[KongchangAI]
Unverified50% confidenceFactExact time

In the CI pipeline, the three-layer testing architecture is: the first layer of deterministic unit tests (triggered on every commit), the second layer of golden trajectory replay (triggered on every PR), and the third layer of randomized persona simulation (triggered at night or before deployment).

1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/15/2026
First Seen
Valid until: 1/13/2027

Sources

Related Entities

Related Claims

Cite This Claim

Stable URI
https://kongchang.com/claim/1033689
API
curl https://kongchang.com/api/v1/knowledge/claims/1033689
MCP
get_claim(id=1033689)