Everyone benchmarks on H100s. Nobody tells you what a model actually feels like on the hardware you own. I wanted to know: can a 31B model run on consumer hardware? The answer is yes, with caveats. The latency is real, but the capability ceiling is higher than you'd expect. That's the gap I'm trying to fill — practical, honest numbers for people who build with what they have.