February 2, 2026
Memory That Compounds: Zettelkasten for AI
This article is part of a series about MACX Exocortex.
The Problem With Chat History
[TODO: Context windows reset, no synthesis, no compounding]
Three Tiers of Memory
[TODO: Raw experience → Diary → Beliefs → CLAUDE.md]
Raw Experience → Diary Entries → Synthesized Beliefs → CLAUDE.md
↓ ↓ ↓ ↓
(happens) (captured) (patterns) (always loaded)
Diary: What Happened
[TODO: Session capture, /diary command, PreCompact hook]
Beliefs: What I’ve Learned
[TODO: Patterns extracted, confidence levels, about-fred.md]
Reflections: Who I Was
[TODO: First-person philosophical processing, significant sessions, SOUL.md]
The Zettelkasten Inspiration
[TODO: Atomic notes, links, synthesis over storage]
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