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CetinLM just crossed 5.0B training tokens. And no, the curve is not dead. Val loss: 2.5009 PPL: 12.19 New best checkpoint: again. From 2.85B → 5.0B tokens, PPL moved from 14.12 → 12.19 while the model kept improving across Turkish, English and mixed corpora. The more important part? We finally have a larger user-facing generation health sample: 1,000 sampled generations • Loop incidents: 0.5% • Severe loops: 0.0% • Repetition burden: 0.02% That matters much more to me than a pretty loss curve. And while Base-v1 keeps training, I’ve been building the next layer around it. CetinLM Live is now running locally with real-time speech, interruption, resumable conversation, synchronized text + voice, adaptive TTS buffering, voice cloning, and a stateful Live UI. I’ve been testing it tonight. It finally feels alive. Not a demo. Not a wrapper around somebody else’s model. Not a giant compute flex. A small sovereign stack being built from the tokenizer upward — data, model, training system, inference, voice runtime, Live interaction, everything. 5 billion tokens in. Still learning. Still opening up. If you were waiting for me to say “we’re almost done”… you’ll have to wait a little longer. The interesting part is just starting. CetinLM — 5B. #CetinLM #LLM #AI #MachineLearning

La fórmula que todo el mundo esta haciendo del trend STORM es arte puro y aca esta el paso a paso No necesitas un estudio, ni software de pago. es totalmente gratis y se crea con Seedance 2.5. Vas a querer guardar esto Para remplazar el personaje principal y ponerte a ti o al personaje que quieras La forma gratuita en que la mayoría de la gente puede probarlo es con Dreamina/CapCut. 1 personaje distinto + 40 clones idénticos + el del centro no baila. Seedance 2.5 en Dreamina/CapCut, clip de 8–12 s, video de referencia + foto del lead + foto de la crowd. Listo eso es todo, mira este articulo para ejecutarlo tu mismo.