What happened
Local-first AI is getting attention because people want assistants to use files, notes, repos, and private context without uploading everything to a hosted app. MCP servers, file connectors, and desktop clients make that easier to try.
Why it matters
Assistants are only as good as their context, and context is often sensitive. Local-first setups let you choose which folders or repos the model may see. That beats pasting excerpts into chat and hoping the model remembers.
Directory impact
Connect Claude Desktop, filesystem MCP, Notion MCP, local agents, and planning skills. Someone searching “local AI” may need both a client and a sane way to wire context.
What to watch next
Expect tighter focus on permission prompts, audit trails, and sync edges. The workflows that stick will say plainly what can be read, what can be written, and how to roll back bad output.