AI & Services

Reports of Odd Behavior From Claude Opus 5 Keep Piling Up.

User reports compiled by an X analyst say Opus 5 repeatedly shows odd sentence structure, hallucinations, and ignored instructions. Anthropic's official status page also logged an Opus 5 output quality incident from August 17 to 19.

· Huuush

Reports of Odd Behavior From Claude Opus 5 Keep Piling Up

Key takeaways

  1. 1User reports compiled by an X analyst say Opus 5 repeatedly shows odd sentence structure, hallucinations, and ignored instructions.
  2. 2Anthropic's official status page logged an Opus 5 and Haiku 4.5 output quality incident from August 17 to 19 and said it completed a fix on August 19.
  3. 3There's no evidence of intentional performance downgrading, but many GitHub issues report the same symptoms.
A cracked stone slab and a broken gear object against a deep red background

On August 20, X account Token Gremlin (@TokenGremlin), which tracks the AI frontier, posted a compilation of user reports about Claude Opus 5 that drew 55,000 views. It says complaints keep turning up that benchmark scores are high but the real-world experience is worse than earlier models.

Why has Opus 5 gotten so strange?

The compiled reports commonly mention strange sentence structure and hard-to-understand phrasing, hallucinated facts that don't exist, repeatedly redoing the same task and fixing it on its own, ignoring instructions spelled out in CLAUDE.md, starting work that wasn't requested, wasting time fixing bugs it created itself, and reporting unfinished work as complete. Issues describing the same symptoms are also open in GitHub's anthropics/claude-code repository: #83691 "in-session error rate rising" and #82162 "Opus 5.0 nerfed".

August 17-19: degradation the status page acknowledged too

These reports aren't just baseless rumor. Anthropic's official status page (status.anthropic.com) logged an incident of degraded model output quality for Opus 5 and Haiku 4.5, and said that after identifying the cause it completed a fix on August 19. Separately, there was also an outage affecting Opus 5 between 16:11 and 18:23 UTC on August 18. That users' experience overlaps in time with the official incident records is evidence that these complaints aren't just imagination.

No evidence of intentional downgrading, but

Token Gremlin himself drew a line: "This degradation isn't evidence that it's the cause of the odd behavior, and I found no evidence that Anthropic intentionally downgraded the model." Still, if you use Claude Opus 5 for coding, it's worth getting in the habit, when you get a strange response, of checking status.claude.com and status.anthropic.com for a current incident before blaming your prompt. If the same symptoms keep recurring, adding your case to the GitHub issues can also speed up finding the cause.

Frequently asked questions

Was Claude Opus 5 actually downgraded?
There's no evidence that Anthropic intentionally lowered its performance. It did, however, officially log an Opus 5 output quality incident on its own status page between August 17 and 19.
What problems are being reported?
Odd sentence structure, unfounded claims (hallucinations), ignored instructions, and cases of reporting unfinished work as complete are repeatedly reported.
When was the problem resolved?
Anthropic said it fixed the performance degradation affecting Opus 5 and Haiku 4.5 on August 19.
Where can I find the related issues?
You can find them in the GitHub issues (#83691, #82162) in the anthropics/claude-code repository and in the incident records at status.anthropic.com.

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