adapters
Everything on Ground Truth tagged “adapters” — 2 items.
Macaron froze a 744B base and bolted four specialists on top News
Mind Lab released open weights for Macaron-V1, a continual-learning system that never touches its base model and instead composes small specialist adapters on top, picking exactly one per user turn.
Program-as-Weights compiles a plain-English spec into a tiny model you run on a laptop News
A new method called Program-as-Weights uses a 4-billion-parameter 'compiler' to turn a natural-language task description into a small weight file that a frozen 0.6B model runs, matching a 32B model's quality while using about one-fiftieth the memory and running at 30 tokens a second on a MacBook.