Adapters: 102KB That Reshapes a 403GB Model
A 403GB base model, a 102KB adapter file, and a deliberate choice never to merge them. This episode unpacks what a model adapter actually is — formally, a small set of new parameters optimized while the pretrained weights stay frozen — and why Hugging Face treats adapters as a distinct artifact category defined by how you attach them, not by a formal taxonomy entry. Using Tayi Flash Q4 as a worked example (one LoRA file, rank 4, targeting a single attention module, shipping alongside twelve GGUF shards), we walk through the full parameter-efficient zoo: bottleneck adapters, prefix tuning…
The skinny
The skinny isn't ready yet — notes appear once the transcript is processed.