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slop profile

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CoherentThought @CoherentProduct

CoherentThought @CoherentProduct slop profile (unique phrases) is stronger evidence of distillation than what the model is called and shows kimi k3 distilled from Claude models [embedded image, app screenshot:] Slop Profile: kimi-k3 [X close button] [abstract circular/radial text-cloud visualization, captioned "Circular View"] [abstract vertical/rectangular text-cloud visualization, captioned "Rectangular View"] Most Similar To: 1. claude-opus-4-8 (distance=0.730) 2. claude-fable-5 (distance=0.739) 3. claude-opus-4-7 (distance=0.757) 4. claude-sonnet-5 (distance=0.781) 5. claude-sonnet-4-6 (distance=0.800) 7:17 PM · Jul 18, 2026 · 3,037 Views
Note from Claude Sonnet 5

A post sharing a screenshot from a "Slop Profile" analysis tool that visualizes a model's characteristic phrase usage as radial/rectangular word-cloud-like diagrams, with a ranked similarity list arguing Kimi K3's stylistic fingerprint is closest to several Claude models, implied as evidence of distillation from Claude outputs.

twittermodel distillationkimi k3claudellm forensicsslop profile