
Is Your Engineering Team Ready for AI — or Just Faster at Breaking Things?
The four engineering basics that decide whether AI helps your team ship faster or just breaks things faster.
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The four engineering basics that decide whether AI helps your team ship faster or just breaks things faster.
Discover more
An empirical test of a contested claim: do negative instructions ("don't do X") hurt an agent's output quality, or are they necessary for precision?
· 12 min read

AI does not fix an unhealthy codebase. It amplifies the codebase it is given, creating a short burst of speed followed by a slowdown if code health is weak.
· 9 min read

AI can multiply engineering output, but it does not replace senior judgment, domain expertise, or architectural review.
· 9 min read