I tried PolyStrata and omg it's perfect. Im running a Q3 quant of CyberTiel at 2x the Speed of Ornith1.5 9B, and It can do task that Ornith couldn't in 1/10 of the time, no cap. I have 24GB RAM pool (8+16) and Im getting 50-90 tokens per second, it's crazy to me. I love how the webUI looks and how It synchronizes well with Pi Agent, the only thing I have to do manually was to edit models.json and create a custom run.sh file. The biggest problem I had was with downloading custom models: CyberTiel isn't officially supported, but you can load its GGUF under Tiel architecture, the problem Is that you have to name the GGUF file something like "TielCoderQ3.gguf"or It won't be accepted, so PolyStrata still displays TielCoder model when I am actually using CyberTiel. I also had some problem understanding how to control reasoning budget from Pi, since It doesn't have any reasoning budget flag, I still could be wrong on how I fixed It. The rest is just amazing Edit: I actually need a way to control the reasoning budget from Pi Agent, It seems to be working on/off right now and the budget always being 16k, if you have a strategy lmk   submitted by   /u/circumcised_hobbit [link]   [comments]