inside a ...

Multi-agent orchestration makes workflow more inspectable, with clear handoffs and a QA backstop. Breaking the work into discrete steps makes the output easier to audit and fix. A timestamped handoff ...

Visual Studio Code 1.109 introduces enhancements for providing agents with more skills and context and managing multiple agent sessions in parallel. Microsoft has released Visual Studio Code 1.109, ...

Visual Studio Code 1.109 introduces structured, multi-agent workflows that move AI assistance beyond single-chat interactions. Parallel subagents enable concurrent task execution without consuming the ...

随着 Qwen3-Coder-Next 在今天（2月4日）的开源，企业级 Coding Agent 的落地再次迎来了变量。虽然官方宣传其“每次推理仅激活 3B 参数”，但对于架构师而言，不仅要看推理速度，更要看部署成本——80B 的总参数量意味着至少 48GB 的显存开销，这直接击穿了大多数 ...

Microsoft-owned GitHub continues to embrace OpenAI and Anthropic AI advances. Microsoft-owned GitHub continues to embrace OpenAI and Anthropic AI advances. is a senior correspondent and author of ...

在大模型落地企业级应用时，我们常陷入两难：想要 MoE 架构（如 Step 3.5 Flash）的顶级智商，又惧怕其 196B 参数带来的推理成本黑洞。 本周发布的 Step 3.5 Flash 虽然号称支持 Mac M4 本地部署，但在实际工程化落地中，MoE 架构对内存带宽（Memory Bandwidth）的吞噬能力 ...