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Anthropic
2026-07-25 14:43:22

Anthropic says cutting more than 80% of Claude Code system prompts did not reduce benchmarked coding performance

Anthropic engineer Thariq said on July 24 that the company reworked the Claude Code system prompt for its latest Claude 5 family, specifically Claude Opus 5 and Claude Fable 5, and removed more than 80% of the original prompt content without seeing a measurable drop in coding evaluations. In a company blog post titled "The new rules of context engineering for Claude 5 models," Anthropic said the change reshaped how it writes system prompts, skills, and CLAUDE.md files for newer models. The company argues that many legacy restrictions were built as guardrails for older models and now create friction by introducing conflicting instructions, over-specified edge-case rules, and long context that crowds out model judgment. Anthropic outlined six shifts in its context engineering approach, including fewer hard rules, stronger tool interfaces, progressive disclosure through on-demand skills, a single source of instruction, automatic memory, and richer reference formats such as test suites, specs, rubrics, and HTML prototypes. The post also includes practical guidance for developers on keeping CLAUDE.md lightweight, splitting skills into multiple files, and using the new /doctor command to help tune the length of skills and CLAUDE.md. Anthropic added that the 80% reduction applies to Claude Opus 5 and Claude Fable 5, and older models may still need clearer constraints.

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Anthropic says cutting more than 80% of Claude Code system prompts did not reduce benchmarked coding performance