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Public story · 2026-07-25 · high
The company says examples now hurt Claude 5 models instead of helping, upending a year of prompt engineering habits.
Why now: Anthropic tied this reversal to Opus 5's launch, which is the model teams are rewriting their CLAUDE.md files for right now.
Anthropic deleted more than 80% of Claude Code's system prompt for its Claude 5 generation models. The company reported no measurable loss on coding evaluations, per its post on context engineering, published on Opus 5's launch day.
For anyone maintaining a CLAUDE.md or AGENTS.md file, that means most of what's in there was built to compensate for a model that's already retired.
The more disruptive claim is about examples. Anthropic says giving the new models few-shot examples "constrains them to a certain exploration space," and recommends designing expressive tool interfaces instead.
Few-shotting has been standard practice since GPT-3. Anthropic is telling people to stop.
Anthropic's CLAUDE.md advice: keep it lightweight, say what the repo is for, and spend most tokens on codebase gotchas, not hard behavioral rules. Their example swap replaces "Never write multi-paragraph docstrings" with guidance to match the surrounding code's idiom and comment density.
paddo.dev corroborated the 80% figure with a cost number. One build dropped from 470k tokens ($1.29) on Opus 4.8 to 179k tokens ($0.33) on Opus 5. That's a 62% token cut and a 74% cost cut on identical work.
paddo.dev also audited 74 real CLAUDE.md files hunting for the "verify your work" instructions Anthropic says to cut, and found zero genuine self-check imperatives. Every "verify" hit was domain vocabulary, JWT checks, HMAC signatures, or an external command like running flutter analyze. A blind grep for that word would have broken all 74 repos.
My own project rules file has eighteen months of "Claude keeps doing X, stop it" entries. I couldn't tell you which ones a Claude 5 model still needs.
paddo.dev's fix: split permanent repo facts from perishable model patches, and review the second pile at every model release. I'm adopting it. Don't grep your rules file, read it.
Each link below shares sources, entities, or timing with this story.
Anthropic released Claude / Shared entities / Shared topic / Earlier coverage
Linked by a graph relationship (Anthropic released Claude); both cover Anthropic, Claude, Claude Code, GPT; overlapping topics (anthropic, claude, code, cost, engineering).
Opus built by Anthropic / Shared entities / Shared topic / Earlier coverage
Linked by a graph relationship (Opus built by Anthropic); both cover Anthropic, Claude, Claude Code, Opus; overlapping topics (actually, anthropic, claude, code, cost).
Opus built by Anthropic / Shared entities / Same source domain / Shared topic / Earlier coverage
Linked by a graph relationship (Opus built by Anthropic); both cover Anthropic, Claude Code, Never, Opus; reported by the same outlet (claude.com).
Opus built by Anthropic / Shared entities / Shared topic
Linked by a graph relationship (Opus built by Anthropic); both cover Anthropic, Claude Code, Never, Opus; overlapping topics (anthropic, code, cost, instruction, model).
Anthropic partners with OpenAI / Shared entities / Shared topic / Earlier coverage
Linked by a graph relationship (Anthropic partners with OpenAI); both cover Anthropic, CLAUDE, Claude Code, GPT; overlapping topics (actually, anthropic, claude, code, model).
Anthropic released Claude / Shared entities / Shared topic / Earlier coverage
Linked by a graph relationship (Anthropic released Claude); both cover Anthropic, Claude, Claude Code, GPT; overlapping topics (anthropic, claude, code, found, prompt).
Anthropic released Cowork / Shared entities / Shared topic / Earlier coverage
Linked by a graph relationship (Anthropic released Cowork); both cover Anthropic, CLAUDE, Claude Code, Opus; overlapping topics (anthropic, claude, model, opus, token).
Opus built by Anthropic / Shared entities / Shared topic / Earlier coverage
Linked by a graph relationship (Opus built by Anthropic); both cover Anthropic, Claude Code, GPT, Opus; overlapping topics (code, cost, model, opus, token).