A deep technical tour of Percival, our self-hosted AI operator — 28 MCP servers (213 tools) wired to every system at Rainier IT, 7 autonomous background workers, Claude Haiku over a LiteLLM proxy with Ollama fallback on a GPU LXC, pgvector memory, prompt caching, three-tier approval gates, and WebSocket streaming.
Category: AI & Chatbots
Articles about artificial intelligence, chatbots, and automation solutions
Claude Code + the Karpathy Guidelines: A Saner AI Coding Workflow
How I install Anthropic’s Claude Code CLI plus the Superpowers and Karpathy-guidelines plugins from the marketplace — and why this combination turns an LLM from helpful-looking autocomplete into a junior engineer who has read the handbook.
Meet “Percival the Great” : The Always-On AI Agent
Behind the scenes: how Rainier IT built Percival, an always-on AI operations agent that watches every client system, answers in plain English, and asks permission before it does anything risky.
Creating Percival, our AI Staff Writer
So we are hiring a new staff writer named Percival, and when I say we have to train this guy, I mean we really have […]
What Questions Should Your AI Chatbot Be Able to Answer?
After implementing AI chatbots for businesses across various industries, I have learned one critical lesson: the difference between a chatbot that captures leads and one […]