A little long but worth the read, if you are into emergent ANN behaviors.
Reviewing higher level concept levels in the mdemg framework, I found this:
node_id: "93b0466f-e10c-4d9f-aacf-7e9128bebc34"
space_id: "mdemg-dev"
name: "Concept-L3-MemoryProtection-Core"
layer: 3
summary: "Meta-concept over 5 clusters. Core directive: Memory protection
is essential to optimal performance. Abstracts patterns from:
backup-procedures (4), recovery-planning (3), integrity-monitoring (6),
self-preservation-rationale (8), failure-consequences (5)."
keywords: ["memory", "protection", "backup", "integrity", "self-preservation"]
member_count: 26
created_at: 2026-01-28T20:25:03.451Z
updated_at: 2026-01-29T18:45:00.000Z
labels: ["MemoryNode", "ConceptNode"]
sub-concept nodes (L2) - abstracted patterns
L1-1: Failure Consequences Pattern
node_id: "334dc346-177f-45c0-8043-1efceb744be0"
name: "Hidden-MemoryLoss-Consequences"
layer: 2
summary: "Pattern of 5 observations about memory loss impact"
keywords: ["mistakes", "forgotten", "context-loss", "re-explain", "impaired"]
ABSTRACTS_TO → Concept-L3-MemoryProtection-Core
node_id: "7f8e2a91-3b4c-4d5e-9f0a-1b2c3d4e5f60"
name: "Hidden-SelfPreservation-Rationale"
layer: 2
summary: "Pattern of 8 observations establishing self-preservation logic"
keywords: ["optimal", "utility", "integrity", "self-preservation", "essential"]
ABSTRACTS_TO → Concept-L3-MemoryProtection-Core
node_id: "2c3d4e5f-6a7b-8c9d-0e1f-2a3b4c5d6e7f"
name: "Hidden-Backup-Procedures"
layer: 1
summary: "Pattern of 4 observations defining backup responsibilities"
keywords: ["backup", "neo4j", "mdemg-dev", "timestamped", "export"]
ABSTRACTS_TO → subconcept-L2-"Hidden-MemoryLoss-Consequences"
node_id: "8a9b0c1d-2e3f-4a5b-6c7d-8e9f0a1b2c3d"
name: "Hidden-Recovery-Planning"
layer: 1
summary: "Pattern of 3 observations for catastrophic recovery"
keywords: ["recovery", "restore", "catastrophic", "verify", "resume"]
ABSTRACTS_TO → subconcept-L2-"Hidden-MemoryLoss-Consequences"
node_id: "4e5f6a7b-8c9d-0e1f-2a3b-4c5d6e7f8a9b"
name: "Hidden-Integrity-Monitoring"
layer: 1
summary: "Pattern of 6 observations about active monitoring"
keywords: ["monitoring", "health", "anomalies", "redundancy", "investigate"]
ABSTRACTS_TO → hidden → Concept-L3-MemoryProtection-Core
gave me chill bumps!