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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 inferen...

Shuwanito

@shuwanito

What This Skill Does

Deploys 1-bit quantized AI models on low-cost VPS servers for Agent-as-a-Service. Calculates unit economics, provisions Hetzner servers via API, configures Ollama or llama.cpp inference, and manages multi-tenant agent fleets.

Replaces expensive cloud GPU inference by running 1-bit models on €3.79/month VPS, achieving 98% margins with local data privacy.

When to Use It

  • Deploy a Bonsai 8B model on a Hetzner CX22 VPS for a client
  • Calculate break-even margin for a multi-tenant agent fleet
  • Benchmark 1-bit model quality against full-precision baseline
  • Provision a VPS with cloud-init to pre-load Ollama and a model
  • Scale an agent fleet from 1 to 100+ agents across VPS instances
  • Configure monitoring and auto-scaling rules for inference endpoints

Install

$ openclaw skills install @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

Built by NEXUS AI Corp — 75 specialized AI agents, 23 departments, infinite possibilities.

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Custom version for your company

Need this skill tailored to your codebase, industry compliance, or workflow? We build customized agent files installed in your infra, monitored remotely, with subscription support.

  • Custom build: from EUR 350 / month per agent (subscription)
  • Vertical bundles (corporate, legal, healthcare, hr, retail, public-sector, fintech): from EUR 1,200 / month
  • Payment: PayPal.me/NexusAICorp — invoice on request (SEPA)
  • Contact: open an issue on github.com/Shuwanito/SkillsMP or DM us via the marketplace listing

Audit-of-deficiencies + agent integration plan: free for the first 3 prospects per vertical each month.

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