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testing-course-samples

Gamitin kapag hiniling na i-validate, subukan, smoke-test, o patakbuhin ang notebook ng kurso at mga halimbawa ng code laban sa isang live na Microsoft Foundry / Azure OpenAI na configuration. Saklaw nito ang pag-setup ng kapaligiran (.env, az login, mga package), ang scripts/validate-notebooks.ps1 runner, ang pagpapakahulugan ng mga resulta na PASS/FAIL, at kung aling mga aralin ang nangangailangan ng karagdagang mga mapagkukunan (Azure AI Search, GitHub MCP, Foundry Local, Playwright).

Testing

microsoft-docs

Mag-query sa opisyal na dokumentasyon ng Microsoft upang hanapin ang mga konsepto, tutorial, at mga halimbawa ng code sa iba't ibang serbisyo tulad ng 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 nilalamang nasa labas ng learn.microsoft.com.

Cloud Platforms

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/local routing, at ang privacy/cost/offline 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, Chr

AI Agents

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.

Developer Tools

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, Fo

Delivery

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/AsyncAzureOpenAI 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 response

Cloud Platforms

microsoft-docs

ค้นหาเอกสารอย่างเป็นทางการของ Microsoft เพื่อค้นหาแนวคิด บทแนะนำ และตัวอย่างโค้ดสำหรับ Azure, .NET, Agent Framework, Aspire, VS Code, GitHub และอื่นๆ ใช้ Microsoft Learn MCP เป็นค่าเริ่มต้น โดยใช้ Context7 และ Aspire MCP สำหรับเนื้อหาที่อยู่นอก learn.microsoft.com.

Cloud Platforms

jupyter-notebook

ใช้เมื่อผู้ใช้ร้องขอให้สร้าง จัดโครงร่าง หรือแก้ไข Jupyter notebooks (`.ipynb`) สำหรับการทดลอง การสำรวจ หรือบทแนะนำ; ควรใช้เทมเพลตที่มาพร้อมและรันสคริปต์ช่วยเหลือ `new_notebook.py` เพื่อสร้างโน้ตบุ๊กเริ่มต้นที่สะอาด

Developer Tools

microsoft-docs

Microsoft యొక్క అధికారిక డాక్యుమెంటేషన్‌ను పరిశీలించి Azure, .NET, Agent Framework, Aspire, VS Code, GitHub మరియు మరెన్నో అంశాలకు సంబంధించిన కాన్సెప్ట్స్, ట్యుటోరియల్స్ మరియు కోడ్ ఉదాహరణలను కనుగొనండి. డిఫాల్ట్‌గా Microsoft Learn MCP ను ఉపయోగిస్తుంది, learn.microsoft.com వెలుపల ఉన్న కంటెంట్ కోసం Context7 మరియు Aspire MCP ను ఉపయోగిస్తుంది.

Cloud Platforms

jupyter-notebook

వినియోగదారు ప్రయోగాలు, అన్వేషణలు లేదా పాఠ్యాల కోసం Jupyter నోట్‌బుక్స్ (`.ipynb`) సృష్టించమని, ఆధార నిర్మాణం (scaffold) చేయమని లేదా సవరిచమని అడిగినప్పుడు ఉపయోగించండి; బండిల్ చేయబడ్డ టెంప్లేట్లను ప్రాధాన్యంగా ఉపయోగించి సహాయక స్క్రిప్ట్ `new_notebook.py` ని నడపండి ఒక శుభ్రమైన ప్రారంభ నోట్‌బుక్ రూపొందించడానికి.

Developer Tools

microsoft-docs

Azure, .NET, Agent Framework, Aspire, VS Code, GitHub மற்றும் மேலும் பலவற்றை சார்ந்த கருத்துகள், பயிற்சிகள் மற்றும் குறியீட்டு எடுத்துக்காட்டுகளை கண்டறிய அதிகாரப்பூர்வ Microsoft ஆவணங்களை விசாரணை செய்க. இயல்புநிலையாக Microsoft Learn MCP-ஐ பயன்படுத்துகிறது; learn.microsoft.com-க்கு வெளியிலுள்ள உள்ளடக்கத்திற்காக Context7 மற்றும் Aspire MCP-ஐப் பயன்படுத்துகிறது.

Cloud Platforms

jupyter-notebook

பயனர் பரிசோதனைகள், ஆராய்ச்சிகள் அல்லது பயிற்சிகளுக்காக Jupyter நோட்புக்க்களை (`.ipynb`) உருவாக்க, முதற்கட்ட அமைப்பை உருவாக்க அல்லது தொகுத்து திருத்த கேட்டால் இதைப் பயன்படுத்தவும்; இணைக்கப்பட்ட வார்ப்புருக்களை முன்னுரிமை வையவும் மற்றும் சுத்தமான தொடக்க நோட்புக் உருவாக்க உதவும் உதவி ஸ்கிரிப்ட் `new_notebook.py`-ஐ இயக்கவும்.

Developer Tools

testing-course-samples

Tumia wakati unapoombwa kuthibitisha, kujaribu, kufanya mtihani wa haraka, au kuendesha daftari la kozi na mifano ya msimbo dhidi ya usanidi hai wa Microsoft Foundry / Azure OpenAI. Inajumuisha usanidi wa mazingira (.env, az login, vifurushi), mchezaji wa scripts/validate-notebooks.ps1, kutafsiri matokeo ya PASS/FAIL, na ni masomo yapi yanayohitaji rasilimali za ziada (Azure AI Search, GitHub MCP, Foundry Local, Playwright).

Testing

microsoft-docs

Fanya uchunguzi kwenye nyaraka rasmi za Microsoft ili upate dhana, mafunzo, na mifano ya msimbo katika Azure, .NET, Agent Framework, Aspire, VS Code, GitHub, na zaidi. Inatumia Microsoft Learn MCP kama chaguo-msingi, na Context7 na Aspire MCP kwa maudhui yanayopatikana nje ya learn.microsoft.com.

Cloud Platforms

jupyter-notebook

Tumia wakati mtumiaji anapoomba kuunda, kupanga muundo (scaffold), au kuhariri daftari za Jupyter (`.ipynb`) kwa majaribio, uchunguzi, au mafunzo; pendelea violezo vinavyokuja pamoja na uendeshe skripti ya msaidizi `new_notebook.py` ili kuunda daftari safi la kuanzia.

Developer Tools

microsoft-docs

Fråga den officiella Microsoft-dokumentationen för att hitta koncept, handledningar och kodexempel inom Azure, .NET, Agent Framework, Aspire, VS Code, GitHub och mer. Använder Microsoft Learn MCP som standard, med Context7 och Aspire MCP för innehåll som finns utanför learn.microsoft.com.

Cloud Platforms

jupyter-notebook

Använd när användaren ber om att skapa, strukturera eller redigera Jupyter-notebooks (`.ipynb`) för experiment, utforskningar eller handledningar; använd helst de medföljande mallarna och kör hjälpskriptet `new_notebook.py` för att generera en ren startanteckningsbok.

Developer Tools

microsoft-docs

Претражите званичну Microsoft документацију да бисте пронашли концепте, туторијале и примере кода за Azure, .NET, Agent Framework, Aspire, VS Code, GitHub и још. Користи Microsoft Learn MCP као подразумевани, а за садржај који се налази ван learn.microsoft.com користи Context7 и Aspire MCP.

Cloud Platforms

jupyter-notebook

Користити када корисник затражи да се креира, структурира или уреди Jupyter бележнице (`.ipynb`) за експерименте, истраживања или туторијале; преферирати приложене шаблоне и покренути помоћни скрипт `new_notebook.py` да би се генерисао чист почетни бележник.

Developer Tools

microsoft-docs

Poizvedujte v uradni Microsoftovi dokumentaciji, da poiščete koncepte, vodiče in primere kode za Azure, .NET, Agent Framework, Aspire, VS Code, GitHub in še več. Privzeto uporablja Microsoft Learn MCP, za vsebino, ki se nahaja zunaj learn.microsoft.com, pa Context7 in Aspire MCP.

Cloud Platforms

jupyter-notebook

Uporabite, ko uporabnik prosi za ustvarjanje, pripravo ogrodja ali urejanje Jupyterjevih zvezkov (`.ipynb`) za poskuse, raziskovanja ali vadnice; prednost dajte priloženim predlogam in za ustvarjanje čistega začetnega zvezka zaženite pripomočni skript `new_notebook.py`.

Developer Tools

testing-course-samples

Použite, keď sa vyžaduje overenie, testovanie, rýchle testovanie alebo spustenie poznámkového bloku kurzu a ukážok kódu proti živej konfigurácii Microsoft Foundry / Azure OpenAI. Pokrýva nastavenie prostredia (.env, az login, balíky), skript runner scripts/validate-notebooks.ps1, interpretáciu výsledkov PASS/FAIL a ktoré lekcie potrebujú ďalšie zdroje (Azure AI Search, GitHub MCP, Foundry Local, Playwright).

Testing

microsoft-docs

Prehľadávajte oficiálnu dokumentáciu Microsoftu, aby ste našli koncepty, návody a ukážky kódu naprieč Azure, .NET, Agent Framework, Aspire, VS Code, GitHub a ďalšími. Používa Microsoft Learn MCP ako predvolený zdroj, spolu s Context7 a Aspire MCP pre obsah, ktorý sa nachádza mimo learn.microsoft.com.

Cloud Platforms

jupyter-notebook

Použite, keď používateľ požiada o vytvorenie, vygenerovanie kostry alebo úpravu Jupyter notebookov (`.ipynb`) pre experimenty, prieskumy alebo tutoriály; uprednostnite zabudované šablóny a spustite pomocný skript `new_notebook.py` na vygenerovanie čistého východiskového notebooku.

Developer Tools

Newest skills

Newest skills