●builderYou can apply velocity editing to add safety filters to flow-based T2I models without retraining or adding inference-time overhead from auxiliary models.
●researcherAddresses a concrete gap where prior safety methods fail on modern few-step samplers, with a mechanism that doesn't depend on step count.
●policyWorth watching because it provides a practical content removal technique for the flow matching models increasingly used in deployed image generation products.