Claude Cowork vs Claude Code: how to choose
Cowork runs in an Anthropic sandbox and touches folders you connect. Claude Code runs on your machine or VPS. Where each one fits, checked August 2026.
#agents
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Claude reached its tool-use limit for this turn
This message means Claude used up the tool calls allowed in a single turn. It is separate from your plan quota. Here is how to finish the task.
Run Meta Muse Glimmer 30B on a VPS
Muse Glimmer tags run from 17GB to 59GB. Work out the RAM and disk a rented Linux VPS needs before you pull, and what CPU only inference costs.
AI agent cost control on an always-on VPS
An unattended agent bills every loop with nobody watching. Hard caps, task budgets, prompt caching, batching, and the usage fields that show the spend.