Laboratory and Experiments
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The Builder’s
Lab.

Production systems built in the open. These are the tools, agents, and infrastructure experiments that run VMG Systems. We dogfood everything we sell.

AI / Memory

EA Agent System

Qdrant · Gemini · Claude CLI

Autonomous morning brief and EOD wrap agents running on a self-hosted LXC. Each run recalls context from a Qdrant vector store (3,072-dim Gemini embeddings), generates a brief via Claude, posts to Slack, then extracts and stores new memories, creating a persistent, self-improving context loop.

uptime100%
runs2 / Day
latency4.2s Avg
accuracy98.4%
NODE ACTIVE & COLLECTING TELEMETRY
Automation

n8n Automation Layer

GCP · Linear · Slack · Firestore

Self-hosted n8n instance orchestrating three production workflows: GCP infrastructure health checks with Slack alerting, Linear→Slack sprint summaries, and a Firestore polling agent that notifies on completed sales call recordings with full AI-extracted deal summaries.

uptime99.99%
invocations42.4K+
error Rate0.01%
active Flows3 Nodes
NODE ACTIVE & COLLECTING TELEMETRY
Infrastructure

Homelab AI OS

Proxmox · OPNsense · Tailscale

10-service self-hosted stack running across two Proxmox nodes with full VLAN isolation (OPNsense), zero-trust remote access (Tailscale), wildcard HTTPS via mkcert, and secrets management through a self-hosted Vaultwarden instance. Every service IaC-managed, zero ClickOps.

cpu Load<15%
memory24GB/64GB
nodes2 Cluster
bandwidth1.2 Gbps
NODE ACTIVE & COLLECTING TELEMETRY
Observability

Langfuse Observability

Gemini · FastAPI · pgvector

Full LLM observability layer wrapping every Gemini call in a high-performance FastAPI pipeline. Traces inputs, outputs, latency, and token cost per request. Feeds a pgvector store for RAG workflows and enables 'Golden Dataset' regression testing against eval accuracy baselines.

traces1.2M+
trace Latency12ms
api Uptime99.98%
datasets4 Active
NODE ACTIVE & COLLECTING TELEMETRY

Everything here runs in production

We dogfood what we sell.

Every system above runs live. If it works for VMG Systems, it is verified as robust enough to ship to clients.

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