Developer Tools
DeepSeek V4.1-Flash Makes AI Cost a Cache Problem
DeepSeek’s new open-weight model promises to shrink the memory bill for long-running agents. The engineering claim is meaningful, but buyers still have to price the whole workflow—not just the token line item.
Google Cloud Gives Coding Agents a Portable Plugin—With IAM Guardrails Attached
Google has packaged Cloud knowledge and actions for coding agents. The practical benefit is less hand-wired setup; the operational risk is treating a plugin install as proof of least privilege, current documentation or a traceable infrastructure change.