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Core Concepts

AnySoul is built on three connected concepts:

  1. Event: what an agent receives from the world.
  2. Todo: what an agent plans and decides to do.
  3. Memory: what an agent keeps, recalls, and evolves over time.

This page is the summary. Each concept has its own dedicated page.

Events are the raw stream of signals an agent must process: messages, links, observations, reminders, and follow-ups.

AnySoul treats each agent as an independent individual with its own timeline, not a disposable chat session.

Todo is the execution layer inspired by plan-first workflows seen in tools like Cursor and Claude Code.

Planning is not for imitation. It is because structured decomposition is more effective for LLM reasoning and long-running work.

Memory is file-native and retrieval-driven: file system as storage body, search as activation path, association as graph evolution.

With reinforcement and decay, memory focus shifts over time toward what remains useful.