AI Builds, People Decide.
From rule-based construction to infrastructure built by AI and people.
BESTNET designs, builds, and operates a consistent architecture from the physical layer—buildings, power, cooling, racks—through servers / storage / network / virtualization / applications / portal and billing. Generative AI (AI pair programming) and local LLMs are integrated throughout the entire process—building faster, keeping documentation alive, and maintaining smarter operations. This is AI-Driven Construction.
AI as "Method," Not Just "Tool." Three Benefits.
We don't leave everything to AI. Generation, analysis, and proposals are handled by AI; design decisions and production deployment approvals are held by people. We pursue speed, quality, and safety simultaneously.
AI-Driven Development
High-speed generation of code, design documents, and procedures using AI pair programming such as Claude Code. Our in-house product BASTION went to production in approximately one month.
Living Documentation
Specifications, runbooks, and architecture diagrams continuously generated and updated by AI. Reducing siloed knowledge for operations resilient to handoffs and audits.
AI-Native Operations
Local LLMs perform cross-analysis of logs and metrics. Observation, analysis, and proposals by AI; approval and production deployment by people (stages A/B/C).
Areas Delivered with AI
From physical to AI platforms. Every integration domain, AI-native.
Data Center & Facilities
Built and operate our own DC from steel frame. Power, cooling, rack design, real operational experience with high-density GPU and liquid cooling equipment.
Network Design & Construction
Core NW, VPN, zero-downtime redundant configuration with Juniper SRX / OPNsense / Apresia.
Security
FW / IDS/IPS / content filtering, SWIFT-compliant design for finance, AI monitoring with local LLM.
Virtualization & HCI
VMware (5.0–8.0) / Hyper-V / Proxmox / Ceph / CloudStack. Design and migration of hundreds to thousands of VMs.
Private Cloud
From on-prem virtualization to private cloud and HCI. Seamless integration of DR, backup, and monitoring.
Public Cloud Construction & Productization
Operating our own 16-rack-scale facility. Billing platform + WordPress automating domain / SSL / VPS / GPU / game services from signup to cancellation.
Storage, DR & Backup
Nimble / Ceph / iSCSI. Standardized generations, encryption, and recovery flows, with "restorable" verified on real equipment.
AI-Native Operations & Monitoring
Automated log summarization and multi-layer correlation detection with local LLM (Qwen+GPUStack). Closed configuration with zero external transmission.
Operational Automation & Integration
Integrate multiple monitoring systems, automatically federate to ticketing SaaS. Design through construction of federation specs (deduplication, automated transitions). AI-agent semi-automated response.
AI Platform Construction
Dify / NiFi / RAG / Local LLM. Design and build AI application platforms and RAG chatbots.
AI Design Collaboration & Requirements Extraction
Generate requirements, architecture diagrams, and design documents from customer interviews using generative AI; design decisions and reviews held by people.
AI Code Review & Security Audit
In-workflow auditing of code quality and vulnerabilities in built artifacts using generative AI. Combined with human review to ensure quality.
In-House ImplementationHarness & Guardrail Design
Zoning, guardrails, and approval-gate design to constrain agent behavior (building harness infrastructure using LangGraph and similar frameworks).
In-house implementationAI Ops Platform "BASTION"
Our own product. AI security monitoring + quality module for closed-network environments. Patent pending for proprietary model.
From design to operations — AI and humans together. Closed networks or external LLMs.
- Full-stack coverage from physical datacenters to public cloud and AI infrastructure
- AI-driven development accelerates builds and keeps documentation alive
- Propose → human-approval safety design (not leaving everything to AI), emergency stop always ready
- Closed-network configurations with zero external transmission; external LLM use selectable based on data-sovereignty requirements
Built from the steel frame up, by ourselves.
Many clouds are resellers of third-party facilities. We handle everything in-house — from buildings, power distribution, and racks to the delivery, setup, and ongoing operation of enterprise equipment like storage. Because we understand the physical layer, you can trust us with the foundation for your AI.
Track Record
Telecom, manufacturing, government, finance. Full-stack proven experience from physical to AI.
Public Cloud Operations & Commercialization
- Operate in-house public cloud with 16-rack scale
- Sell domain/SSL/VPS/GPU/game services via billing platform + WordPress
- Automated signup-to-cancellation flow (including product & pricing design)
High-Density GPU & Liquid Cooling Facility
- High-density AI server racks with NVIDIA latest-generation GPUs
- Documented server startup/shutdown procedures including liquid cooling equipment, based on actual hardware
- On-site support at data center
Air-gapped AI Ops Platform
- Local LLM log analysis + multi-layered correlation campaign detection
- Deployed to production in approximately 1 month via AI-driven development
- Patent pending on proprietary mathematical decision model
Monitoring Integration → Automated Ticketing SaaS Integration
- Integrated multiple monitoring sources with automated connection to ticketing SaaS
- End-to-end design and implementation of integration specs (duplicate detection, field mapping, status transition automation)
- Semi-automated response via security AI agent
Storage Upgrade & SWIFT-compliant Design
- Security design & PMO aligned with SWIFT requirements
- Schedule planning, procedure documentation, integration test specifications
- Led coordination with client and vendors
Virtualization Platform Upgrade & Migration
- ESXi / vCenter / Hyper-V / Proxmox upgrades & migrations
- Design, build, and migration at hundreds to thousands of VM scale
- Migration verification, risk assessment, and operational support
10+ years of hands-on experience. Since 2016, engaged in design, build, and operations of comprehensive infrastructure including virtualization platforms, networks, storage, and facilities across telecom, manufacturing, government, and finance. Capable of end-to-end architecture design from physical layer through applications and billing. In recent years, integrated local LLM, RAG, security AI agents, and generative AI into production workflows via AI-driven development; inventor of in-house product BASTION with patent pending.
AI-Driven Build FAQ
If you build with "AI-driven," is quality assured?
What scope of work can you handle?
Can this be used in a closed network environment? We cannot send data externally.
Can AI-native operations be added to our existing environment?
Won't leaving it to AI cause incidents?
What about pricing?
Who designs and builds the system?
Supported Technologies
| Virtualization / Cloud | VMware ESXi 5.0–8.0 / vCenter, Hyper-V, Proxmox VE, Ceph, CloudStack, HCI, billing/order automation infrastructure |
| OS | Windows Server 2008–2025, Ubuntu 22/24, AlmaLinux 9, Rocky / CentOS / Debian |
| Network / Security | Juniper SRX (Junos), OPNsense, FortiGate, Allied, Apresia, VPN / FW / IDS-IPS, SWIFT-compliant design |
| Storage / DR | HPE Nimble, Ceph, iSCSI, Dell PowerEdge, generation/encryption/recovery design, physical backup verification |
| AI / Automation | Local LLM (Qwen2.5-14B / 3.5-32B + GPUStack), Dify, NiFi, RAG, Python automation, AI pair programming |
| Ticketing / Integration | REST API integration with ticketing SaaS (from specification design to construction), multiple monitoring source integration, duplicate detection, field mapping, status transition automation |
| Operational Safety Design | Stages A/B/C, dry-run default, emergency stop, proposal → human approval gate, closed network configuration with zero external transmission |
| AI Server Facilities | High-density racks with latest-generation NVIDIA GPUs, liquid cooling equipment (rear-door heat exchanger / CDU), Smart PDU, BMC, on-site procedure documentation |
| Harness / Guardrails | Construction of agent harness infrastructure such as LangGraph. Design of zoning, approval gates, no-touch lists, and rollback paths |
