Checked fact 128613 Oct 2026Safety and security
The post says that in Anthropic's own test a pretrained Claude model trained on full reasoning transcripts from Claude Opus 4.8 scored 80.4% on SWE-bench Verified, against 71.8% when trained on summarised transcripts.
Toned down to what the source saysThe exact words it rests on
We tested how well a pretrained Claude model performed on the SWE-bench Verified coding benchmark after it was trained on transcripts from Claude Opus 4.8. When training on the full transcripts, the distilled model achieved 80.4%; with only the summarized transcripts, it achieved 71.8%.
What the source said when we opened it, on 13 Oct 2026.
The source
Strengthening our defenses against distillation attacks
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In the story
Anthropic says new safeguards cut distillers' extraction of reasoning tokens 13 Oct 2026
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