stas4000/ai-operator-kit

AI Operator Kit is a small collection of documents rather than a piece of software, sharing practical patterns for running AI agents in real, everyday business use rather than as experiments. The author says the ideas come from systems that have actually been running for months, including a personal AI assistant on Telegram, automated sales and content processes, and loops that let an AI improve its own work overnight. The kit is made up of four main documents. One is an agent instruction file meant to turn a coding assistant into something that reliably finishes tasks instead of just suggesting ideas, built around rules for verifying work and following through on fixes completely. Another describes a five layer memory system meant to help a long running AI assistant stay consistent and useful even after months of daily use, designed so that if one layer fails, the rest still work. A third document explains an overnight self improvement loop, where the AI changes one thing at a time, measures an honest result, and only keeps changes that actually help. The fourth focuses on catching cases where an AI acting as a judge of quality is giving misleading feedback, which could otherwise send an automated improvement process in the wrong direction. Everything is written in plain language before getting into specifics, and is meant to be copied and adapted directly rather than just read as theory. This project suits people building or operating AI agents for real tasks, including non technical founders and small teams, not just software engineers. It is released under the MIT license, so it can be used and adapted freely, including for commercial purposes.