Hardware●●●Banger
A bedside camera detects REM sleep and agrees with a clinical EEG
Contactless REM detection validated against clinical EEG without wearing electrodes.
WizardryBig BrainNiche Gem
MichaelCoder
10015d ago
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My AI runs a nightly pipeline like REM sleep – just Markdown files
by marciopuga·Mar 25, 2026·157 points·49 comments
AI Analysis
●●●BangerBig BrainZero to OneNiche Gem
Nightly REM sleep pipeline consolidates AI memory without a database.
Strengths
- •Filesystem-as-interface makes every state change visible and editable in git.
- •Active nightly consolidation rewrites rules instead of passively accumulating context.
- •Three-tier memory structure mimics human recall without vector search overhead.
Weaknesses
- •Tightly coupled to Claude Code, limiting use with other LLM clients.
- •Model-maintained file structures risk drift or corruption without strict validation.
Category
Target Audience
Developers using Claude Code, AI engineers experimenting with agent memory
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Mem0 · Zep · LangChain Memory
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