Topic
Ollama
Start here: From Ollama to a Private Endpoint: Keep Privacy, Drop Ops (2026) — DeAI's reference piece on this topic.
Security feeds flag a botnet living inside self-hosted AI stacks
Security X accounts are amplifying Lumen's PoeLLM findings: 3,400+ servers running LiteLLM and Ollama hijacked since April, with C2 hidden in a GitHub poem.
36,769 self-hosted AI endpoints are reachable online — 2.02% gated
A scan counted 36,769 self-hosted AI endpoints online, and only 741 (2.02%) asked for authentication. Self-hosted privacy means nothing without a perimeter.
152,137 exposed Ollama servers found in year-long scan
A year-long internet scan counted 152,137 publicly reachable Ollama servers on port 11434, and barely 3% patched known flaws. Self-hosters must act.
From Ollama to a Private Endpoint: Keep Privacy, Drop Ops (2026)
Move from self-hosted Ollama to a hosted private LLM endpoint with one config change — plus the security, zero-retention, and provider checks that matter.
What Is an OpenAI-Compatible API? Why It Kills Vendor Lock-In (2026)
An OpenAI-compatible API speaks OpenAI's request/response format, so switching providers is a one-line base-URL change. How it works, and why it kills lock-in.
Self-Hosting vs Inference APIs in 2026: The Real Cost Math
Is self-hosting an LLM cheaper than an API? It hinges on one number: your break-even token volume. Here is the cost framework and a worked example.
