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5 articles
A plain-English AI readiness guide for business owners who want faster delivery without turning AI adoption into more bugs and rework.
· 10 min read · ai-readiness, business-owners, engineering-leadership
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-readiness, engineering-leadership, codebase, technical-debt
AI can multiply engineering output, but it does not replace senior judgment, domain expertise, or architectural review.
· 9 min read · ai-readiness, engineering-leadership, hiring, ai
The four engineering basics that decide whether AI helps your team ship faster or just breaks things faster.
· 12 min read · ai-readiness, engineering-leadership, devops
The day-by-day Week One playbook Mavka uses to join a codebase, find what's blocking shipping, and open a real PR by Friday.
· 7 min read · drop-in, engineering-leadership, onboarding