Unverified50% confidenceFactExact time
Project Gecko's three key findings are: practice and relationships determine the usability of advice; topic matching does not equal task usability; evaluation is social rather than based solely on accuracy.
1
Sources
50%
Confidence
Long-term
Relevance
11/3/2026
First Seen
Sources
Microsoft ATLAS Framework: Rethinking AI Design and Evaluation Through Cultural Infrastructure
youtubeMicrosoft Research11/3/2026
Related Entities
Related Claims
UnverifiedGAUGE distinguishes between two types of evaluation validity: ranking validity (whether stronger agents are correctly ranked higher) and construct validity (whether the measured metrics truly correspond to task success).64% similarUnverifiedAdvice for novice bounty researchers usually centers on three points: start with authorized programs, value report quality, and keep learning continuously.63% similarUnverifiedAnthropic的研究将对齐细分为行为对齐、意图对齐和动机对齐三个层次63% similarUnverified作者提出用表达力、洞察力、认知深度、解决问题能力四个实测标准判断大模型真实水平,比第三方跑分更贴近真实使用体验62% similarUnverifiedThe three criteria for determining whether an agent is worth building are: consumes a large amount of time, is process-oriented or repeatable, and is highly specific to the organization.61% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1131976API
curl https://kongchang.com/api/v1/knowledge/claims/1131976MCP
get_claim(id=1131976)