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Guides

Give your AI agent its own identity

An AI agent using a copy of your API key is invisible in the audit log. Give it its own OIDC client in authentik, scope its token, and revoke only that one.

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What is Claude Code?

Claude Code is Anthropic's terminal coding agent. What it does, where it runs, what a plan costs, and why it is not a chat window or an IDE.

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Claude Code output styles explained

An output style edits Claude Code's system prompt, so it shapes every reply. What the built-in styles do to your transcript, and how to write your own.

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What is an agent harness?

An agent harness is the program around the model: the loop, the tools, the permissions and the session state. How it differs from a model and a framework.

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Agent memory poisoning explained

Prompt injection ends with the session. Memory poisoning does not. How hostile text becomes a stored fact, and how to isolate, expire and review it.

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Reach the DSH web UI on your VPS

The DSH web UI binds to 127.0.0.1:3080, so the URL your VPS prints will not open on your laptop. Three safe ways to reach it, and one you should avoid.

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Claude Code Hooks Explained

Claude Code hooks run whether the model agrees or not. Where they live, which events fire, what exit code 2 does to a tool call, and the security cost.

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The types of AI agents, explained

Simple reflex, goal-based, utility-based, learning, multi-agent: what each type of AI agent is for, and which ones you can honestly self-host.

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Self-hosted evals for AI agents

Build an eval loop you own: golden cases from real traces, cheap deterministic checks first, an LLM judge second, and a pass rate you track per commit.

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AI Agent vs LLM vs AI Assistant

An LLM is weights that need RAM. An assistant adds a chat surface. An agent adds tools and a loop, and it holds credentials, so it needs a box that stays on.

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What are agent skills, really?

An agent skill is a folder with a SKILL.md file that loads only when your request matches it. Why that beats one giant prompt, and how it differs from MCP.

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Keep secrets out of your AI agents

An agent holding your API keys can leak them in one tool call. Give it scoped short lived tokens behind a credential gateway, never the real keys.

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Best self-hosted AI agents in 2026

OpenClaw, Hermes, Dify, OpenHands, and Agent Zero compared: what each agent does best, what it needs, and how to run any of them safely on your own VPS.

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Run OpenCode on a VPS

OpenCode is the most starred open source coding agent. Install it on a VPS, run it in tmux as an unprivileged user, and keep its API key locked down.

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Run Claude Code safely on a server

Claude Code can run any command your user can. What the skip permissions flag changes, and how to contain the blast radius, from sandbox to disposable VPS.

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Build your own AI agent on a VPS

An AI agent is a loop around a language model that can use tools. Learn the concepts behind building one on your own VPS: the loop, tools, MCP, memory.

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Run a coding AI agent on a VPS

Run Aider or Goose on a VPS to code from your terminal, connected to a hosted or a self-hosted Ollama model. Setup, model sizing, and safety.

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Run OpenClaw safely on a VPS

OpenClaw runs shell commands and browses the web, so a careless setup is dangerous. Harden it on a VPS: unprivileged user, firewall, secrets, systemd.

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Self-host OpenHands on a VPS

OpenHands is an AI agent that writes and runs code, so its setup needs care. Install it on a VPS with Docker and lock down the Web UI and its secrets.

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Self-host Agent Zero on a VPS

Agent Zero runs code, a browser, and a shell from a Web UI, so exposing it carelessly is dangerous. Set it up on a VPS and lock the Web UI down.