2-hop GraphRAG from any FC3 node reaches 60–80 causally connected nodes.
Flat cosine RAG ≈ 0 (no semantic surface).
PEMLAAM is the difference.
I(C;A) MUTUAL INFORMATION
Flat cosine RAG: I(C;A) ≈ 0
No causal structure. Semantic soup.
GraphRAG 2-hop: 60–80 causal nodes
LAAM graph provides causal paths.
DYNARUBE TRIGGER: any FC3 entry
Every entry can activate a dynarube voice resonance.
📊 LIVING GRAPH STATS
17,283
GRAPH NODES
FC3 fermented entries
80,979
GRAPH EDGES
Causal connections
4
EDGE TYPES
See below
~70
AVG 2-HOP REACH
Causal nodes per query
CAUSAL — event causes event
TEMPORAL — sequential ordering
SEMANTIC — meaning similarity
ADVERSARIAL — contradiction / challenge
🎙️ DYNARUBE CONNECTION
Every FC3 entry is a potential DYNARUBE trigger.
DYNARUBE = dynamic voice resonance engine. When a LAAM node has high diamond score + cross-layer causal chains, DYNARUBE activates the matching voice persona.