GPT-4.1 Prompting Guide | OpenAI Cookbook
The GPT-4.1 family of models represents a significant step forward from GPT-4o in capabilities across coding, instruction following, and long context. In this prompting guide, we collate a series of important prompting tips derived from extensive internal testing to help developers fully leverage the improved abilities of this new model family. Many typical best practices still apply to GPT-4.1, s
Azure OpenAIã§MCPを使ã£ãŸãƒ‡ãƒ¢ã‚¢ãƒ—リを試ã™
Model Context Protocolã«ã¤ã„ã¦ã®Microsoftã®ãƒ–ãƒã‚° ã“ã“ã«MCPã®ãƒ‡ãƒ¢ã‚¢ãƒ—リãŒã‚ã£ãŸã®ã§è©¦ã—ã¦ã¿ã¾ã—ãŸã€‚ Microsoftã®MCPã®ãƒ‡ãƒ¢ Microsoft Copilot プラグイン (MCP) をサãƒãƒ¼ãƒˆã™ã‚‹ Azure OpenAI API ã«æŽ¥ç¶šã™ã‚‹ Chainlit ベースã®ãƒãƒ£ãƒƒãƒˆ インターフェイス。 ã¾ãšã€READMEã«ã“ã†æ›¸ã‹ã‚Œã¦ã„ã¦ã€ã‚“？MCPã£ã¦Microsoft Copilot Pluginã®ç•¥ã§Model Context Protocolã¨ã¯é•ã†ã‚‚ã®ãªã®ï¼Ÿã¨ã„ã†ã‚ˆãã‚ã‹ã‚‰ãªã„æ°—æŒã¡ã«ãªã‚Šã¾ã—ãŸã€‚ ダブルミーニングãªã®ã‹ãªãƒ¼ã¨æ€ã„ã¤ã¤ã€Azure Open AI ã®APIè¨å®š(GPT-4o mini)ã‚’ã—ã¦ã€ã‚¢ãƒ—リを起動ã—ã¾ã—ãŸã€‚ 一応ã€requirements.txtã«ã¯mcpã®ãƒ©ã‚¤ãƒ–ラリãŒå…¥ã£ã¦ã„ã‚‹ã®ã§ã€MCP対応ã—ã¦ã„ãã†ã§ã™ã€‚
OpenAI Agents SDK ã§ã€Œäººé¡žã¯ã‚‚ã†ç”ŸæˆAIã«å‹ã¦ãªã„ã¨ç—›æ„Ÿã—ãŸDeep Researchã®ä½¿ã„æ–¹ã€ã‚’自動化ã—ã¦ã¿ãŸ - Qiita
Deleted articles cannot be recovered. Draft of this article would be also deleted. Are you sure you want to delete this article? ã¯ã˜ã‚ã« @zazen_inu ã•ã‚“ã®è¨˜äº‹ã€Œäººé¡žã¯ã‚‚ã†ç”ŸæˆAIã«å‹ã¦ãªã„ã¨ç—›æ„Ÿã—ãŸDeep Researchã®ä½¿ã„æ–¹ã€ãŒå‡„ã„ã®ã§ OpenAI Agents SDK ã§è‡ªå‹•åŒ–ã—ã¦ã¿ã¾ã—ãŸã€‚ 目的 @zazen_inu ã•ã‚“ã®ãƒ¡ã‚½ãƒƒãƒ‰ã‚’楽ã«å®Ÿè¡Œã—ãŸã„ OpenAI Agents SDK ã§å®Ÿè£…ã—ã¦ã¿ã¦ãƒ•ãƒ¬ãƒ¼ãƒ ワークã®ã‚¯ã‚»ã¨ã‹ä½¿ã„方をç†è§£ã—ãŸã„ 方法 æ„šç›´ã«å®Ÿè£…ã—ã¾ã™ã€‚ 処ç†ãƒ•ãƒãƒ¼ ãã‚Œãžã‚Œã® Agent ã®èƒŒå¾Œã«ã¯ãƒ†ã‚スト生æˆãƒ¢ãƒ‡ãƒ«ãŒã„ã¾ã™ã€‚用途ã«ã‚ˆã£ã¦ãƒ¢ãƒ‡ãƒ«ã®ç¨®é¡žã‚’決ã‚ã¾ã™ã€‚è³¢ã•ã€ã‚¤ãƒ³ã‚¿ãƒ¼ãƒãƒƒãƒˆã®æƒ…å ±ã®èª¿æŸ»èƒ½åŠ›ã€ã‚³ã‚¹ãƒˆãªã©ã‚’æ„è˜ã—ã¾ã™ã€‚
複数㮠MCP サーãƒãƒ¼ã‚’使ã£ãŸ OpenAI Agents SDK コード例
ã™ã§ã«ã”å˜çŸ¥ã®æ–¹ã‚‚多ã„ã‹ã¨æ€ã„ã¾ã™ãŒã€OpenAI ã® Agents SDK ã‹ã‚‰ç›´æŽ¥ Model Context Protocol (MCP) サーãƒãƒ¼ã‚’ツールã¨ã—ã¦åˆ©ç”¨ã§ãるよã†ã«ãªã‚Šã¾ã—ãŸï¼å·¥å¤«æ¬¡ç¬¬ã§ã„ã‚ã„ã‚ã¨å¯èƒ½æ€§ãŒåºƒãŒã‚Šãã†ã§ã™ã。 ã“ã®æ©Ÿèƒ½ã®åŸºæœ¬çš„ãªä½¿ã„方を知るã«ã¯ Agents SDK ã®ãƒ‰ã‚ュメントページ（日本語化ã—ã¾ã—ãŸï¼ï¼‰ ã¨ãƒªãƒã‚¸ãƒˆãƒªå†…ã® examples/mcp/ é…下ãŒå‚考ã«ãªã‚Šã¾ã™ãŒã€å®Ÿéš›ã« MCP サーãƒãƒ¼ã®é€£æºã‚’利用ã™ã‚‹å ´åˆã€è¤‡æ•°ã® MCP サーãƒãƒ¼ã‚’åŒæ™‚ã«åˆ©ç”¨ã™ã‚‹ã“ã¨ãŒå¤šã„ã®ã§ã¯ãªã„ã‹ã¨æ€ã„ã¾ã™ã€‚ã“ã®è¨˜äº‹ã§ã¯ã€ãã®æ–¹æ³•ã«ã¤ã„ã¦è£œè¶³è§£èª¬ã—ãŸã„ã¨æ€ã„ã¾ã™ã€‚ 紹介ã™ã‚‹ã‚³ãƒ¼ãƒ‰ä¾‹ã§ã¯ MCP プãƒã‚¸ã‚§ã‚¯ãƒˆãŒæä¾›ã—ã¦ã„る以下ã®ã‚µãƒ¼ãƒãƒ¼ã‚’利用ã—ã¾ã™ï¼š Filesystem MCP サーãƒãƒ¼ï¼šãƒãƒ¼ã‚«ãƒ«ã®ãƒ•ã‚¡ã‚¤ãƒ«ã‚·ã‚¹ãƒ†ãƒ ã¨ã®ã‚„ã‚Šã¨ã‚ŠãŒå¯èƒ½ Slack MCP サーãƒãƒ¼ï¼šSl
OpenAI 㮠AI エージェント構築用ツール
tl;dr OpenAI ㌠AI エージェント構築用ã®ãƒ„ール群を公開ã—ãŸã‚ˆ ウェブ検索ã€ãƒ•ã‚¡ã‚¤ãƒ«æ¤œç´¢ã€Computer Use を内包ã—㟠Responses API ãŒè¿½åŠ ã•ã‚ŒãŸã‚ˆ ã“ã‚Œã‹ã‚‰ã¯ Chat Completions API ã‚„ Assistants API ã®ä»£ã‚ã‚Šã« Responses API を使ã†ã“ã¨ãŒæŽ¨å¥¨ã•ã‚Œã‚‹ã‚ˆ Tier ã«ã‚ˆã‚‹åˆ¶é™ã¯åŸºæœ¬çš„ã«ã¯ãªã„ã‘ã©ã€Computer Use ã ã‘㯠Tier 3 以上ãŒå¿…é ˆã よ Computer Use 㯠Operator ã¨åŒã˜ CUA モデルを使用ã—ã¦ã„るよ Agents SDK ã¨ã„ㆠOSS ã®è»½é‡ SDK も公開ã•ã‚ŒãŸã‚ˆï¼ˆæ—§ Swarm ã®æ”¹è‰¯ç‰ˆï¼‰ æƒ…å ±æºã¨ãã‚Œãžã‚Œã®ç°¡å˜ãªã¾ã¨ã‚ ä¸€æ¬¡æƒ…å ±ã®ã¿ã‹ã‚‰ã€‚å…¬å¼ã® X ã®ãƒã‚¹ãƒˆãŒã„ã¡ã°ã‚“çŸãã¾ã¨ã¾ã£ã¦ã„ã¾ã™ã€‚ 開発者用㮠AI エージェント構築ツールをリリース Respon
Baseline Microsoft Foundry Chat Reference Architecture - Azure Architecture Center
Enterprise chat applications can empower employees through conversational interactions with AI agents. This capability is increasingly powerful thanks to ongoing advancements in language models, such as OpenAI's GPT models and orchestration SDKs like the Microsoft Agent Framework. These chat applications typically consist of the following components: A chat user interface (UI) that's integrated in
Azure OpenAI アシスタント コード インタープリターを使用ã™ã‚‹æ–¹æ³• - Azure OpenAI
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OpenAIã¨Microsoft Graph Search APIã§M365ã®çµ„織内データを検索ã™ã‚‹RAGアプリを作る
共著者：@maruryupro / @kazuyan 社内ナレッジを検索ã™ã‚‹RAGアプリを作ã‚ã†ã¨ã™ã‚‹å ´åˆã€ã•ã¾ã–ã¾ãªæ–‡çŒ®ã§Azure AI Search(旧称Cognitive Search)を使ã†ã‚±ãƒ¼ã‚¹ã‚’多ãç›®ã«ã—ã¾ã™ã€‚Azure AI Searchã¯éžå¸¸ã«é«˜æ©Ÿèƒ½ã§çµ„織専用ã®æ¤œç´¢ã‚¨ãƒ³ã‚¸ãƒ³ã‚’作るã“ã¨ãŒã§ãる一方ã€ãƒ‡ãƒ¼ã‚¿ã®å‰å‡¦ç†ã‚„インデクサーã®ã‚«ã‚¹ã‚¿ãƒžã‚¤ã‚ºãªã©æ§˜ã€…ãªãƒ†ã‚¯ãƒ‹ãƒƒã‚¯ãŒå¿…è¦ã«ãªã‚Šã€å®Ÿç¾ã—ãŸã„ã“ã¨ã¨ã‚³ã‚¹ãƒˆã®ãƒˆãƒ¬ãƒ¼ãƒ‰ã‚ªãƒ•ãŒç™ºç”Ÿã™ã‚‹ã‚±ãƒ¼ã‚¹ãŒå¤šã„よã†ã«æ„Ÿã˜ã¾ã™ã€‚ ã“ã®è¨˜äº‹ã§ã¯ã€M365テナント内ã®æƒ…å ±ã‚’Web API経由ã§æ¤œç´¢ã§ãる「Microsoft Search Graph APIã€ã‚’使ã£ã¦ã€å°‚用ã®ã‚¤ãƒ³ãƒ‡ãƒƒã‚¯ã‚¹ã‚’作æˆã™ã‚‹å¿…è¦ãªã社内ã®æƒ…å ±ã‚’æ¤œç´¢ã—ã¦OpenAIを通ã—ãŸãƒãƒ£ãƒƒãƒˆå½¢å¼ã§è¿”ç”ã™ã‚‹RAGアプリã®å®Ÿè£…アプãƒãƒ¼ãƒã«ã¤ã„ã¦ç´¹ä»‹ã—ã¾ã™ã€‚ TL;DR サンプルアプリã®ãƒªãƒã‚¸ãƒˆãƒª ã¨ã‚Šã‚ãˆ
GPT-3.5-turbo ã‚’ Fine-tuning ã—㦠GPT-4 相当ã®æ€§èƒ½ã‚’ç²å¾—ã™ã‚‹ - DROBEプãƒãƒ€ã‚¯ãƒˆé–‹ç™ºãƒ–ãƒã‚°
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OpenAI Function callingã§è¤‡é›‘ãªã‚¿ã‚¹ã‚¯ã‚’ç°¡å˜ã«å®Ÿç¾ - Qiita
Function callingã®ç™»å ´ 6/13ã”ã‚ã«OpenAI社ã‹ã‚‰ç™ºè¡¨ã•ã‚ŒãŸæ–°ã—ã„gpt-3.5-turboã®ã‚¤ãƒ³ã‚¹ã‚¿ãƒ³ã‚¹ã«Function callingã¨ã„ã†æ©Ÿèƒ½ãŒè¿½åŠ ã•ã‚Œè©±é¡Œã‚’呼んã§ã„ã¾ã™ã€‚ã“ã®Function callingã€éžå¸¸ã«å¼·åŠ›ãªæ©Ÿèƒ½ãªã®ã§ã™ãŒã€ä»•çµ„ã¿ãŒã„ã¾ã„ã¡ãƒ”ンã¨ã“ãªã„ã¨ã„ã£ãŸæ–¹ã‚‚多ã„ã®ã§ã¯ãªã„ã§ã—ょã†ã‹ã€‚ç†è€…ã‚‚ãã®ä¸€äººã§ã€ãƒ‰ã‚ュメントを3回ãらã„èªã‚“ã§ã‚‚ã—ã£ãã‚Šæ¥ãªã‹ã£ãŸã®ã§ã™ãŒã€å®Ÿéš›ã«Function callingを実装ã—ã¦ã¿ã¦ãªã‚‹ã»ã©ã€ã“ã‚Œã¯å‡„ã„ãªã€ã¨ãªã£ãŸã®ã§ç´¹ä»‹ã—ã¾ã™ã€‚ ã“ã“ã§ã¯ã€å…·ä½“çš„ãªã‚½ãƒ¼ã‚¹ã‚³ãƒ¼ãƒ‰ã‚’紹介ã—ãªãŒã‚‰ã€å®Ÿéš›ã«å‹•ä½œã™ã‚‹ã‚µãƒ³ãƒ—ルを作ã£ã¦ã„ãã¾ã™ã€‚ TL;DR ソースコードã ã‘見られれã°ã„ã„ï¼ã¨ã„ã†æ–¹ã¯ä»¥ä¸‹ã¸ https://github.com/canada/openai-function/blob/master/app.py ソースコードを
Function calling and other API updates
We’re announcing updates including more steerable API models, function calling capabilities, longer context, and lower prices. July 20, 2023 update: We previously communicated to developers that gpt-3.5-turbo-0301, gpt-4-0314 and gpt-4-32k-0314 models were scheduled for sunset on Sept 13, 2023. After reviewing feedback from customers and our community, we are extending support for those models unt
CTOã®è¦–点ã‹ã‚‰è¦‹ãŸAzure OpenAI Serviceã¨OpenAIã®ChatGPT APIã®æ·±å €ã‚Šæ¯”較 - Qiita
Deleted articles cannot be recovered. Draft of this article would be also deleted. Are you sure you want to delete this article? ※ ã“ã®è¨˜äº‹ã®å†…容ã¯å…ˆæ—¥ã®Qiita Nightã§ãŠè©±ã—ã—ãŸã“ã¨ã¨ä¸€éƒ¨é‡è¤‡ã—ã¾ã™ã€‚ Qiita Nightã§ã¯LTã®åˆ¶é™æ™‚é–“(10分)ã«åŽã‚ã‚‹ãŸã‚ã€çµæ§‹ç«¯æŠ˜ã‚Šã¾ã—ãŸã€‚ ã¯ã˜ã‚ã« ChatGPTãŒç™»å ´ã—ã¦ã‹ã‚‰æ•°ãƒ¶æœˆãŒçµŒã¡ã¾ã—ãŸã€‚ ChatGPTã‚’ã¯ã˜ã‚ã¨ã—ãŸGenerative AIã¯å®Œå…¨ã«ç¾åœ¨ã®ITæ¥ç•Œã®ãƒˆãƒ¬ãƒ³ãƒ‰ã¨ãªã£ã¦ã„ã¾ã™ã€‚ 今や多ãã®ä¼æ¥ã§ChatGPT APIをサービスã«çµ„ã¿è¾¼ã‚“ã§é¡§å®¢æ供を開始ã—ãŸã‚Šã€è‡ªç¤¾ã®ç¤¾å†…システムã«çµ„ã¿è¾¼ã‚“ã ã‚Šã¨ç©æ¥µçš„ã«åˆ©ç”¨ã™ã‚‹ã‚ˆã†ã«ãªã‚Šã¾ã—ãŸã€‚ ç§ã‚‚Generative AIãŒç„¡ããªã‚‹ã¨æ¥å‹™ã«æ”¯éšœãŒå‡ºã‚‹
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GitHub - open-responses/open-responses: Self-hosted alternative to OpenAI's Responses API compatible with Agents SDK and works with all model providers (Claude/R1/Qwen/Ollama etc)
Announcing the GPT-4.1 model series for Azure AI Foundry and GitHub developers | Microsoft Azure Blog
https://openai.com/index/gpt-4-1/
OpenAI Platform
Azure OpenAI Service 入門ãƒãƒ³ã‚ºã‚ªãƒ³ãƒ©ãƒœ
Azure OpenAI Service リファレンスアーã‚テクãƒãƒ£ã‹ã‚‰ã¿ã‚‹æœ¬ç•ªã‚·ã‚¹ãƒ†ãƒ レベル㮠LLM アプリã«å¿…è¦ãªæ¤œè¨Žé …ç›®ã®è§£èª¬ / From Azure OpenAI Reference Architecture to Production-Ready LLM Apps #serverlessdays #serverlesstokyo
GitHub - microsoft/chat-copilot
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