--- title: Context Engineering: Prompt Management, Defense, and Control description: Part 6 of an LLMOps course covers context engineering techniques including prompt versioning, defensive prompting, verbalized sampling, and role prompting. The... canonical: https://daily.dev/posts/context-engineering-prompt-management-defense-and-control-nzbqaad4l twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Context Engineering: Prompt Management, Defense, and Control | daily.dev og:description: Part 6 of an LLMOps course covers context engineering techniques including prompt versioning, defensive prompting, verbalized sampling, and role prompting. The... og:url: https://daily.dev/posts/context-engineering-prompt-management-defense-and-control-nzbqaad4l og:image: https://api.daily.dev/og/posts/nZBQAAd4l.png og:image:alt: Context Engineering: Prompt Management, Defense, and Control og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Context Engineering: Prompt Management, Defense, and Control **[Daily Dose of Data Science \| Avi Chawla \| Substack](https://daily.dev/sources/dailydoseofds)** · 2 min read · 4 upvotes · 0 comments ## Summary Part 6 of an LLMOps course covers context engineering techniques including prompt versioning, defensive prompting, verbalized sampling, and role prompting. The course addresses the shift from traditional ML pipelines to LLM-based systems where models are accessed via APIs, training involves prompting and fine-tuning, and evaluation lacks ground truth. It includes hands-on code demonstrations with Langfuse for prompt versioning and focuses on building production-ready LLM systems that are reliable, cost-effective, and maintainable. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Context Engineering: Foundations, Categories, and Techniques of Prompt Engineering](https://daily.dev/posts/context-engineering-foundations-categories-and-techniques-of-prompt-engineering-kgi9nqcvr) · Daily Dose of Data Science \| Avi Chawla \| Substack · 2 upvotes · 0 comments - [From Prompt Engineering to Context Engineering: What Changed and Why It Matters](https://daily.dev/posts/from-prompt-engineering-to-context-engineering-what-changed-and-why-it-matters-zg6yp2qse) · BigData Boutique blog · 2 upvotes · 0 comments - [Introduction to Information Environment for LLMs](https://daily.dev/posts/introduction-to-information-environment-for-llms-wy8zavb4a) · Daily Dose of Data Science \| Avi Chawla \| Substack · 4 upvotes · 0 comments --- Tags: [#llm](https://daily.dev/tags/llm), [#prompt-engineering](https://daily.dev/tags/prompt-engineering), [#mlops](https://daily.dev/tags/mlops) [View this post on daily.dev](https://daily.dev/posts/context-engineering-prompt-management-defense-and-control-nzbqaad4l) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"Context Engineering: Prompt Management, Defense, and Control","url":"https://daily.dev/posts/context-engineering-prompt-management-defense-and-control-nzbqaad4l","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/context-engineering-prompt-management-defense-and-control-nzbqaad4l"},"datePublished":"2026-01-31T21:18:28.059Z","dateModified":"2026-01-31T21:18:46.360Z","description":"Part 6 of an LLMOps course covers context engineering techniques including prompt versioning, defensive prompting, verbalized sampling, and role prompting. 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