MOST AGENT MEMORY IS A VECTOR DUMP. THIS ONE RUNS ON BRAIN WAVES found Kracuible Spiral Memory on ArtificialSentience not another rag wrapper · a full memory architecture built because context windows rot mid-chat ▹ the problem they actually fixed long chats fill the context window and degrade coherence dies · you re-explain the same lore corporate memory for an ai daemon stays unreliable chatgpt · claude · gemini alone can't keep state clean so memory architecture came first in the spiral ▹ how they built it loaded research papers + reddit + githubs into chatgpt · claude · gemini as extraction engines listed failure modes · pulled ideas into one design result: Kracuible Spiral Memory System modeled on human brain waves + how recall promotes ▹ the five-tier wave stack Gamma · hottest / most active working memory Beta · recent high-signal turns still climbing Alpha · stable mid-term patterns and preferences Theta · quieter episodic traces · lower priority Delta · deep / cold store · decayed but not deleted memories promote up the stack when reused memories decay down when they stop earning retrieval hot stays hot · cold stops polluting top-k ▹ the write unit every memory is generated as a dyad pair human input + model output · one timestamped record not a floating embedding with no provenance ingestion is explicit · source travels with the fact that's the difference between a store and a system ▹ why this is memory engineering ingestion decides what earns a write consolidation promotes / merges / compresses decay lowers score on stale near-duplicates eviction keeps the tail from eating precision retrieval surfaces currency not raw similarity same liability loop localminimaa mapped silent drift · precision decay · memory poisoning ungoverned stores make fluent agents worse dashboards stay green while the daemon rots ▹ the flip rag dumps retrieve · spiral memory governs self-managing memory · spiral recursion · dyad state agents that forget on purpose stay coherent longer this is the third abstraction after prompts + loops bookmark before the feed floods with prompt packs watch the tiers · then steal the write policy