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Prompt engineering gives you a single response. Loop engineering builds a self-correcting system that improves over time.
Prompt engineering gives you a single response. Loop engineering builds a self-correcting system that improves over time.
A practical DeepSeek V4 prompting guide: CO-STAR, chain-of-thought, system prompts, V4-Pro vs V4-Flash routing and 1M-context workflows, with example prompts.
Master DeepSeek V4 prompting with CO-STAR, CoT, and new V4-specific techniques. Includes model routing, dual-mode prompting, and code examples for V4-Pro and V4-Flash.
Turn brand rules into reusable mockups faster with a repeatable Claude workflow that eliminates generic AI output and messy handoffs.
A practical beginner-friendly guide to LLMs, with product and engineering context from Lightrains.
A beginner-friendly introduction to AI prompt engineering with practical examples from Lightrains.
Learn how prompt controls improve generative AI chatbot quality, safety, and consistency in production systems.