Unverified50% confidenceOpinionExact time
Software security needs to shift from "post-hoc patching" to "built-in by design," and from manual review to human-machine collaborative continuous verification.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/30/2026
First Seen
Valid until: 1/28/2027
Sources
Related Entities
Related Claims
UnverifiedIn-place replacement requires higher permissions and is more likely to trigger security software alerts, making it one of the main engineering challenges for this type of tool.76% similarUnverified对安全通讯软件而言,安全漏洞的修复需要长期、持续的投入,开发停滞比功能停滞更危险73% similarUnverifiedAutomatically generated fix PRs still require human review, because security fixes involve sensitive logic such as permissions, encryption, and input validation.73% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1117280API
curl https://kongchang.com/api/v1/knowledge/claims/1117280MCP
get_claim(id=1117280)