Open-Source LLM Model Orchestra
AINNA NeuralOps leverages multiple open-source LLM models through vLLM to power e-commerce operations, NeuralOps agents, audit systems, coding tasks, analytics, and detached system building—all with zero external API dependency.
Each model serves a specific role in the AINNA NeuralOps ecosystem
Alibaba Cloud
DeepSeek AI
Tsinghua AI Lab
Google DeepMind
Meta AI
Mistral AI
Moonshot AI
Auto-cycling through NeuralOps LLM orchestra models — each scored across 6 weighted dimensions
Models are not directly connected—they are linked through Neural Router
The AINNA Neural Router analyzes each request and routes it to the most appropriate model based on task type, complexity, and expected output.
Analyzes request intent and selects optimal model
OpenAI-compatible endpoint for unified model access
Categorizes requests: audit, coding, analysis, summary
Centralized knowledge base for all models
Complete request/response audit trail
Orchestrates multi-step tasks across models
End-to-end architecture from user request to detached system output
Each model is selected for specific task optimization
Open-source models eliminate per-token API charges
Right model for right task improves accuracy
Local inference with optimized model selection
No single-vendor lock-in or rate limits
All data stays within infrastructure
Clear separation of model responsibilities
Foundation for SME client expansion
Custom training on proprietary data
Data sovereignty and security at every layer
Marketplace credentials never stored in plain text or exposed to models
Fine-grained permissions for admin, operator, auditor roles
Encrypted storage for third-party service credentials
Complete audit trail of all model interactions
Every model response logged and timestamped
Optional fully isolated on-premise installation
AINNA NeuralOps is designed for Malaysian SMEs and enterprise clients who require complete control over their data and AI operations. All processing occurs within local infrastructure.
Building the next generation of SME NeuralOps infrastructure
High-performance inference server for real-time processing
Partner with Malaysian institutions for model research
Multi-tenant SaaS platform for Malaysian businesses
100-node distributed NeuralOps agent infrastructure
Custom models trained on AINNA operational data
Automated system generation from specifications
Learn more about the AINNA NeuralOps architecture and model routing