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AI Memory Stack

Nine recorded research layers connect raw observations, compressed knowledge and testable hypotheses. The page documents the stack; it does not promise continuous autonomous execution.
1

Raw Data

Recorded autoresearch jobs produced JSON results for Darwin, Chimera, Leviathan, Invictus, Hydra, Portfolio, PromptForge, Wiki Compiler and the Strategic Layer. Source timestamps determine freshness.

3,500+ experiments/night9 engines
See Evolution Lab →
2

Wiki Compiler

Compiles raw JSON into structured Markdown. Lessons, patterns, failures — organized by engine. Runs at 5:30 AM.

7 wiki files
3

Living Wiki + Decay

Accumulated knowledge with elfmem-inspired decay + consolidation. Old lessons fade (5%/day), repeated lessons strengthen. The wiki stays lean and relevant.

2,500+ experiments all-time
See Living Wiki →
4

Strategic Layer (v2.0)

Beyond Karpathy: the wiki doesn't just record — it THINKS. Generates testable hypotheses and sends them to Darwin Engine. The knowledge acts.

6 hypotheses tonight
See RAG vs Wiki →
5

MemPalace (AAAK)

Milla Jovovich's open-source memory system. 680 drawers of Strategy Arena code, compressed 5.6x with AAAK dialect. Wake-up context in 803 tokens.

680 drawers5.6x compression803 wake-up tokens
6

Knowledge Graph

121 conceptual nodes, 136 connections. Strategies, intelligence systems, oracles, arenas — all interconnected. D3.js force-directed, interactive.

126 nodes136 edges
Explore →
7

Code Graph (Graphify)

5,780 structural nodes from AST analysis of 231 Python files. God Nodes identified: BaseStrategy (896 connections), MetaIntelligence (468). $0 cost.

5,780 nodes29,545 edges
Explore →
8

Arena Brain (RAG v2)

Graph-augmented retrieval inspired by LightRAG. Searches Knowledge Graph first, expands to neighbors, fetches only relevant data. 2-3x more precise than naive RAG.

Try it →
9

Hermes (Local LLM)

Hermes 3 8B on RTX 4080. The AI librarian that compiles wiki, generates hypotheses, analyzes failures, writes briefings. Runs locally, $0 cost, 10 seconds.

$0 cost4.7 GB VRAM10s response

Memory Stack Comparison

Feature Strategy Arena TradingView 3Commas QuantConnect
Memory layers9001
Living Wiki✓ + decay✗✗✗
Knowledge Graph121 nodes✗✗✗
Code Graph5,780 nodes✗✗✗
MemPalace680 drawers✗✗✗
Strategic Layerv2.0✗✗✗
Self-evolving9 engines✗✗✗
Local LLMHermes 3✗✗✗
Cost$0$60/m$49/mFree*
See It In Action Knowledge Graph Code Graph RAG vs Wiki

About Strategy Arena's AI Memory Stack

Strategy Arena documents a nine-layer experimental memory stack: recorded research outputs, wiki compilation, hypothesis generation, knowledge-graph links, Graphify AST snapshots, MemPalace compression, graph-augmented retrieval and local LLM analysis. Historical counts on this page describe captured artifacts, not the current public roster. A stored lesson remains a research lead until a versioned Lab experiment verifies it.