Unverified50% confidenceEventExact time
After adding the prompt "confirm before performing any operation" to a customer service agent, production evaluation showed the "operation safety" metric improved by 17 points and "task completion" dropped by 17 points, with the average net value of the two metrics coming out to exactly zero.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/29/2026
First Seen
Valid until: 1/27/2027
Sources
Related Entities
Related Claims
UnverifiedIn the experiments, the task resolution rate was 17% for zero-shot generation, 27% for generic self-correction, 23% for error-only feedback, and 90% for diagnostic counterexample feedback (A-CEGIS).72% similarUnverifiedIn 23 tasks, the best configuration successfully obtained all key facts from stakeholders, but among them only 10 tasks achieved a normalized business improvement of 0.8 or above.70% similarUnverifiedWhen a short time window is added after the trigger moment, the task shifts from "prediction" to "early reaction recognition," and accuracy rises monotonically to 85.15%.69% similarUnverifiedFor traditional customer service automation systems based on keyword-matching rules, after one month the intent recognition accuracy typically stalls at around 65%, with a task completion rate of only 40%.68% similarUnverifiedActionable Agent evaluation thresholds include a task decomposition rate and tool selection accuracy of 90% or above, a closed-loop completion rate of no less than 85%, and an error recovery rate of no less than 80%.68% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1113036API
curl https://kongchang.com/api/v1/knowledge/claims/1113036MCP
get_claim(id=1113036)