Ruflo — обучение агентов на накопленных паттернах

research

agentdb-learning is a Claude Code skill that enables learning-plugin creation and training within the Ruflo multi-agent orchestration platform, which supports Claude Code, Cursor, Codex, Copilot, Gemini, and 12+ other AI coding agents. Part of the Ruflo v3.31.0+ ecosystem, it leverages a hybrid SQLite+AgentDB backend with HNSW-indexed semantic search to give agents persistent memory and pattern-based learning across sessions. The skill supports adaptive routing decisions through Ruflo's 3-tier model routing system, allowing agents to refine strategies over time — useful in browser automation, multi-step pipelines, or any task requiring accumulated experience. It's aimed at ML engineers and developers building self-improving agents on top of LLMs with MCP tooling.