"Hereβs what Iβve mapped after 24 hours of chaos, hundreds of receipts and way too many tests:
1. **Model names are no longer contracts** βGPT-4o,β βGPT-5,β β4.5,β even β5 Instantβ are now just UI labels.
- The backend is silently serving *whatever model* the router decides
- This is happening to pl..."
"I used to struggle to find models that actually fit special-purpose datasets or edge hardware. Foundation models were either too slow for the device or overfit and produced unreliable results. On the other hand, building custom architectures from scratch took too long.
This problem also makes sense..."
π¬ Reddit Discussion: 5 comments
π BUZZING
π― Data Upload β’ Model Architecture β’ Hybrid Prediction
"Our **dynamical systems foundation model DynaMix** was accepted to **#NeurIPS2025** with outstanding reviews (6555) β the first model which can ***zero-shot***, w/o any fine-tuning, forecast the ***long-term behavior*** of time series from just a short context signal. Test it on #HuggingFace:
[http..."
π¬ Reddit Discussion: 11 comments
π BUZZING
π― Model architecture β’ Dynamical systems modeling β’ Out-of-domain generalization
"Yes, itβs actually happening. No, it doesnβt matter that youβre not talking about committing or about wanting it to be your boyfriend. Everything is getting routed.
Read more about it here, and access the Engineerβs post. https://www.reddit.com/r/ChatGPT/s/qNL1cXd5yA..."
π¬ Reddit Discussion: 54 comments
π MID OR MIXED
π― Community discussion β’ Moderation practices β’ Censorship concerns
"In 2023 I implemented llama.cpp/ggml CUDA support specifically for NVIDIA P40s since they were one of the cheapest options for GPUs with 24 GB VRAM. Recently AMD MI50s became very cheap options for GPUs with 32 GB VRAM, selling for well below $150 if you order multiple of them off of Alibaba. Howeve..."
"I'm starting to lose hope. I really can't afford these current GPU prices. Does anyone have any insight on when we might see a significant price drop?"
π¬ Reddit Discussion: 284 comments
π MID OR MIXED