say hello and CONGRATS to a couple new @arc Argentina chapter leadership team members 🇦🇷 !!! chapter leads: @Smartcript, @Jamylcas, & @ArakakiSantiago chapter contributors (meetup organizers, content creators, speakers, bd): @PiggySofi, @desencryptada, and more to come

☆……✨Special Campaign✨ Kotone’s Update of the Day! 🌙……☆ Mitsuru: C’est magnifique! You've captured Aigis’s mannerisms remarkably well, Kotone. Shinjiro: Mannerisms? You mean the monotone…? Well, I guess it does sound like her. Mitsuru: We can't allow ourselves to be outdone. Aragaki, let's follow Kotone’s example! Shinjiro: Like hell I will… Enjoy a different side of Kotone Shiomi (VA: #MarinaInoue#)! ✨ The P3P Special Event where you can meet Kotone Shiomi (P3P Female Protagonist) is ongoing! #P5XEN# #P3P# #KotoneShiomi#

GLM-5.3-Flash on one DGX Spark at 33 tok/s. Plus CYBER-FROST at 55 tok/s on code. Two impressive community one-box recipes from this week. I re-ran both with the authors' own benchmark method. Both hold up. RED-SNOW 5.3 Flash, 2.49 bpw: • long outputs (1000+ tokens): 32.95 tok/s median. README says 34.4. • prose: 25.4 tok/s. README says ~24. • MTP acceptance 89.5%. CYBER-FROST 3.8, 3.87 bpw, with the repo's own bench script: • code: 54.7 tok/s. DEPLOY.md says 53.2. • devops: 49.0 tok/s. DEPLOY.md says 45.8. • prose: 46.9 tok/s. DEPLOY.md says 46.5. So both land within 7% of what the repos say. Honest limits: • My box runs with a 2200 MHz clock cap. That can cost a few percent against an uncapped box. • Engine pins differ too: I ran exllamav3 fork 24f0dec + TabbyAPI main; the repo and yume ran 047ce72 + TabbyAPI 7a524a9. Part of the gap below may come from that. • @yume_arasaki got 60.7 tok/s on the code suite. I got 54.7, best single sample 60.6. • 2.49 bpw is a tight squeeze: the card reports 90% top-1 agreement with BF16. • 3 runs each. Both are de-refused security finetunes (RED-SNOW is an abliterated GLM-5.3-Flash). Recipes @WescheNex1q + @ViC305, finetunes @Blackfrost_AI.