Unverified50% confidencePredictionExact time
In the future, more and more middleware tools similar to Portal will emerge—not directly improving model capabilities, but making existing models more economical and effective to use.
1
Sources
50%
Confidence
Long-term
Relevance
9/12/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedIt is more accurate at the current stage to position large models as research accelerators or intelligent assistive tools rather than independent researchers72% similarUnverifiedOn divergent tasks requiring multi-step reasoning, long-context understanding, or open-ended architectural decisions, the advantages of newer models may be significant.70% similarUnverifiedZhipu's next-generation large model will adopt a large base model approach, with the goal of supporting full-scale business API calls from the day of its release.67% similarUnverified重构vs嵌入预测的分歧是当前世界模型领域最核心的技术路线之争，前者更易训练调试，后者理论上更符合智能系统需求66% similarUnverifiedCurrent models already have strong first-attempt completion capabilities when handling small-scale projects with clear boundaries and relative independence66% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/914073API
curl https://kongchang.com/api/v1/knowledge/claims/914073MCP
get_claim(id=914073)