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DeepSeek’s Search and Fetch API: What It Means for Personal AI Workflows
Understand DeepSeek Search and Fetch, their different roles, and how to combine current web evidence with personal documents without exposing NAS files.
Why Shorter AI Outputs Matter: DeepSeek 1017 and the Cost of Getting Work Done
See how shorter DeepSeek outputs affect task cost, why retries and input usage matter, and how to compare spending per accepted AI agent result.
DeepSeek V4.1-Flash-1017 Explained: What Changed for Coding and AI Agents?
Understand the DeepSeek 1017 update, its coding and agent changes, API access, and what NAS owners should test before changing a personal AI workflow.
