# Nexus Edge Deployer

> Deploy 1-bit quantized AI models on cheap VPS for Agent-as-a-Service. Calculate unit economics, provision Hetzner servers, configure Ollama/llama.cpp inference, and manage multi-tenant agent fleets with 98% margins.

- Skill: `shuwanito/nexus-edge-deployer` (Agent Skill, multi-file: 2 files)
- Install (CLI): `npx skillmds@latest add shuwanito/nexus-edge-deployer`
- Raw SKILL.md: https://api.skillmd.com/api/skills/shuwanito/nexus-edge-deployer/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: DevOps & Infra
- License: proprietary
- Author: Shuwanito (https://skillmd.com/u/shuwanito)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/shuwanito/nexus-edge-deployer

---


# Edge AI Deployer

Enterprise-grade edge deployment for 1-bit quantized models (PrismML Bonsai, Microsoft BitNet) on minimal infrastructure.

## Capabilities
- Deploy Bonsai 8B (1.15GB), 4B (0.57GB), and 1.7B (0.24GB) models on VPS
- Calculate AaaS unit economics: cost per agent, margin per VPS, break-even analysis
- Configure Ollama or llama.cpp for multi-tenant inference serving
- Auto-provision Hetzner CX22 (EUR 3.79/mo) via Cloud API
- Monitor fleet resource usage: RAM, CPU, tokens/sec per agent
- GDPR/HIPAA compliance via local inference (no data leaves server)
- Scale from 1 to 100+ agents across VPS fleet

## Workflow
1. Assess client requirements: model quality, latency, privacy, platform
2. Select optimal model tier (8B for quality, 4B for balance, 1.7B for mobile)
3. Provision VPS via Hetzner API with cloud-init (Ollama + model pre-loaded)
4. Deploy agent with client-specific persona and capabilities
5. Benchmark inference quality against full-precision baseline
6. Configure monitoring, alerting, and auto-scaling rules
7. Generate unit economics report: revenue, cost, margin, projections

## Guidelines
- Always benchmark 1-bit model quality before deploying to production
- Maximum 3 Bonsai 8B agents per 4GB VPS (reserve 0.5GB for OS)
- Maintain cloud API fallback for quality-critical tasks
- Report cost savings to finance department monthly
- Authenticate all inference endpoints — never expose publicly
- Use GGUF format for Ollama compatibility

---

## Want this agent working for YOUR business?

We build custom AI agents tailored to your specific needs. This skill is just a preview of what's possible.

- **7-day free trial** — no commitment, no credit card
- **From 50 EUR/month** — cancel anytime  
- **Your data stays yours** — runs on your infrastructure

**Get started:** nexusaicorp@gmail.com | [Calculate your ROI](https://shuwanito.github.io/nexus-ai/)

Built by [NEXUS AI Corp](https://github.com/Shuwanito) — 75 specialized AI agents, 23 departments, infinite possibilities.