codemem is not trying to become a vague bucket of notes. It is trying to preserve the kinds of technical context that become expensive when lost: observations, decisions, traces of debugging, and patterns that matter later.
Local-first
The default posture is that your working memory should stay close to your work. Hosted systems can exist, but they should not be the only way the tool remains useful.
Structured memory
Engineering context becomes more useful when it is shaped well enough to retrieve later. A vague pile of markdown and chat logs is not the same thing as durable recall.
Agent-heavy workflows
codemem fits especially well in workflows where coding agents, shell commands, quick research, and long-running implementation loops generate context faster than humans want to reassemble it from memory.
Local-first, then sync
The tool should remain useful on one machine. Peer-to-peer sync extends that value across machines when you want continuity, without forcing every workflow through a hosted service.