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Claude Code’s new multi-agent Projects feel useful, but also a little slippery

What jumps out to me is not the “multiple agents” part. That’s been the industry’s favorite demo for a while. The interesting bit is that Anthropic is trying to make the whole thing feel like a managed workspace instead of a pile of disconnected chats. Shared memory, shared goals, shared files, a coordinator, branches, merge conflicts — that’s the language of software teams, not chatbot toys. That makes the feature sound more credible than a lot of agent talk.

But I’m still a bit skeptical of the mental model. Once you have one coordinator and a bunch of threads, you’re basically rebuilding a project management layer on top of a coding agent. Maybe that’s exactly what people want. Or maybe it becomes another place where the model appears organized while quietly producing a mess that still needs a human to sort out. “Merge conflict just like any other PR” is doing a lot of work there. A merge conflict in a normal repo is a known annoyance; a merge conflict between several semi-autonomous agents is potentially a sign that the abstraction is already leaking.

The thing I’d actually want to try is whether this helps on real, annoying repo tasks where parallelism matters: one agent tracing tests, another digging through architecture, another drafting a change. If the coordinator genuinely keeps the threads from trampling each other, that’s useful. If not, it’s just more surface area for the same old failure modes. Anthropic saying local tools are coming “very soon” is nice, but I’d wait to see how clunky the cloud workflow feels before getting excited about the next layer.

There’s also a broader pattern here that’s hard to ignore. Everyone is racing to turn coding assistants into something that looks like a team of agents, but the product challenge is less “can we spawn more models?” and more “can we keep the work legible?” That’s the part I’d watch. Not the agent count.

Reference: Claude Code relaunches Projects to manage multiple AI agents in the cloud

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