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The 2026 Guide to Prompt Engineering | IBM

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HomeThinkWelcomeOverviewPrompt Engineering TechniquesRAG vs. fine-tuning vs. prompt engineeringOverviewTutorial: Prompt Chaining with LangchainTree of Thoughts (ToT)Meta promptingIterative promptingReAct PromptingOverviewOne Shot PromptingFew Shot PromptingOverviewPrompt Injection PreventionHow AI can be hacked with prompt injectionAI jailbreakWhen AI chatbots break badOverviewOverviewPrompt Engineering with DSPyOverviewTutorial: Implementation of prompt cachingChain of thoughtsDirectional stimulus promptingTutorial: Role promptingIn-context learningOverviewTutorial: Prompt tune a Granite modelVrunda GadeshaIBM Privacy StatementLearn moreLearn moreLearn moreLearn moreLearn moreLearn moreLearn moreEbook Unlock the power of generative AI and ML Learn how to confidently incorporate generative AI and machine learning into your business. Read the ebookWorkshop Prompt engineering with watsonx.ai Gain a comprehensive understanding of prompt engineering, learn techniques to achieve the best results with LLMs, and apply learnings through completion of a diverse set of prompt engineering exercises. Start learningPublication Locally differentially private document generation using zero shot prompting See how this publication demonstrates that pretrained large language models can effectively contribute to privacy preservation. Read the publicationTutorial Adversarial prompting: Testing and strengthening the security and safety of LLMs Explore various techniques involved in adversarial prompting, focusing on how these tactics can be used to test and strengthen the security and safety of large language models. Start learningIBM Developer IBM watsonx Developer Hub Get hands-on with prompt engineering on the watsonx Developer Hub. Explore the Developer HubArticle Prompt engineering fundamentals Go from zero to hero with prompt templates for different types of prompts. Read the articleFree course Prompt engineering for everyone Master the language of AI and unleash its full potential with our free prompt engineering course. Start learningIBM Developer Get started with generative AI Get started with generative AI using curated tools, frameworks, tutorials, labs and community support. Explore developer resourcesExplore watsonx OrchestrateExplore AI development toolsExplore AI servicesExplore watsonx OrchestrateExplore AI development tools

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