This release adds 3 notable features for engineering teams evaluating rollout.
Published 26d
AI Agents & Assistants
✓ No known CVEs patched
✓ No known CVEs patched in this version
Topics
agent
ai
ai-agents
cognitive
embedded
encryption
+5 more
llm
memory
offline
python
rust
Summary
AI summaryTopology 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-backedTopologyStore.
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
staticRecord.connections. Opt-in; public API unchanged.
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About teolex2020/AuraSDK
Persistent cognitive memory for Claude Desktop. Sub-ms recall, offline, encrypted.
Related context
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Beta — feedback welcome: [email protected]