Unverified50% confidenceTradeoffExact time
There is a trade-off between high-risk, high-value scenarios and low-risk, quick-win scenarios, and the first use case should sacrifice potential value in exchange for a lower cost of trial and error.
1
Sources
50%
Confidence
Long-term
Relevance
10/2/2026
First Seen
Sources
Related Entities
Related Claims
VerifiedIf a low-cost model has insufficient reasoning capability, it leads to more retry rounds, and the hidden costs of accumulated failed retries may exceed those of a high-cost, high-efficiency solution (the paradox of "cheap models actually being more expensive").78% similarUnverifiedFocusing on a single narrow scenario reduces the risk exposure of a pilot, making the impact of errors predictable and reversible.77% similarUnverifiedThe low-probability, high-impact risk framework originates from expected utility theory and catastrophic risk research.77% similarUnverifiedCritics point out that the low-probability, high-impact framework has room for manipulation—probabilities can be arbitrarily lowered and impacts can be arbitrarily raised—making it easy to fall into Pascal's-wager-style argumentation traps.77% similarUnverifiedMaking the decision threshold a function of transaction amount and other risk factors means that the larger the transaction amount, the lower the risk score threshold required to trigger a block or challenge.76% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/968189API
curl https://kongchang.com/api/v1/knowledge/claims/968189MCP
get_claim(id=968189)