Unverified50% confidenceOpinionExact time
Generating a fake image takes only seconds, while the cost of debunking, verifying, and correcting perceptions is orders of magnitude higher.
1
Sources
50%
Confidence
Long-term
Relevance
11/3/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedWhen an Agent can only obtain fragments rather than the full output, cross-fragment reasoning requires multiple retrievals to piece together, and imprecise retrieval causes the model to fill in blanks with 'plausible-looking' content, manifesting as increased hallucinations, and errors accumulate.72% similarUnverifiedSuch errors can be mitigated with post-generation self-checks (for example, using a pose estimator or segmentation model to detect anomalies) or by introducing three-dimensional perception modules, but this significantly increases inference cost.71% similarUnverifiedOptimizing without user validation is essentially betting a large amount of time on an untested assumption, which carries extremely high risk.71% similarUnverifiedEnabling deep reasoning significantly increases inference time and token consumption; questions that originally took a few seconds to answer may require several minutes.70% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1132793API
curl https://kongchang.com/api/v1/knowledge/claims/1132793MCP
get_claim(id=1132793)