The New Bottleneck
My research lifecycle looks like this.
- I open up my laptop and examine results from runs that have recently finished.
- This analysis gives be some ideas about what to try next.
- This previously challenging and grindy task of implementing the new ideas is made trivial by a coding agent.
- These new ideas are sent to run, on servers that have far more VRAM that I really need.
- I read some papers or spend some time thinking about more ideas.
- I get some new ideas, but in most cases they are either contingent on or will be invalidated by the runs currently running.
- Still waiting for the current runs to finish, I record my ideas and close my laptop.
- Repeat.
If tommorow, NVIDIA announced that it had figured out how to make every GPU on Earth run twice as fast, it would be a far bigger deal than if NVIDIA figured out how to double the VRAM of every GPU on Earth.
The new bottleneck (at least for me) is processing speed.
