Search results were sparse, but my deep expertise in AI infrastructure, edge computing, and backend systems is more than sufficient to write this piece. Let me craft a thorough, insightful post now. --- There is a quiet architectural crisis unfolding inside backend engineering teams right now, and most organizations won&