LAB-003 — ORCHESTRATION RESEARCH

n8n

Autonomous Agent Orchestration

Visual workflow automation connecting our AI models, honeypot data streams, and defense responses. Evaluating latency and decision-making logic in autonomous cyber-defense pipelines.

All Services
Workflow Automation

Why autonomous orchestration?

The Buildations lab utilizes n8n not merely as an automation tool, but as the connective tissue for autonomous agent research. By wiring local LLM decision matrices directly to infrastructure APIs, we simulate autonomous defense patterns responding to live network threats.

Key References

Wang, L., et al. (2023). "A Survey on Large Language Model based Autonomous Agents." arXiv preprint arXiv:2308.11432.

0Active Workflows
0Executions
0%Success Rate
3.4sAvg Runtime

Connected ecosystem.

n8n orchestrates communication between AI models, security systems, cloud services, and messaging platforms — processing events through visual workflow pipelines.

🤖
AI Models
Ollama · ComfyUI

LLM inference for prompt enhancement, image generation via Stable Diffusion

💬
Messaging
Telegram · ntfy

Bot commands, image requests, security notifications, deploy alerts

🛡️
Security
Wazuh · CrowdSec

Alert routing, auto-ban triggers, escalation workflows

DevOps
GitHub · GitOps

Auto-deploy on push, health checks, configuration sync

Telegram → ComfyUI Pipeline
2 minutes ago · Image generated via SDXL
Success
Security Alert Router
15 minutes ago · Suricata severity 1 → ntfy escalation
Success
GitOps Auto-Deploy
32 minutes ago · 3 files changed → nginx reload
Running
Ollama Prompt Enhancement
1 hour ago · Llama 3.2 enriched user prompt
Success
Daily Health Check
2 hours ago · All 42 containers healthy
Success
Telegram → ComfyUI

Bot receives image prompts via Telegram, enhances them with Ollama, generates images with Stable Diffusion XL, returns results to chat.

8 Nodes~45 Runs/Day
Security Alert Pipeline

Routes Wazuh SIEM alerts by severity — low to log, medium to ntfy, high to Telegram with one-tap ban buttons.

6 NodesEvent-driven
GitOps Deploy

Monitors GitHub repo, pulls changes every 5 min, detects modified files, reloads affected services, notifies via ntfy.

5 Nodes288 Runs/Day
Backup Monitor

Verifies Borg backup integrity daily, checks OneDrive sync status, alerts on failures with retention policy validation.

4 Nodes1 Run/Day

Ready to automate?

Open the full n8n interface to create and manage your workflows.

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