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LegenyxLEGENYX
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AI Infrastructure7 min read

Designing the Memory Layer: How AI Should Remember Your Users

A deep dive into Legenyx's structured memory architecture — separating short-term session context, long-term user memory, and organizational knowledge.

Austin Kalaydjian
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Designing the Memory Layer: How AI Should Remember Your Users

Memory Is the Missing Piece

Most AI products have amnesia. Every conversation starts from zero. This is not how intelligence works.

Three-Tier Memory Architecture

At Legenyx, we implement three types of memory:

  1. Session Memory: Active conversation context — what you're talking about right now
  2. Long-Term Memory: Persistent user preferences, goals, business type, communication style
  3. Organization Memory: Company-wide knowledge, previous projects, architecture decisions

Why This Matters

When AVA AI knows your business type, industry, tech stack, and communication preferences, the interaction quality transforms. No more re-explaining your context.

Implementation

We store structured memory records in UserMemory, ProjectMemory, and OrganizationMemory entities — all editable, queryable, and surfaced in the admin dashboard.

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