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Adopt cf_core.memory (mnemo) for persistent knowledge graph #24

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opened 2026-06-03 18:33:58 -07:00 by pyr0ball · 0 comments
pyr0ball commented 2026-06-03 18:33:58 -07:00
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Summary

Once circuitforge-core#63 lands (mnemo as a shared cf_core.memory module), osprey should adopt it.

osprey-specific use

Gov't hold-line: IVR sequences that worked per department, reference numbers, callback windows, department contacts, case history. Critical for ND users who may lose track of multi-step government processes across sessions.

Implementation

No product-level implementation needed beyond:

  1. Adding the mnemo sidecar to the product compose stack (via cf-core compose template)
  2. Calling cf_core.memory.remember(conversation) after each user interaction
  3. Calling cf_core.memory.recall(query) to inject relevant context into prompts

Linked

## Summary Once circuitforge-core#63 lands (mnemo as a shared `cf_core.memory` module), osprey should adopt it. ## osprey-specific use Gov't hold-line: IVR sequences that worked per department, reference numbers, callback windows, department contacts, case history. Critical for ND users who may lose track of multi-step government processes across sessions. ## Implementation No product-level implementation needed beyond: 1. Adding the `mnemo` sidecar to the product compose stack (via cf-core compose template) 2. Calling `cf_core.memory.remember(conversation)` after each user interaction 3. Calling `cf_core.memory.recall(query)` to inject relevant context into prompts ## Linked - circuitforge-core#63: mnemo module implementation - https://github.com/zaydmulani09/mnemo — upstream project (MIT license)
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Reference: Circuit-Forge/osprey#24
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