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Module 1Local or Cloud

AI Center and Inference Engines

Control your AI engines with total autonomy: leverage fast cloud processing via Google Gemini and Groq free tiers, or run 100% disconnected on your own workstation with Ollama.
Module Operational Definition

What is the INARA RH AI Center?

The AI Center serves as the operational command hub for all artificial intelligence workflows in INARA RH. It monitors connectivity across inference engines, optimizes resource quotas, and provides complete technological independence by toggling between secured remote models and an offline local Ollama server.
Multi-key API manager with custom labels and hot-swapping.
Automatic detection of local Ollama models on http://localhost:11434.
Real-time quota monitoring (RPM, RPD, TPM) and inference latency tracking.
Intelligent error diagnostics clarifying HTTP status codes (400, 401, 403, 429, 500, 503).
Inara RH — AI Center and Inference EnginesSovereign local desktop client
INARA RH AI Center configuration console displaying Google Gemini, Groq, and local Ollama server models
AI Center: switch instantly between free cloud inference and 100% offline local execution via Ollama.

Operational context and INARA solution

Inaccessible currency subscriptions, connection drops, and sensitive data transfers

Most commercial AI tools demand monthly subscriptions in dollars or euros payable only via international cards, halt during internet outages, and route nominative data to remote cloud servers.

Difficulty paying monthly SaaS subscriptions in foreign currency
Total disruption of HR operations during internet service interruptions
Risk of leaking candidate data and salary records to offshore servers
Lack of transparency on token consumption and hidden overage charges

Free local execution with Ollama and encrypted cloud key management

INARA RH runs either 100% offline using Ollama on your own hardware, or connects to free-tier quotas from Google Gemini and Groq. Your keys stay encrypted on your machine with zero third-party intermediaries.

Automatic detection of local Ollama instances on port 11434
Direct connection to free developer quotas from Google Gemini and Groq
Local cryptographic storage of API credentials on your hard drive
Clear quota counters and actionable diagnostics during connectivity issues

AI Center Technical Specifications & Data Flows

Connectivity parameters, supported LLM architectures, and data sovereignty safeguards.

Technical ParameterCloud ProvidersLocal Ollama Instance
Supported ModelsGoogle Gemini (3.5 Flash, 3.1 Flash Lite), Groq LPU, OpenRouterLlama 3, Mistral, Gemma, and local open-weight models
Connection EndpointHTTPS 443 to official provider gatewaysHTTP local loopback on http://localhost:11434
Key StorageEncrypted local storage with alias labelingOptional (Bearer token for secured intranet servers)
Outbound Network FlowEncrypted requests filtered through PII GuardrailZero outbound packets (fully disconnected operation)
Quota & Health MonitoringRPM, RPD, TPM counters with latency metricsLocal daemon health and memory availability check

Operating Workflow & Execution Steps

Select Engine

Choose Ollama for disconnected offline work, or connect Gemini/Groq to leverage free online quotas.

Local Credential Storage

API keys are stored exclusively in your local Windows user profile and never pass through LeapDz servers.

Monitor Quotas

Real-time counters display request rates to keep your usage comfortably within free provider limits.

Diagnostic Support

If quotas expire or a network cut occurs, the console provides instant guidance to restore operations.

Agri-food Manufacturing Plant in Rouiba

Role: Recruitment Manager in an Industrial Zone

During a three-day regional internet outage in the middle of a major technician hiring campaign, the HR team was unable to use their standard cloud tools.

Measured Outcome:Switching to the local Ollama engine enabled immediate resume screening directly on site, with zero connection and zero added cost.

Zero Transmission of Keys or Application Data

Your access credentials and settings remain confined to your local drive. In local mode, not a single candidate text packet leaves your machine.

Frequently asked questions on this module

Does the AI Center truly operate without an Internet connection?

Yes. When paired with local Ollama on your workstation, INARA RH parses documents within a closed disconnected loop on port 11434 without sending a single byte outside.

Where are my AI API credentials stored?

Your API keys for Google Gemini, Groq, or OpenRouter reside strictly on your local encrypted workstation drive. They never transit through any LeapDz servers.

What are the performance differences between local Ollama and cloud APIs?

Ollama runs open-weight models (Llama 3, Mistral) directly on your processor with zero network latency, zero token costs, and absolute data sovereignty under Law 18-07. Cloud providers like Google Gemini Flash or Groq LPU deliver near-instant inference and larger context windows without consuming local workstation compute.

How can IT security teams audit zero outbound network leakage during local inference?

In Exclusive Local Mode with Ollama, INARA RH communicates solely via the local loopback interface at 127.0.0.1 on port 11434. Zero outbound packets reach the external network. CISOs can verify this isolation using network packet sniffers (Wireshark, TCPView) or create an outbound block rule in Windows Defender Firewall without impacting application functionality.

Discover AI Center and Inference Engines in real working conditions

Install Inara v2.1 and start your 7-day free trial on your real candidate files today.

Questions about enterprise deployment or an official quote?

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