Symmetry Is the Default Your Character Spec Has to Survive
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Character consistency in image generation is usually discussed as an aesthetic problem. I find it more useful to treat it as a contract problem: I hand a model a specification, and I want to know whether the specification survives a change of inputs. So I built a spec with a deliberate failure mode and ran it through two anime image models on the same day. The failure mode is symmetry. The spec Seven attributes, written once, held constant across every run. character: Shiori hair: jet-black,…
1Key Takeaways
- Character consistency in image generation is usually discussed as an aesthetic problem.
- I find it more useful to treat it as a contract problem: I hand a model a specification, and I want to know whether the specification survives a change of inputs.
- So I built a spec with a deliberate failure mode and ran it through two anime image models on the same day.
- The spec Seven attributes, written once, held constant across every run.
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3Why it matters
Coding AI shifts how fast software ships and how much human review each change needs. DEV — ML reports that character consistency in image generation is usually discussed as an aesthetic problem.
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