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.

Shuwanito@shuwanito

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

Assess client requirements: model quality, latency, privacy, platform
Select optimal model tier (8B for quality, 4B for balance, 1.7B for mobile)
Provision VPS via Hetzner API with cloud-init (Ollama + model pre-loaded)
Deploy agent with client-specific persona and capabilities
Benchmark inference quality against full-precision baseline
Configure monitoring, alerting, and auto-scaling rules
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.

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.