kael-bit/engram-rs

v0.12.1 Feature

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

Published 3mo AI Agents & Assistants

View tool

✓ No known CVEs patched

Read the diff → Tool health → What is this tool? →

✓ No known CVEs patched in this version

Topics

agents ai ai-agents ai-memory claudecode mcp

+4 more

mcp-server openclaw rust sqlite

Summary

AI summary

Introduced a self‑organizing topic tree with hierarchical clustering, LLM naming, and a new 4‑segment resume format.

Full changelog

What's New

Topiary: Self-Organizing Topic Tree

Hierarchical memory clustering via k-means with L2-normalized centroids
Background worker with 5s debounce, triggered by embed flush, consolidation, and memory deletion
LLM-powered topic naming (batch 30, dirty flag tracking)
Cached in DB for zero-latency resume reads

4-Segment Resume

New format: Core → Recent → Topics → Triggers
Topics section: named topic index with drill-down IDs
Triggers section: aggregated from all layers

API

POST /topic — retrieve full memories for specific topics by ID
Resume JSON includes topics and triggers fields

Web UI

Resume page adapted to 4-segment format
New Topics page with click-to-expand drill-down
LLM Usage: added naming and embed_queue descriptions

Bug Fixes

Fix triggers not showing in resume (JSON array parse bug)
Fix Topics header showing only Working+Buffer counts (now includes Core)
Trigger topiary rebuild on memory delete (single + batch)
Remove redundant inline trigger tags from Core section

MCP

[email protected]: added engram_topic tool

Full Changelog: https://github.com/kael-bit/engram-rs/compare/v0.12.0...v0.12.1

View diff on GitHub

Weekly OSS security release digest.

The CVE patches and breaking changes that affected production tools this week. One email, every Sunday.

No spam, unsubscribe anytime.

Share this release

Share on X Share on Bluesky

Track kael-bit/engram-rs

Get notified when new releases ship.

About kael-bit/engram-rs

Hierarchical memory engine for AI agents with automatic decay, promotion, semantic dedup, and self-organizing topic tree. Single Rust binary, zero external dependencies.

All releases →