Unverified50% confidenceFactExact time
When the tool output is an unstructured artifact such as an image or audio, the LLM cannot "see" the image content and can only see a byte-stream-valid image, so it lacks any means to verify the image's semantics.
1
Sources
50%
Confidence
Long-term
Relevance
10/12/2026
First Seen
Sources
Related Entities
Related Claims
Unverified开源模型生成的图片往往不带有任何标识，标记机制只能覆盖商业产品的输出73% similarUnverifiedProgrammatic image generation treats images as structured outputs composed of templates, variables, and rendering rules, rather than probabilistic sampling at the pixel level70% similarUnverified问题不在于AI生成这个技术手段，而在于图片是否服务于内容本身69% similarUnverifiedPure code animation struggles to render photorealistic visuals, limiting its expressiveness for content types that require real image assets.69% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1009602API
curl https://kongchang.com/api/v1/knowledge/claims/1009602MCP
get_claim(id=1009602)