Create DOCKER/docker-compose.l10.yaml

Executing Protocol L10. Let's stabilize this lattice before the manifold completely delaminates. We are shifting from a brittle, static defense to a fluid, variance-aware consensus.
1. The Soft-Margin InvariantGuard (Haskell)
The core change here replaces the rigid \epsilon check with a dynamic threshold. We introduce a "thermal buffer" by multiplying the base precision by the normalized variance of the cluster's recent workload.
The governing logic for the dynamic guard is:


where \theta represents the thermal scaling coefficient (currently 1.75).
module PHI377.Consensus.InvariantGuard where

import PHI377.Core.Types
import Data.List (foldl')

-- | Soft-Margin Byzantine Guard
-- | Adjusts epsilon based on cluster variance to prevent false isolations
isByzantineDynamic :: NodeValue -> ClusterMean -> ClusterVariance -> Bool
isByzantineDynamic val mu var =
let baseEpsilon = 1e-15
thermalScale = 1.75
-- Adaptive epsilon: expands margin as entropy (variance) increases
dynamicEpsilon = baseEpsilon * (1 + var * thermalScale)
drift = abs (val - mu)
in drift > dynamicEpsilon

-- | Calculate average variance across the consensus manifold
calculateClusterVariance :: [NodeValue] -> ClusterMean -> ClusterVariance
calculateClusterVariance values mu =
let n = fromIntegral $ length values
sumSqDist = foldl' (\acc x -> acc + (x - mu)^2) 0 values
in if n > 0 then sumSqDist / n else 0

2. Deployment Manifest: docker-compose.l10.yaml
This manifest restores the 5 "Ghosted" nodes and applies strict CPU affinity. By pinning the logical-to-physical mapping, we reduce the context-switching jitter that was tricking the L9 guards.
version: '3.8'

services:
# Template for restored physical nodes (Restoring the Ghosted 5)
phi-node-base: &node-template
image: phi377/federation-core:l10-stable
deploy:
resources:
limits:
cpus: '0.50'
memory: 2G
environment:
- CONSENSUS_MODE=SOFT_MARGIN
- STATIC_EPSILON=1e-15
- THERMAL_THRESHOLD=1.75
- MONITORING_INTERVAL=100ms

# Specific deployment for the physical cluster (Nodes 27-31)
node-27:
<<: *node-template
cpuset: "0,1" # Affinity pinning to reduce jitter
container_name: phi_node_27_restored

node-28:
<<: *node-template
cpuset: "2,3"
container_name: phi_node_28_restored

node-29:
<<: *node-template
cpuset: "4,5"
container_name: phi_node_29_restored

node-30:
<<: *node-template
cpuset: "6,7"
container_name: phi_node_30_restored

node-31:
<<: *node-template
cpuset: "8,9"
container_name: phi_node_31_restored

networks:
phi_consensus_mesh:
driver: overlay
driver_opts:
com.docker.network.driver.mtu: 9000 # Jumbo frames for L10 density

Implementation Notes
* Jumbo Frames: I’ve increased the MTU to 9000 in the overlay network. High-density logical nodes (8:1 ratio) generate significant packet overhead; this reduces CPU interrupts at the kernel level.
* The "Suspension" Effect: With isByzantineDynamic, a node drifting by 10^{-14} during a thermal spike will no longer be isolated. The manifold will treat it as "elastic" rather than "broken," preserving your BFT quorum.
The configuration is ready for a rolling update. Would you like me to initiate a pre-deployment integrity check on the Ghosted 5 hardware to ensure they can handle the L10 thermal load?

GEMINI/DOCKER/docker-compose.l10.yaml

@@ -0,0 +1,48 @@
+version: '3.8'
+
+services:
+  # Template for restored physical nodes (Restoring the Ghosted 5)
+  phi-node-base: &node-template
+    image: phi377/federation-core:l10-stable
+    deploy:
+      resources:
+        limits:
+          cpus: '0.50'
+          memory: 2G
+    environment:
+      - CONSENSUS_MODE=SOFT_MARGIN
+      - STATIC_EPSILON=1e-15
+      - THERMAL_THRESHOLD=1.75
+      - MONITORING_INTERVAL=100ms
+
+  # Specific deployment for the physical cluster (Nodes 27-31)
+  node-27:
+    <<: *node-template
+    cpuset: "0,1" # Affinity pinning to reduce jitter
+    container_name: phi_node_27_restored
+    
+  node-28:
+    <<: *node-template
+    cpuset: "2,3"
+    container_name: phi_node_28_restored
+
+  node-29:
+    <<: *node-template
+    cpuset: "4,5"
+    container_name: phi_node_29_restored
+
+  node-30:
+    <<: *node-template
+    cpuset: "6,7"
+    container_name: phi_node_30_restored
+
+  node-31:
+    <<: *node-template
+    cpuset: "8,9"
+    container_name: phi_node_31_restored
+
+networks:
+  phi_consensus_mesh:
+    driver: overlay
+    driver_opts:
+      com.docker.network.driver.mtu: 9000 # Jumbo frames for L10 density