AI GlossaryㅋTechnical words in the news
copy-on-write
A storage technique where copies share the original data until someone tries to change it, at which point a real copy is finally made.
In plain words
Copy-on-write makes something look like it's been copied, while actually delaying the real copying until it's truly needed. It's like handing out a single contract to several people as if each had their own copy—but really, everyone is looking at the same original document. Only when someone actually tries to edit even a single line does a genuine copy get made just for them. If no one touches it, no copy is ever created.
This approach is useful because of speed and space. Copying an entire file or program's full state every single time takes a lot of time and storage. But if only the changed parts get saved later, the cost of copying drops dramatically. So when you need to roll back to an earlier point in a process, you don't have to have made a full duplicate of that state in advance—you can rewind lightly, only when it's actually needed.
How it shows up in the news
The article describes an AI agent execution recording tool called Shepherd, noting that it "saves the agent process and filesystem state together using copy-on-write." This is said to make rolling an agent back to a specific point in time much faster and cheaper. It's worth noting, though, that copy-on-write isn't a technology unique to Shepherd—it's a general storage optimization technique that's been used across computer systems for a long time.
See also
Stories using this term
- Shepherd, open-source runtime for rewinding agent execution unveiledAI · 2026.08.09
- OpenAI Reveals Frontier Companies' Token Gap Has Widened to 8.3xAI · 2026.09.02
- OpenAI disbands catastrophic-risk team, scatters its work across departmentsBusiness · 2026.08.16
- Hermes Agent builds its own skills the more you use itAI · 2026.08.24
- Restaurant AI agent startup Owner raises $240 million Series DBusiness · 2026.08.29
- Hermes Agent Declares "Fully Open to Forking and Self-Hosting"AI · 2026.08.21
