Field Notes
Dispatches from the work of building continual learning. Research, customer stories, and other artifacts.
Issue
No.
3
Format
Field Report
Author
Chuck Tang
Date Published
Multi-LoRA Training for Continual Learning
A concurrent multi-LoRA platform for continual learning: 3.14× faster, open-sourced in SkyRL with UC Berkeley Sky Lab and Anyscale.
What’s on the bookshelf
Field Report
Field Report
Chuck Tang
Multi-LoRA Training for Continual Learning
A concurrent multi-LoRA platform for continual learning: 3.14× faster, open-sourced in SkyRL with UC Berkeley Sky Lab and Anyscale.
Field Report
Field Report
Neil Kale
Scaling SDPO
How we extended SDPO to learn from production data: single rollouts, off-policy, with a 5x improvement on APEX over zero-shot.
Essay
Essay
Ronak Malde
The Pioneers of Continual Learning
A look at four pioneers (Harvey, Clay, Decagon, and Mercor) building products that learn from how they're used, and how Trajectory is partnering with them to make continual learning real in production.
Essay
Essay
Arjun Karanam
Continual Learning: End of Frozen Software
Our case for continual learning, and why it's the next era of software.
