Adopt cf_core.memory (mnemo) for persistent knowledge graph #65

New issue

Closed

opened 2026-06-03 18:33:57 -07:00 by pyr0ball · 1 comment

pyr0ball commented

2026-06-03 18:33:57 -07:00

Owner

Summary

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

turnstone-specific use

Log diagnostics: remember recurring error patterns, which fixes worked for which log signatures, correlations between events and system state. Turnstone users return to the same recurring issues repeatedly — memory makes each session aware of prior investigations.

Implementation

No product-level implementation needed beyond:

Adding the mnemo sidecar to the product compose stack (via cf-core compose template)
Calling cf_core.memory.remember(conversation) after each user interaction
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)

## Summary Once circuitforge-core#63 lands (mnemo as a shared `cf_core.memory` module), turnstone should adopt it. ## turnstone-specific use Log diagnostics: remember recurring error patterns, which fixes worked for which log signatures, correlations between events and system state. Turnstone users return to the same recurring issues repeatedly — memory makes each session aware of prior investigations. ## 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)

pyr0ball commented

2026-06-03 19:11:11 -07:00

Author

Owner

Blocked on cf-core memory module — now shipped in circuitforge-core. Adoption tracked separately once mnemo sidecar is wired into compose.