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teolex2020/AuraSDK

v1.5.5 Feature

This release adds 3 notable features for engineering teams evaluating rollout.

✓ No known CVEs patched
Read the diff → Tool health → What is this tool? →

✓ No known CVEs patched in this version

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agent ai ai-agents cognitive embedded encryption
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llm memory offline python rust

Summary

AI summary

Topology substrate adds a shared, decayable weighted graph with learning and maintenance mechanisms.

Full changelog

v1.5.5 — Learned weighted-graph topology substrate

Connection strengths that recall reinforces and maintenance decays.

Added

  • Topology substrate — shared, decayable weighted graph (Topology,
    Edge, NodeId, node_id_for) with serde-backed TopologyStore.

Changed

  • Recall learns connections — co-surfaced records reinforce their edge.
  • Maintenance ages the topology — un-reinforced edges decay (use-it-or-lose-it).
  • Causal discovery reads learned weights — prefers learned topology over
    static Record.connections. Opt-in; public API unchanged.

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About teolex2020/AuraSDK

Persistent cognitive memory for Claude Desktop. Sub-ms recall, offline, encrypted.

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Related context

Beta — feedback welcome: [email protected]