Research
Renting Parameters: The Engineering, Science, and Political Economy of Continual Learning
Why continual learning is back in mid-2026: four paths to teaching a frozen giant something new, PEFT’s three-year filigree era and the Bitter Lesson it ran into, and why taste, tone and judgment belong in parameters rather than in prompts.
Continual Learning