This guide breaks down a fast-learning method for new roles by sorting information into three buckets—facts you must memorize, processes you learn by doing, and concepts you link together. It offers concrete tips on organizing working-memory facts, shadowing peers on key workflows, and building mental models to accelerate understanding.

This article shows how to combine Obsidian for note capture, Claude Code for automated knowledge processing, and Hermes Agent for continuous task execution into a single system that scales a one-person company. Built in sequence, the vault accumulates raw inputs, the AI agent organizes and connects your knowledge, and a background agent handles repeatable tasks while learning from each run.

Mintlify integrates AI into every stage of documentation, from drafting and editing with a context-aware agent to guided user conversations via an AI assistant. It supports standards like llms.txt and MCP, offers enterprise-grade migration services, and meets SOC 2 requirements with SAML-based SSO.