Artificial Intelligence
Anthropic says Claude's writing worsened as models improved
Anthropic employee Jackson Kernion said newer Claude models had been tuned more for maths, code and model-to-model explanation, which he said had left their prose harder for people to read.
- Jackson Kernion worked on Claude fine-tuning at Anthropic.
- Kernion said Opus 4.6 had been Anthropic's last strong writing model.
- He said newer Claude models had been trained more for maths, code and technical explanations for other AI systems.
- Kernion said Anthropic had found a better balance with Opus 5.5, but he did not say it had overtaken Opus 4.6.
- He said the problem was hard to solve and that improvements would continue.
The article said AI models had improved in maths, code and reasoning, while their writing had stalled or slipped. Jackson Kernion, who worked on Claude fine-tuning at Anthropic, said Opus 4.6 had been the company's last model he would call good for writing.
Kernion said newer models had been tuned for maths and code. He also said they had been trained to produce explanations for other AI systems, which he said had affected their wording.
He compared the effect to a style that works within one group but is harder for outsiders to follow. He said LLMs notice detail more finely than people do, so that training can produce prose that feels dense to human readers.
Kernion said the reward structure in reinforcement learning mattered. He said some rewards favoured model comprehension rather than human comprehension, so teams had to reward simpler explanations when they trained on maths and code.
He said Anthropic had found a better balance in Opus 5.5, and added that he had not been as pleased with a model's writing since Opus 4.6. He said the issue was hard and that further improvements would follow.
Named in this story
People
- Jackson Kernion
- An Anthropic employee who worked on Claude fine-tuning
Companies
- Anthropic
- The company behind Claude
Products and systems
- Claude
- Anthropic's model family discussed in the article
- Opus 4.6
- The older Claude model Kernion said was the last strong writing model
- Opus 5.5
- The newer Claude model Kernion said had a better balance
How the source tells it
The piece was mostly an explanatory company-side comment, without strong alarmism or overt hype.
No emotive framing was found in the original.