сейчас
Memory instead of retraining
External memory and retrieval partly cover the gap but do not accumulate real skill.
Milestones on the line · GATE
Continual learning
Today a model does not remember yesterday's work: everything it knows is frozen at training time. We need a system that learns while working without forgetting what it already knew.
The nearest unsolved problem. Without it every agent starts each day from zero and accumulated experience lives in notes rather than in the system.
StatusGATE
TypeMilestones on the line
Marker?
What exists today5
In progress
сейчас
Lightweight adapters
Training small separate modules — a compromise between frozen weights and full retraining.
препятствие
Catastrophic forgetting
The core obstacle: new knowledge erases old, and the model breaks where it worked yesterday.
Planned
в планах
Regression testing
There is still no cheap way to prove yesterday's skills survived yesterday's experience.
Distant horizons
впереди
Personal rather than general experience
A system that after years of work becomes an expert in your specific task rather than the internet average.
Milestones on the line
To the line