Republished with permission by Devansh, writer of AI Made Simple. For decades, progress in the tech industry has been framed as a compute problem. Faster CPUs, more cores, bigger clusters. But across databases, distributed systems, streaming pipelines, and now AI, a quieter constraint has been tightening: where state lives, how fast it can be accessed, and how often it has to be rebuilt.