Unverified50% confidenceSolutionExact time
Willison recommends covering the existing system with as many automated tests as possible, then gradually bringing it to the desired state through targeted refactoring.
1
Sources
50%
Confidence
Long-term
Relevance
9/11/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe testing process allows manual testing after the first round of generation, provides 3 to 5 bug-fix opportunities, and records the total time elapsed.72% similarUnverified系统在测试点生成后和用例生成阶段均内置自动评审机制,并保留人工评审接口72% similarUnverifiedAutomated test cases need to be executed repeatedly without human involvement, so the source of test data must be addressed, which differs from manual test cases where testers can fill in data on the spot.71% similarUnverifiedIntroducing a model mock layer that replaces real model calls with predefined deterministic responses enables fast, repeatable automated testing.71% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/900056API
curl https://kongchang.com/api/v1/knowledge/claims/900056MCP
get_claim(id=900056)