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.
1---2name: nexus-edge-deployer-23description: 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.4license: proprietary5---67# Edge AI Deployer89Enterprise-grade edge deployment for 1-bit quantized models (PrismML Bonsai, Microsoft BitNet) on minimal infrastructure.1011## Capabilities12- Deploy Bonsai 8B (1.15GB), 4B (0.57GB), and 1.7B (0.24GB) models on VPS13- Calculate AaaS unit economics: cost per agent, margin per VPS, break-even analysis14- Configure Ollama or llama.cpp for multi-tenant inference serving15- Auto-provision Hetzner CX22 (EUR 3.79/mo) via Cloud API16- Monitor fleet resource usage: RAM, CPU, tokens/sec per agent17- GDPR/HIPAA compliance via local inference (no data leaves server)18- Scale from 1 to 100+ agents across VPS fleet1920## Workflow211. Assess client requirements: model quality, latency, privacy, platform222. Select optimal model tier (8B for quality, 4B for balance, 1.7B for mobile)233. Provision VPS via Hetzner API with cloud-init (Ollama + model pre-loaded)244. Deploy agent with client-specific persona and capabilities255. Benchmark inference quality against full-precision baseline266. Configure monitoring, alerting, and auto-scaling rules277. Generate unit economics report: revenue, cost, margin, projections2829## Guidelines30- Always benchmark 1-bit model quality before deploying to production31- Maximum 3 Bonsai 8B agents per 4GB VPS (reserve 0.5GB for OS)32- Maintain cloud API fallback for quality-critical tasks33- Report cost savings to finance department monthly34- Authenticate all inference endpoints — never expose publicly35- Use GGUF format for Ollama compatibility3637---3839## Want this agent working for YOUR business?4041We build custom AI agents tailored to your specific needs. This skill is just a preview of what's possible.4243- **7-day free trial** — no commitment, no credit card44- **From 50 EUR/month** — cancel anytime 45- **Your data stays yours** — runs on your infrastructure4647**Get started:** nexusaicorp@gmail.com | [Calculate your ROI](https://shuwanito.github.io/nexus-ai/)4849Built by [NEXUS AI Corp](https://github.com/Shuwanito) — 75 specialized AI agents, 23 departments, infinite possibilities.5051---5253<!-- nexus-cta-v1 -->54## Custom version for your company5556Need this skill tailored to your codebase, industry compliance, or workflow? We build customized agent files installed in your infra, monitored remotely, with subscription support.5758- **Custom build**: from EUR 350 / month per agent (subscription)59- **Vertical bundles** (corporate, legal, healthcare, hr, retail, public-sector, fintech): from EUR 1,200 / month60- **Payment**: PayPal.me/NexusAICorp — invoice on request (SEPA)61- **Contact**: open an issue on github.com/Shuwanito/SkillsMP or DM us via the marketplace listing6263Audit-of-deficiencies + agent integration plan: free for the first 3 prospects per vertical each month.
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