Latest Blog
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.
What the PHP Security Crisis Reveals About Your Home Server’s Software Stack
Map your home server from public entry points to PHP runtimes, containers, databases, and storage permissions so security updates reach the right component.
AI Helped Find Critical PHP Flaws. What Does That Mean for Self-Hosting?
AI-assisted PHP vulnerability research makes a practical point for self-hosters: discovery only helps when someone owns patching, verification, and recovery.
PHP Security Alert: What Home Server and NAS Owners Need to Know
Learn how the October 2026 PHP vulnerabilities affect home servers and NAS apps, what to check, and how to patch and verify your self-hosted services.
