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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
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This guide can also be used for GPT-5.1-Codex and GPT-5.1-Codex-Mini, we recommend to keep the same prompts and harness for GPT-5.1-Codex and GPT-5.1-Codex-Mini as GPT-5-Codex Important details about GPT-5-Codex and this guide: This model is not a drop-in replacement for GPT-5, as it requires significantly different prompting. This model is only supported with the Responses API and does not suppor
Anoop Kotha(OpenAI), Julian Lee(OpenAI), Eric Zakariasson, et al. GPT-5, our newest flagship model, represents a substantial leap forward in agentic task performance, coding, raw intelligence, and steerability. While we trust it will perform excellently “out of the box” across a wide range of domains, in this guide we’ll cover prompting tips to maximize the quality of model outputs, derived from o
GitHub - openai/openai-cookbook: Examples and guides for using the OpenAI API
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一部のおじさんは新しいものが出てきた時にいったん拒否してしまう岡智也氏：それでは、「アンチCDKだったわたしが『CDK、できる……』と思ったところ」ということで、岡からプレゼンします。 岡と申します。今日は、個人として参加しており、私が話したことや資料の内容は、所属する組織とはなんら関係ありませんので、あらかじめご了承いただければと思います。 まず、「アンチのくせにCDKカンファレンスにお前は何をしにきたんや」というところなんですけれども。やはり歳を取ってくると、新しいものが出てきた時に、おっちゃんは拒否したくなっちゃうんですよね。 あれこれ理由をつけて、まずは否定から入るみたいなところありますよね。例えば「CDK？」「もうCloudFormationとか、Terraformとかあるし、なんでそんなの使わなあかんの？」とかですね。 あと「え？ TypeScriptやPythonでコード書く
筆者がネタに苦しんでいるうちに、マイクロソフトがAzureにChatGPTを含むOpenAIのサービスを採用すると発表したり、ChatGPT Professionalのウェイトリストが用意されたりと、世の情勢は活発にうごいていますね（かわさき）。 OpenAI Cookbook OpenAIは「OpenAI Cookbook」と呼ばれるリポジトリをGitHubで公開しています。これは、OpenAIが提供するAPIを使って何らかのタスクを行うためのサンプルコードやガイドを示したものです。今回はそのうちのGPT 3に関連する内容を幾つか紹介しましょう。ただし、OpenAI Cookbookで紹介されているノウハウはChatGPTに特化して書かれているわけではないことには注意してください。
OpenAI公式のサンプルコード集「openai-cookbook」のコードを試してみた | DevelopersIO
openai-cookbookのサンプルコードを実行してみました。openai-cookbookはOpenAI の公式リポジトリの一つで OpenAI API で一般的なタスクを実行するためのガイド＋サンプル コード集です！ お疲れさまです。とーちです。 連日、ChatGPT 関連のニュースで盛り上がってますね。 私も OpenAI の API を使ってなにか作ってみたいと思っていたところ、社内からの情報で、 openai-cookbookという git リポジトリがあることを知ったので試してみました。 上記のリポジトリは OpenAI の公式リポジトリの一つで OpenAI API で一般的なタスクを実行するためのガイド＋サンプル コード集となっています。 Guides & examples を読んでみる リポジトリのトップページのGuides & examplesから読み進めていくこと
openai-cookbook/examples/How_to_call_functions_with_chat_models.ipynb at main · openai/openai-cookbook
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Think of prompting like briefing a cinematographer who has never seen your storyboard. If you leave out details, they’ll improvise – and you may not get what you envisioned. By being specific about what the “shot” should achieve, you give the model more control and consistency to work with. But leaving some details open can be just as powerful. Giving the model more creative freedom can lead to su
openai-cookbook/examples/Question_answering_using_embeddings.ipynb at main · openai/openai-cookbook
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langchain/cookbook at master · langchain-ai/langchain
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openai-cookbook/techniques_to_improve_reliability.md at main · openai/openai-cookbook
Techniques to improve reliability When GPT-3 fails on a task, what should you do? Search for a better prompt that elicits more reliable answers? Invest in thousands of examples to fine-tune a custom model? Assume the model is incapable of the task, and move on? There is no simple answer - it depends. However, if your task involves logical reasoning or complexity, consider trying the techniques in
openai-cookbook/examples/gpt-5/gpt-5_prompting_guide.ipynb at main · openai/openai-cookbook
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GitHub - zigcc/zig-cookbook: Simple Zig programs that demonstrate good practices to accomplish common programming tasks.
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Using PLANS.md for multi-hour problem solving | OpenAI Cookbook
Oct 7, 2025Using PLANS.md for multi-hour problem solving Codex and the gpt-5.2-codex model (recommended) can be used to implement complex tasks that take significant time to research, design, and implement. The approach described here is one way to prompt the model to implement these tasks and to steer it towards successful completion of a project. These plans are thorough design documents, and "l
How to run gpt-oss locally with Ollama | OpenAI Cookbook
Want to get OpenAI gpt-oss running on your own hardware? This guide will walk you through how to use Ollama to set up gpt-oss-20b or gpt-oss-120b locally, to chat with it offline, use it through an API, and even connect it to the Agents SDK. Note that this guide is meant for consumer hardware, like running a model on a PC or Mac. For server applications with dedicated GPUs like NVIDIA’s H100s, che
Fine-tuning with gpt-oss and Hugging Face Transformers | OpenAI Cookbook
Aug 5, 2025Fine-tuning with gpt-oss and Hugging Face Transformers Authored by: Edward Beeching, Quentin Gallouédec, and Lewis Tunstall Large reasoning models like OpenAI o3 generate a chain-of-thought to improve the accuracy and quality of their responses. However, most of these models reason in English, even when a question is asked in another language. In this notebook, we show how OpenAI's open
Self-supervised learning, dubbed the dark matter of intelligence, is a promising path to advance machine learning. Yet, much like cooking, training SSL methods is a delicate art with a high barrier to entry. While many components are familiar, successfully training a SSL method involves a dizzying set of choices from the pretext tasks to training hyper-parameters. Our goal is to lower the barrier
llama-cookbook/recipes/quickstart/NotebookLlama at main · meta-llama/llama-cookbook
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We have continued our compatible by design approach from Windows 10 to Windows 11, through our multiple efforts across validation, discovery and partner outreach. Based on these efforts, we have a positive signal of the continued compatibility with Windows 11, to the same standard as Windows 10. For cases where changes may cause a compatibility issues, the App Assure program provides the necessary
GitHub - anthropics/anthropic-cookbook: A collection of notebooks/recipes showcasing some fun and effective ways of using Claude.
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openai-cookbook を VS Code から WSL 内の Ubuntu で実行できるようにしてみた | DevelopersIO
Open AI API の使用例と使い方のガイドが openai-cookbook として GitHub で公開されています。 中身は Jupyter Notebook 集となっており、今回はこれを VS Code をガワにして WSL 内の Ubuntu で実行してみたいと思います。 環境 この記事を執筆するにあたり私が試したのは以下の環境とバージョンになります。 Windows 11 22H2 WSL バージョン: 1.1.3.0 (WSL2) VS Code 1.76.2 Ubuntu 22.04.2 LTS Python 3.10.6 事前準備 WSL WSL環境のセットアップについては省略します。公式ドキュメントを参照してください。 https://learn.microsoft.com/ja-jp/windows/wsl/install VS Code Windows 上の V
Orchestrating Agents: Routines and Handoffs | OpenAI Cookbook
Oct 10, 2024Orchestrating Agents: Routines and Handoffs When working with language models, quite often all you need for solid performance is a good prompt and the right tools. However, when dealing with many unique flows, things may get hairy. This cookbook will walk through one way to tackle this. We'll introduce the notion of routines and handoffs, then walk through the implementation and show h
Custom LLM as a Judge to Detect Hallucinations with Braintrust | OpenAI Cookbook
Oct 14, 2024Custom LLM as a Judge to Detect Hallucinations with Braintrust Let's say you're working on a customer service bot and trying to evaluate the quality of its responses. Consider a question like "What is your return policy?" If the correct answer is "You can return items within 30 days of purchase," but your bot generates "You can return items within 30 days," how would you evaluate wheth
資料内に記載のリンク Anthropic Cookbook https://github.com/anthropics/anthropic-cookbook Context Window のお話 https://speakerdeck.com/schroneko/context-wind…
GitHub - google-gemini/cookbook: Examples and guides for using the Gemini API
Here are the recent additions and updates to the Gemini API and the Cookbook: Inference tiers: Learn how to use the Priority and Flex tiers in the Inference tiers guide to help you balance speed, cost, and reliability. 🎶 Lyria 3: Convert your ideas into songs with full control over the music structure and more! 🍌 Nano-Banana 2 & Pro: Use Gemini's native image generation capabilities to edit imag
OpenAI Cookbook
Open-weight models are freely available base models that you can fine-tune or run locally.
Incremental models are one of the most powerful features of dbt. Let’s review common patterns for implementing incrementals. OverviewIncremental models are a dbt feature that allows us to manage large tables by adding subsets of data. dbt Query Pattern In dbt, we write templates that generate SQL.We use Jinja macros to declaratively generate our SQL queries. These macros output text and are identi
GitHub - wasabeef/claude-code-cookbook: A collection of settings to make Claude Code more useful.
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A mega tutorial with dozens of examples on how to use the pathlib module in Python 3 When I started learning Python, there was one thing I always had trouble with: dealing with directories and file paths! I remember the struggle to manipulate paths as strings using the os module. I was constantly looking up error messages related to improper path manipulation. The os module never felt intuitive an
Large language models (LLMs) for code have become indispensable in various domains, including code generation, reasoning tasks and agent systems. While open-access code LLMs are increasingly approaching the performance levels of proprietary models, high-quality code LLMs suitable for rigorous scientific investigation, particularly those with reproducible data processing pipelines and transparent t
Anthropic公式Cookbookを全解剖 — Claude APIの実践レシピ65本を徹底解説 - Qiita
本記事で扱うCookbookの中でも特に重要なClaude Agent SDKについて、基本から解説した記事を用意しています。Agent SDKに馴染みのない方は、まずそちらを読んでからこの記事に戻ると理解がスムーズです。 Claude APIの使い方を学ぶなら、Anthropic公式のClaude Cookbooksが最良の教材です。全65本のJupyter Notebookで構成されたこのリポジトリには、RAG、ツール利用、マルチモーダル、エージェント構築など、実務で使える実践パターンが網羅されています。 なお、CookbookのすべてのノートブックはAnthropic APIキーが必要ですが、claude_agent_sdk/ディレクトリのノートブックは内部的にClaude Code CLIを経由するため、Pro/Maxサブスクリプションでも動作します。 この記事では、全12ディレク
こんにちは！株式会社デジタルレシピ CTO室の荻原(@yui_nk222)です。 2023年6月14日に、OpenAIから大きなアップデートが発表され、外部ツールを呼び出せる「Function calling」という機能が発表されました。 早速Cookbookのサンプルコードを試しながら、どんなことができるのか見ていきたいと思います。 1. Function callingの概要gpt-3.5-turbo-0613やgpt-4-0613というモデルでは、関数呼び出しに必要なJSONを生成できるようになった モデルにfunctionsパラメータで関数の内容を渡すと、その内容に基づいて関数の引数を含んだJSONを生成する このJSONを使用して、関数を呼び出すことができる 関数はモデルのコンテキスト制限に含まれ、入力トークンとしてカウントされる functionsパラメータについてChatCo
The gpt-oss models were trained on the harmony response format for defining conversation structures, generating reasoning output and structuring function calls. If you are not using gpt-oss directly but through an API or a provider like Ollama, you will not have to be concerned about this as your inference solution will handle the formatting. If you are building your own inference solution, this g
AWS Cookbook
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OpenAI Cookbook まとめ｜npaka
1. OpenAI Cookbook「OpenAI Cookbook」は、「OpenAI API」で一般的なタスクを実行するためのサンプルコードおよびサンプルプロンプト集です。 2. 大規模言語モデルの仕組み大規模言語モデルは、テキストの入力文字列が与えられると、次に来るテキストを予測します。大規模言語モデルは、膨大な量のテキストで、この予測エラーを最小限に抑える方法を学習します。これによって、モデルはこの予測に役立つ概念を理解します。 たとえば、次のような概念を学びます。 ・スペルの書き方 ・文法のしくみ ・どのように言い換えるか ・質問にどう答えるか ・会話の続け方 ・多言語での書き方 ・コードの書き方 ・etc… 3. 大規模言語モデルの操作大規模言語モデルは、以下の方法で出力を促すことができます。 ・Instructionプロンプト : モデルに自分の欲しいものを伝える ・Comp
GitHub - ImaginativeShohag/Why-Not-Compose: A collection of animations, compositions, UIs using Jetpack Compose. You can say Jetpack Compose cookbook, showcase or play-ground if you want!
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GPT-4.1 Prompting Guide | OpenAI Cookbook
GPT-5-Codex Prompting Guide | OpenAI Cookbook
GPT-5 prompting guide | OpenAI Cookbook
はじまりは神本『AWS Cookbook』との邂逅 元アンチCDKの私が「CDK、できる…」と思った理由 | ログミーBusiness
OpenAI Cookbookで学ぶChatGPTプロンプトの基礎の基礎
Sora 2 Prompting Guide | OpenAI Cookbook
Cloud Native Security Cookbook
A Cookbook of Self-Supervised Learning
Compatibility for Windows 11- Compatibility Cookbook
Anthropic Cookbook のおすすめレシピ
GitHub Copilot Chat Cookbook - GitHub Docs
dbt Incremental Cookbook
Python pathlib Cookbook: 57+ Examples to Master It (2022)
OpenCoder: The Open Cookbook for Top-Tier Code Large Language Models
Function callingのCookbookを試してみた【1】｜Ogiwara Yui
OpenAI Harmony Response Format | OpenAI Cookbook
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