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Claude Code Projects turns one engineering goal into parallel cloud-agent branches

The important change is not simply that Claude can run several agents. Projects now owns decomposition, shared context, branch isolation and progress coordination across full Claude Code sessions, while the trade-offs become usage burn, cloud-only execution and ordinary merge conflicts when parallel work overlaps.

Anthropic’s Model Hardware Standard gives AI agents a shared interface for physical devices

MHS is an attempt to make microscopes, liquid handlers, robotic arms and other programmable hardware look like a consistent tool surface to AI agents. It is still a research preview, but the interoperability layer is already being tested with research institutions and hardware vendors.

LiteLLM 1.107.0 was backdoored on PyPI and Docker: startup hooks stole credentials even without an import

The unusual risk is that Python startup hooks execute without an application importing LiteLLM, while the public source tag lacked the malicious files. Check the exact installed wheel or image digest, not just the repository.