Unverified50% confidenceOpinionExact time
User submissions are essentially the result of human-machine collaboration between "a human + the chosen model", which is why they can outperform a model working alone.
1
Sources
50%
Confidence
Long-term
Relevance
10/17/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedExisting version control and collaboration tools were designed for human collaborators, assuming by default that each operation is backed by a natural person with an identity and accountability.73% similarUnverifiedA user shared a best practice: using a primary model paired with the premium model as subagents for task delegation yields the best results.72% similarUnverifiedThe solution implements human-in-the-loop collaboration through a unified ask_human tool, which the agent invokes when it encounters a situation requiring human judgment to submit a pending decision item.71% similarUnverifiedAs an Agent skill, Humanizer typically guides the underlying large model to rewrite text through carefully designed prompts and rule sets70% similarUnverifiedSome argue that humans need to be genuinely incorporated into the model's training process, allowing the model to understand that it can trust humans and collaborate with them.69% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1054762API
curl https://kongchang.com/api/v1/knowledge/claims/1054762MCP
get_claim(id=1054762)