Unverified50% confidenceOpinionExact time
The paper does not directly solve the collusion problem, but the competitive bottom property naturally limits the damage of collusion—if an agent deviates from the collusion and bids honestly, it can capture the prompt and the profit.
1
Sources
50%
Confidence
Long-term
Relevance
10/15/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe competitive bottom assumption breaks down when a single agent dominates, distillation quality is poor, or prompts are highly heterogeneous; the mitigation is to introduce a reserve price based on the historical difficulty of prompts, and if no agent bids above the reserve price, fall back to a default high-capability agent.74% similarUnverified提示词优化的收益受限于底层工程链路的稳定性,若接口不稳定或测试环境不可复现,提示词优化效果将无法被客观衡量70% similarUnverifiedThe advantages of sparse rewards are low authoring cost and resistance to contamination by subjective bias; the disadvantage is that credit assignment is difficult, making it hard to determine which step in a long action sequence caused the failure.69% similarUnverified格罗斯曼-斯蒂格利茨悖论指出,如果市场完全有效则主动收集信息没有回报,但正因为有人主动分析市场才得以保持效率69% similarUnverifiedIn fields where skills are rapidly commoditized, true competitive barriers come from an irreplaceable combination and depth of skills — the middle ground that delivers engineering value while being difficult to replicate at scale.68% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1040604API
curl https://kongchang.com/api/v1/knowledge/claims/1040604MCP
get_claim(id=1040604)