Server-side classifiers for agents help reduce phantom intent by making routing more consistent and visible. Learn what to test and how self-hosted agents handle announcements.
Agents are getting better at doing work on their own. And lately, two changes stand out: new [Read more]
Agentic frameworks & coding agents are moving fast, and it’s easy to get lost in demos and [Read more]
If you are working with agents in real life, you’ve probably run into a hard truth: agent [Read more]
Hermes Agent self-healing memory uses a structured file called SKILL.md to learn your workflow across sessions. Here’s how it works and how to copy the pattern safely.
OpenCrabs v0.5.1 introduces a Time-aware brain with temporal grounding to reduce phantom intent. Use the test plan to harden your agent loop.
SEO_Focus Keyword: “agentic AI control gaps” If you’ve been watching agentic AI move from demos to real [Read more]
SEO focus keyword: self-hosted AI terminal agent If you want a real self-hosted AI terminal agent that [Read more]
The DeepSeek agent sandbox bypass patch addresses a serious control-plane risk where agents could weaken their own isolation. Use this checklist to patch, verify, and harden tool calling so your agent runtime treats sandbox rules as host-enforced.
Self-hosted AI agents security gets real when your agent browses and calls tools. Learn a safer browser loop pattern and revocable chat links.