/oo-memory

oo-memory

persistent memory that makes agents smarter over time. three layers: what happened, what it means, what to do next.

three memory layers

raw events → patterns → procedures

episodic

what happened

every conversation, decision, and document is stored as it happens. timestamped, attributed, and encrypted. this is the raw record of expertise in action.

narrative

what it means

events are automatically grouped into themes and projects. the system finds patterns and tracks how understanding evolves over time.

strategic

what to do next

the system learns which workflows actually work and can execute them automatically. junior staff operate with senior judgment.

optional, post-launch

why this matters

expertise that stays, even when people don't

context never resets

your agents remember every project, every client preference, every workflow that worked. no starting over every conversation.

knowledge survives turnover

when senior people leave, their expertise stays in the system. agents trained on their decisions keep executing with their judgment.

client data stays isolated

each workspace has its own memory. an agent working with one client cannot access another client's data. zero leakage.

built-in audit trail

every memory entry is immutable and timestamped. who said what, when, and why. compliance-ready from day one.

under the hood

for those who want the technical details

storage & search

  • • relational database for structured data + vector database for meaning-based search
  • • hybrid retrieval combines keyword matching with semantic understanding
  • • smart chunking for large documents (pdfs, spreadsheets, web pages)
  • • format-specific processing for different content types

security & privacy

  • • aes-256-gcm encryption for all stored data
  • • workspace-level isolation enforced in the database
  • • visibility controls: personal, team-only, or published
  • • eu-only infrastructure. data never leaves europe