Hello.Last time, I combined Python and Ollama to create a local AI that performs web searches only when necessary.It is a ...
This tutorial guides you through deploying a FastAPI-based chatbot application integrated with the Phi-4 sidecar extension on Azure App Service. By following the steps, you'll learn how to set up a ...
An open-source, local-first workspace for DeepSeek V4, GLM 5.3 Flash, Laguna S 2.1 and Qwen: private chat, coding and knowledge-work agents, document research, visual design, images and MiniMax H3 ...
This article shows you how to manage sessions for hosted agents in Foundry Agent Service. A session is a stateful, isolated sandbox tied to a single logical workload ...
Job Market Intelligence Platform (JMIP) is a local, configuration-driven system for collecting job postings from public applicant-tracking-system (ATS) feeds, preserving source evidence, producing ...
Bounds are recomputed for the current request. Plans are qualified for I2V, 320×192, 61 frames, 24 fps, 35 denoising steps, CFG 6, flow shift 3. Other tasks/resolutions require new budget ...
多进程方案的优势在于：每个子进程有独立的地址空间和Python解释器实例，互不干扰，一个进程崩了不会拖垮整个服务；同时能真正利用多核CPU。对于HTTP服务器这种"每个请求相对独立、状态少"的场景，多进程是非常自然的选择。
本地接口能稳定返回类型化答案；noul、choice、score都有契约断言；多问题和单问题请求的关键结论能对照；候选项换序不会导致结果莫名翻转；30～50条人工样本能算出自己的概率质量；模型、问题文案或温度… ...
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