Why Have 8B-12B Model Releases Stalled? Local Hardware Limits May Be the Cause
_maverick98 · reddit · 2026-08-11
The author observes a recent trend: the open-source community seems to have paused the frequent release of 8B-12B parameter models, with new models often starting at 27B or above. As a MacBook Pro user with 16GB of RAM, they note that the best models for local execution are still months old, like Gemma 12B or Qwen 9B.
This sparks a discussion about model size versus local hardware constraints: in the pursuit of SOTA performance, have vendors abandoned the highly local-deployment-friendly 8B-12B parameter range because achieving significant performance breakthroughs within that size has become too difficult?
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