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Saklaw nito ang pag-setup ng kapaligiran (.env, az login, mga package), ang scripts\u002Fvalidate-notebooks.ps1 runner, ang pagpapakahulugan ng mga resulta na PASS\u002FFAIL, at kung aling mga aralin ang nangangailangan ng karagdagang mga mapagkukunan (Azure AI Search, GitHub MCP, Foundry Local, Playwright).","microsoft\u002Fai-agents-for-beginners","01M6998ZK2275KMJE6Y5SEA2X2",79423,"MIT","https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fai-agents-for-beginners\u002Fblob\u002Fmain\u002Ftranslations\u002Ftl\u002F.agents\u002Fskills\u002Ftesting-course-samples\u002FSKILL.md",[208,211,214],{"categoryNo":209,"categoryName":210,"taxonomyType":58,"taxonomyTypeDesc":59},"01JBSEEDCAT000000000000008","测试与质量",{"categoryNo":212,"categoryName":213,"taxonomyType":58,"taxonomyTypeDesc":59},"01JBSEEDCAT000000000000023","Skill与智能体开发",{"categoryNo":215,"categoryName":216,"taxonomyType":11,"taxonomyTypeDesc":12},"01JBSEEDCAT000000000000039","教师与教育",[218,219,220,221,222,155,223,224,104,225,226,227,228],"testing","testing course samples","azure ai","setup","MCP","playwright","test","foundry","foundry local","microsoft foundry","validate","2026-11-10 10:12:30",{"skillNo":231,"name":232,"nameZh":18,"description":233,"descriptionZh":18,"repositoryFullName":202,"ownerLogin":104,"ownerAvatarUrl":106,"ownerAccountNo":103,"ownerDisplayName":105,"repositoryNo":203,"starsCount":204,"licenseSpdxId":205,"licenseFileUrl":18,"sourceHtmlUrl":234,"categories":235,"keywords":237,"publishedAt":229},"01M699YBEG0GM76XRM86VKT8P0","microsoft-docs","Magsagawa ng pagsasaliksik sa opisyal na dokumentasyon ng Microsoft upang makahanap ng mga konsepto, tutorial, at mga halimbawa ng code sa Azure, .NET, Agent Framework, Aspire, VS Code, GitHub, at iba pa. Ginagamit ang Microsoft Learn MCP bilang default, kasama ang Context7 at Aspire MCP para sa mga nilalamang nasa labas ng learn.microsoft.com.","https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fai-agents-for-beginners\u002Fblob\u002Fmain\u002Ftranslations\u002Ftl\u002F.agents\u002Fskills\u002Fmicrosoft-docs\u002FSKILL.md",[236],{"categoryNo":212,"categoryName":213,"taxonomyType":58,"taxonomyTypeDesc":59},[238,104,239,222,155,240],"docs","microsoft docs","agent framework",{"skillNo":242,"name":243,"nameZh":18,"description":244,"descriptionZh":18,"repositoryFullName":202,"ownerLogin":104,"ownerAvatarUrl":106,"ownerAccountNo":103,"ownerDisplayName":105,"repositoryNo":203,"starsCount":204,"licenseSpdxId":205,"licenseFileUrl":18,"sourceHtmlUrl":245,"categories":246,"keywords":251,"publishedAt":229},"01M699Y8T8D2AHNRBZ4RWETX32","local-ai-agents","Bumuo ng mga local-first AI agents na tumatakbo nang buong-buo sa isang developer workstation gamit ang Microsoft Foundry Local at Qwen function-calling models. Saklaw nito ang Small Language Models (SLMs), ang OpenAI-compatible na lokal na endpoint, sandboxed local tools, lokal na RAG gamit ang Chroma, lokal na MCP servers, hybrid cloud\u002Flocal routing, at ang privacy\u002Fcost\u002Foffline trade-offs. Batay sa Lesson 17 ng AI Agents for Beginners. GAMITIN PARA SA: pagpapatakbo ng agent nang lokal, offline agent, on-device agent, Foundry Local, Qwen function calling, local tool calling, lokal na RAG, Chroma vector database, lokal na MCP server, privacy-preserving agent, hybrid local at cloud agent, small language model agent, engineering assistant sa aking makina. HUWAG GAMITIN PARA SA: pag-deploy ng mga agents sa cloud nang malakihan (gamitin ang deploying-scalable-agents \u002F Lesson 16), paggawa ng iyong unang agent concept (Lesson 01), Foundry (cloud) hosted agents, GPU cluster \u002F server-side inference provisioning.","https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fai-agents-for-beginners\u002Fblob\u002Fmain\u002Ftranslations\u002Ftl\u002F.agents\u002Fskills\u002Flocal-ai-agents\u002FSKILL.md",[247,250],{"categoryNo":248,"categoryName":249,"taxonomyType":58,"taxonomyTypeDesc":59},"01JBSEEDCAT000000000000010","后端与接口",{"categoryNo":212,"categoryName":213,"taxonomyType":58,"taxonomyTypeDesc":59},[252,253,254,226,225,104,255,256,222,227,257],"ai agents","local ai agents","mcp server","inference","assistant","deploy",{"skillNo":259,"name":260,"nameZh":18,"description":261,"descriptionZh":18,"repositoryFullName":202,"ownerLogin":104,"ownerAvatarUrl":106,"ownerAccountNo":103,"ownerDisplayName":105,"repositoryNo":203,"starsCount":204,"licenseSpdxId":205,"licenseFileUrl":18,"sourceHtmlUrl":262,"categories":263,"keywords":264,"publishedAt":229},"01M699Y6CK2W05XWHG7EGG4HWE","jupyter-notebook","Gamitin kapag humihiling ang gumagamit na gumawa, mag-scaffold, o mag-edit ng mga Jupyter notebook (`.ipynb`) para sa mga eksperimento, eksplorasyon, o tutorial; mas piliin ang mga naka-bundle na template at patakbuhin ang helper script na `new_notebook.py` upang makabuo ng malinis na panimulang notebook.","https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fai-agents-for-beginners\u002Fblob\u002Fmain\u002Ftranslations\u002Ftl\u002F.agents\u002Fskills\u002Fjupyter-notebook\u002FSKILL.md",[],[265,266],"jupyter notebook","scaffold",{"skillNo":268,"name":269,"nameZh":18,"description":270,"descriptionZh":18,"repositoryFullName":202,"ownerLogin":104,"ownerAvatarUrl":106,"ownerAccountNo":103,"ownerDisplayName":105,"repositoryNo":203,"starsCount":204,"licenseSpdxId":205,"licenseFileUrl":18,"sourceHtmlUrl":271,"categories":272,"keywords":278,"publishedAt":229},"01M699Y3Y22FPJA1JF71SVAQGJ","deploying-scalable-agents","Dalhin ang isang gumaganang prototype ng agent sa isang scalable, observable na production deployment sa Microsoft Foundry. Saklaw nito ang mga deployment pattern (client-hosted, hosted agents, agent workflows), ang lifecycle ng agent, model routing, response caching, evaluation gates, human-in-the-loop approval, observability gamit ang OpenTelemetry, cost optimisation, at smoke-testing ng mga deployed na agent gamit ang AI Smoke Test action. Batay sa Lesson 16 ng AI Agents for Beginners. GAMITIN PARA SA: pag-deploy ng agent sa production, pag-scale ng agent, Microsoft Foundry hosted agent, Foundry Agent Service, model routing, response caching, evaluation gate, release gate, human approval workflow, agent observability, agent tracing, agent cost optimisation, smoke test ng hosted agent, production customer support agent. HUWAG GAMITIN PARA SA: pagbuo ng iyong unang agent (simulan sa Lesson 01), pagpapatakbo ng mga agent nang lokal sa device (gamitin ang local-ai-agents \u002F Lesson 17), Azure infrastructure provisioning na hindi kaugnay sa mga agent, mga deployment target na hindi sa Foundry.","https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fai-agents-for-beginners\u002Fblob\u002Fmain\u002Ftranslations\u002Ftl\u002F.agents\u002Fskills\u002Fdeploying-scalable-agents\u002FSKILL.md",[273,274,277],{"categoryNo":209,"categoryName":210,"taxonomyType":58,"taxonomyTypeDesc":59},{"categoryNo":275,"categoryName":276,"taxonomyType":58,"taxonomyTypeDesc":59},"01JBSEEDCAT000000000000011","运维与部署",{"categoryNo":212,"categoryName":213,"taxonomyType":58,"taxonomyTypeDesc":59},[279,257,280,218,225,104,224,281,282,283,284,252,227],"deploying scalable agents","workflows","support","customer","workflow","prototype",{"skillNo":286,"name":287,"nameZh":18,"description":288,"descriptionZh":18,"repositoryFullName":202,"ownerLogin":104,"ownerAvatarUrl":106,"ownerAccountNo":103,"ownerDisplayName":105,"repositoryNo":203,"starsCount":204,"licenseSpdxId":205,"licenseFileUrl":18,"sourceHtmlUrl":289,"categories":290,"keywords":292,"publishedAt":229},"01M699Y16QF36WCJYNYP3BT113","azure-openai-to-responses","Ilipat ang mga Python app mula sa Azure OpenAI Chat Completions papuntang Responses API. Saklaw nito ang pag-migrate ng AzureOpenAI\u002FAsyncAzureOpenAI client sa v1 endpoint, streaming, tools, structured output, multi-turn, EntraID auth, at mga pagsusuri sa compatibility ng modelo. Nakatuon sa Python, para sa Azure OpenAI. GAMITIN PARA SA: pag-migrate sa responses API, paglipat mula sa chat completions, openai responses, pag-upgrade ng openai SDK, migration sa responses API, paglipat mula completions sa responses, gpt-5 migration, azure openai python migration, chat completions papuntang responses, AzureOpenAI papuntang OpenAI client, python azure openai upgrade. 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ควรใช้เทมเพลตที่มาพร้อมและรันสคริปต์ช่วยเหลือ `new_notebook.py` เพื่อสร้างโน้ตบุ๊กเริ่มต้นที่สะอาด","https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fai-agents-for-beginners\u002Fblob\u002Fmain\u002Ftranslations\u002Fth\u002F.agents\u002Fskills\u002Fjupyter-notebook\u002FSKILL.md",[],[265],{"skillNo":328,"name":269,"nameZh":18,"description":18,"descriptionZh":18,"repositoryFullName":202,"ownerLogin":104,"ownerAvatarUrl":106,"ownerAccountNo":103,"ownerDisplayName":105,"repositoryNo":203,"starsCount":204,"licenseSpdxId":205,"licenseFileUrl":18,"sourceHtmlUrl":329,"categories":330,"keywords":331,"publishedAt":229},"01M699XMQ2P9BYS4TMZKFM1AXZ","https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fai-agents-for-beginners\u002Fblob\u002Fmain\u002Ftranslations\u002Fth\u002F.agents\u002Fskills\u002Fdeploying-scalable-agents\u002FSKILL.md",[],[279],{"skillNo":333,"name":287,"nameZh":18,"description":18,"descriptionZh":18,"repositoryFullName":202,"ownerLogin":104,"ownerAvatarUrl":106,"ownerAccountNo":103,"ownerDisplayName":105,"repositoryNo":203,"starsCount":204,"licenseSpdxId":205,"licenseFileUrl":18,"sourceHtmlUrl":334,"categories":335,"keywords":336,"publishedAt":229},"01M699XJ5Y3B2S6KTXS02M3XWD","https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fai-agents-for-beginners\u002Fblob\u002Fmain\u002Ftranslations\u002Fth\u002F.agents\u002Fskills\u002Fazure-openai-to-responses\u002FSKILL.md",[],[293],{"skillNo":338,"name":200,"nameZh":18,"description":18,"descriptionZh":18,"repositoryFullName":202,"ownerLogin":104,"ownerAvatarUrl":106,"ownerAccountNo":103,"ownerDisplayName":105,"repositoryNo":203,"starsCount":204,"licenseSpdxId":205,"licenseFileUrl":18,"sourceHtmlUrl":339,"categories":340,"keywords":343,"publishedAt":229},"01M699XFYME9RMMNJXDMZVRJPJ","https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fai-agents-for-beginners\u002Fblob\u002Fmain\u002Ftranslations\u002Fte\u002F.agents\u002Fskills\u002Ftesting-course-samples\u002FSKILL.md",[341,342],{"categoryNo":209,"categoryName":210,"taxonomyType":58,"taxonomyTypeDesc":59},{"categoryNo":215,"categoryName":216,"taxonomyType":11,"taxonomyTypeDesc":12},[218,219],{"skillNo":345,"name":232,"nameZh":18,"description":18,"descriptionZh":18,"repositoryFullName":202,"ownerLogin":104,"ownerAvatarUrl":106,"ownerAccountNo":103,"ownerDisplayName":105,"repositoryNo":203,"starsCount":204,"licenseSpdxId":205,"licenseFileUrl":18,"sourceHtmlUrl":346,"categories":347,"keywords":349,"publishedAt":229},"01M699XDPYHWFXG1D0NKG2M83P","https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fai-agents-for-beginners\u002Fblob\u002Fmain\u002Ftranslations\u002Fte\u002F.agents\u002Fskills\u002Fmicrosoft-docs\u002FSKILL.md",[348],{"categoryNo":212,"categoryName":213,"taxonomyType":58,"taxonomyTypeDesc":59},[238,104,239],{"skillNo":351,"name":243,"nameZh":18,"description":18,"descriptionZh":18,"repositoryFullName":202,"ownerLogin":104,"ownerAvatarUrl":106,"ownerAccountNo":103,"ownerDisplayName":105,"repositoryNo":203,"starsCount":204,"licenseSpdxId":205,"licenseFileUrl":18,"sourceHtmlUrl":352,"categories":353,"keywords":354,"publishedAt":229},"01M699XBGJ3EXMQW3E3CCR59TG","https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fai-agents-for-beginners\u002Fblob\u002Fmain\u002Ftranslations\u002Fte\u002F.agents\u002Fskills\u002Flocal-ai-agents\u002FSKILL.md",[],[252,253],{"skillNo":356,"name":260,"nameZh":18,"description":357,"descriptionZh":18,"repositoryFullName":202,"ownerLogin":104,"ownerAvatarUrl":106,"ownerAccountNo":103,"ownerDisplayName":105,"repositoryNo":203,"starsCount":204,"licenseSpdxId":205,"licenseFileUrl":18,"sourceHtmlUrl":358,"categories":359,"keywords":360,"publishedAt":229},"01M699X92H57KYME8HM3ZY7NG3","వినియోగదారు ప్రయోగాలు, అన్వేషణలు లేదా పాఠ్యాల కోసం Jupyter నోట్‌బుక్స్ (`.ipynb`) సృష్టించమని, ఆధార నిర్మాణం (scaffold) చేయమని లేదా సవరిచమని అడిగినప్పుడు ఉపయోగించండి; 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