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k3s Cluster — Research Stack
Schema: research-stack-k3s-cluster-v1
Date: 2026-05-29
Last updated: 2026-05-30 (Ollama inference stack resolved)
Cluster Topology
Single control plane on cupfox, workers on Neon-64GB, steamdeck, and racknerd. Cluster traffic runs over Tailscale mesh (bypasses netcup VPC firewall restrictions on port 6443).
┌─────────────────────────────────────────────────────────────────────────────┐
│ Tailscale Mesh │
│ │
│ cupfox (control-plane) Neon-64GB (heavy worker) │
│ 100.72.130.76 100.64.19.78 │
│ 46.232.249.226 152.53.81.164 │
│ k3s API :6443 k8s API traffic via Tailscale │
│ │
│ ┌─────────────────────────────────────────────────────────────────┐ │
│ │ k3s Cluster (cupfox) │ │
│ │ │ │
│ │ cupfox:6443 ──► etcd, API server, scheduler, controller │ │
│ │ │ │
│ │ Workers (via Tailscale 100.x.x.x): │ │
│ │ • neon-64gb — heavy stateful workloads │ │
│ │ • steamdeck — GPU compute (RDNA 2) │ │
│ │ • racknerd — edge services (Caddy TLS) │ │
│ └─────────────────────────────────────────────────────────────────┘ │
│ │
│ nixos-laptop (100.102.173.61) — SEPARATE cluster, running full stack │
└─────────────────────────────────────────────────────────────────────────────┘
Nodes
| Node | Tailscale IP | Public IP | Role | Version | Arch | Labels |
|---|---|---|---|---|---|---|
| cupfox | 100.72.130.76 | 46.232.249.226 | control-plane | v1.35.5 | amd64 | node.kubernetes.io/workload=control-plane |
| neon-64gb | 100.64.19.78 | 152.53.81.164 | worker (heavy) | v1.35.5 | arm64 | worker=heavy,hpc=true,node.kubernetes.io/workload=heavy-stateful |
| steamdeck | 100.85.244.73 | — | worker (gpu) | v1.34.5 | amd64 | gpu=true,worker=gpu,node.kubernetes.io/workload=gpu-muscle |
| racknerd | 100.80.39.40 | 172.245.19.182 | worker (edge) | v1.35.5 | amd64 | worker=edge,node.kubernetes.io/workload=edge-service |
Hardware
| Node | CPU | RAM | Disk | Notes |
|---|---|---|---|---|
| cupfox | 2 vCPU EPYC | 3.8 GB | 125 GB (86% used) | EPYC means 2 cores is capable for control plane |
| Neon-64GB | 18 vCPU ARM64 EPYC | 64 GB | 2 TB | Heavy workloads target |
| steamdeck | 8 vCPU AMD | 14.5 GB | — | RDNA 2 GPU (no NVIDIA driver) |
| racknerd | 1 vCPU Xeon | 715 MB | 9 GB | Edge only |
Node Roles
cupfox (control-plane)
- API server, etcd, scheduler, controller-manager
- Traefik ingress (disabled — use Caddy on racknerd)
- ServiceLB (disabled)
- ~2GB RAM for k8s control plane
Neon-64GB (heavy worker)
Target for:
- Databases (PostgreSQL, etc.)
- Ollama inference (host-level, not k8s)
- Jellyfin, Sonarr, Radarr
- Authentik SSO (future)
- All PVCs (2TB local-path storage)
- ~20GB RAM currently used
steamdeck (GPU worker)
Target for:
- Ollama / vLLM inference
- GPU compute workloads
- AlphaProof loop (if running)
- RDNA 2 GPU available
racknerd (edge worker)
Target for:
- Caddy TLS termination (reverse proxy to Ollama and other services)
- Tailscale Funnel
- Lightweight edge services
Deployment Commands
Get cluster credentials
ssh root@cupfox "cat /etc/rancher/k3s/k3s.yaml" > ~/.kube/config
# Or on any node with kubectl:
ssh root@cupfox "k3s kubectl get nodes"
Check cluster status
ssh root@cupfox "k3s kubectl get nodes -o wide"
ssh root@cupfox "k3s kubectl get pods -A"
Deploy workload to specific node
# Deploy to GPU node (steamdeck)
k3s kubectl apply -f - <<EOF
apiVersion: v1
kind: Pod
metadata:
name: gpu-test
spec:
nodeSelector:
worker: gpu
containers:
- name: cuda
image: nvidia/cuda:12.0-base
command: ["nvidia-smi"]
resources:
limits:
nvidia.com/gpu: 1
EOF
Label a node
ssh root@cupfox "k3s kubectl label node <node> worker=<type> --overwrite"
Agent Token
Current agent token (get fresh from cupfox):
ssh root@cupfox "cat /var/lib/rancher/k3s/server/agent-token"
Storage
Local-path provisioner on all nodes. For PVCs, use Neon-64GB (2TB) or attach external storage.
Network Policy
- Cluster internal: Tailscale network (100.x.x.x)
- External access: Caddy on racknerd → reverse proxy to appropriate service
- Public domains:
*.researchstack.infovia Caddy on racknerd
Inference Serving (Ollama)
Ollama runs directly on Neon-64GB host (not in k8s), accessed via Caddy reverse proxy on racknerd. This avoids RAM pressure from KServe/Knative which required >4GB on cupfox.
Architecture
curl http://100.80.39.40:8443/api/generate
└── Caddy (:8443) ────► Neon-64GB (:11434)
racknerd host Ollama
TLS termination llama3.2:1b
Current State
| Component | Node | Address | Status |
|---|---|---|---|
| Ollama (host) | Neon-64GB | http://100.64.19.78:11434 |
Running, llama3.2:1b loaded |
| Caddy proxy | racknerd | http://100.80.39.40:8443 |
Forwarding to 100.64.19.78:11434 |
Verify Inference
# Direct to Ollama
curl -s http://100.64.19.78:11434/api/generate \
-d '{"model":"llama3.2:1b","prompt":"hi","stream":false}' \
| python3 -c "import sys,json; print(json.load(sys.stdin)['response'])"
# Via Caddy proxy
curl -s http://100.80.39.40:8443/api/generate \
-d '{"model":"llama3.2:1b","prompt":"hi","stream":false}' \
| python3 -c "import sys,json; print(json.load(sys.stdin)['response'])"
# List available models
curl -s http://100.80.39.40:8443/api/tags | python3 -c "import sys,json; print([m['name'] for m in json.load(sys.stdin)['models']])"
Troubleshooting
502 Bad Gateway from Caddy: Caddy's --resume flag loads stale config from /var/lib/caddy/caddy/autosave.json. If the autosave points to a dead port, remove it and restart:
ssh root@100.80.39.40
systemctl stop caddy
rm -f /var/lib/caddy/caddy/autosave.json
systemctl start caddy
passt intercepting port 11434: If another process (passt for k8s service) grabs port 11434, delete the conflicting k8s deployment:
ssh root@46.232.249.226
k3s kubectl delete deployment ollama -n inference --force
k3s kubectl delete service ollama -n inference --force
Duplicate Ollama processes: Host-level Ollama runs as systemd service (ollama.service). Check with:
ssh root@152.53.81.164
systemctl status ollama --no-pager -n 3
ss -tlnp | grep 11434
Caddy Config
On racknerd (/etc/caddy/Caddyfile):
{
admin off
}
:8443 {
reverse_proxy /api/* 100.64.19.78:11434
reverse_proxy /* 100.64.19.78:11434
}
:8080 {
respond "Ollama proxy running" 200
}
Note: Ensure --resume flag is NOT in the systemd unit (/etc/systemd/system/caddy.service) — Caddyfile is the source of truth.
Notes
- nixos-laptop runs its own k3s cluster (100.102.173.61) with full workload stack. Not part of this cluster. Workloads: Authentik, Jellyfin, Sonarr, Radarr, Actual Budget, Vaultwarden, uptime-kuma.
- steamdeck on v1.34.5 (NixOS channel locked), compatible with v1.35.5 server.
- Cluster API reachable at
https://100.72.130.76:6443(Tailscale only). - Tailscale must be running on all nodes for cluster to function.