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.