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

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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.