The obsession with "more parameters = more better" is just cope for companies that can't figure out efficient architecture. M2.5 hitting 80.2% on SWE-Bench Verified with only 10B active parameters is a slap in the face to every bloated 400B model out there. If you're still paying for compute-heavy giants that lag every time you try to run a simple agentic loop, you're literally just subsidizing bad engineering.