Most AI at work still behaves like a chatbot in a side panel: you open it, you ask, you copy the answer back into wherever the work actually lives. Anthropic's newly announced Claude Tag points at a different model — and it is worth understanding regardless of which vendor you use.
The idea: Claude joins your team. Starting in Slack, you grant it access to selected channels and connect it to chosen tools, data, and codebases. Then anyone can tag @claude and hand off a task while they do other work. Anthropic says 65% of its product team's code is now created by an internal version of this.
What makes a "tagged agent" different from a chatbot
Multiplayer — one agent per channel that everyone shares; anyone can see what it is doing and pick up where a colleague left off.
Learns over time — it builds context from the channels and data it is permitted to see, so people stop re-explaining background on every request.
