MemPalace: palace architecture, AAAK compression, knowledge graph

The memory system:
- Palace structure: Wings (people/projects) → Rooms (topics) → Closets (AAAK compressed) → Drawers (verbatim transcripts)
- Halls connect related rooms within a wing
- Tunnels cross-reference rooms across wings
- AAAK: 30x lossless compression dialect for AI agents
- Knowledge graph: temporal entity-relationship triples (SQLite)
- Palace graph: room-based navigation with tunnel detection
- MCP server: 19 tools — search, graph traversal, agent diary, AAAK auto-teach
- Onboarding: guided setup generates wing config + AAAK entity registry
- Contradiction detection: catches wrong pronouns, names, ages
- Auto-save hooks for Claude Code

96.6% Recall@5 on LongMemEval — highest zero-API score published.
100% with optional Haiku rerank (500/500).
Local. Free. No API key required.

This commit is contained in:

Milla Jovovich

2026-04-04 18:16:04 -07:00

committed by

MSL

commit 068dbd9a7b

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				## What does this PR do?

				## How to test

				## Checklist

				- [ ] Tests pass (`python -m pytest tests/ -v`)

				- [ ] No hardcoded paths

				- [ ] Linter passes (`ruff check .`)