Memory & Continuous Improvement
A useful business agent must remember more than a chat transcript.
Memory layers
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
Zettelkasten-style links
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.
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