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teolex2020/AuraSDK

v1.3.1 Feature

This release adds 1 notable feature for engineering teams evaluating rollout.

Published 3mo AI Agents & Assistants
✓ No known CVEs patched
Read the diff → Tool health → What is this tool? →

✓ No known CVEs patched in this version

Topics

agent ai ai-agents cognitive embedded encryption
+5 more
llm memory offline python rust

Summary

AI summary

Recall_structured performance improved up to 11.4x faster.

Full changelog

Performance: recall_structured 10x faster

Eliminated O(n) record cloning in the RRF pipeline + added StructuredRecallCache.

| Records | Before | After | Speedup |
|---------|--------|-------|---------|
| 1K | 15 ms | 2.6 ms | 5.8x |
| 5K | 58 ms | 5.1 ms | 11.4x |
| 10K | 94 ms | 8.6 ms | 10.9x |

Warm recall (repeated queries): ~0.07ms constant time regardless of record count.

View diff on GitHub

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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]