For the complete documentation index, see llms.txt. This page is also available as Markdown.

Memory & Continuous Improvement

A useful business agent must remember more than a chat transcript.

Memory layers

Layer
Example

Companion identity

Stable abilities, style, and long-term professional learning

Team role

How Finance prepares invoices for this business

Job

Facts and evidence specific to one client engagement

User

The owner's preferences and generation history

Source notes

Files, captures, approvals, outcomes, and linked references

BonzAI stores small useful notes connected by source, topic, entity, sequence, and meaning. Local semantic search finds relevant notes without loading the complete archive into every prompt.

Learning safely

Only verified or approved outcomes should become strong process memory. Failed attempts remain useful as evidence but should not be promoted as best practice.

Memory can support later evaluation or reinforcement learning by preserving the input, action, outcome, human feedback, and provenance needed to construct training examples.

Last updated