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Prompt Engineering2 articles

Prompt Engineering

Articles

  • Automated Prompt Optimization in Production: Signatures, Teleprompters, and Metric-Driven Compilation with DSPy

    Manual prompt engineering remains one of the largest sources of technical debt in modern LLM applications. Teams routinely spend weeks hand-crafting multi-paragraph system prompts, hardcoding few-shot examples, and tweaking phrasing to extract reliable outputs from specific model checkpoints. When the underlying model is upgraded, migrated to an open-weight alternative, or integrated into a multi-step pipeline, these hand-crafted strings break, requiring another cycle of trial-and-error adjustme

    1 min

  • Anthropic's Claude Code lead says prompt engineering is largely irrelevant

    Boris Cherny, the creator and head of Claude Code at Anthropic, said in a recent interview that prompt engineering matters far less than most users think, and that the real skill is giving Claude hard tasks with a way to verify its own work. Speaking with Y Combinator's Diana Hu, Cherny described an internal experiment where an engineer gave Claude Code access to OpenCV, an open-source computer vision library, and asked it to draw images. Claude did, despite having no obvious prior capability f

    1 min