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Rakri AI Blog

Practical insights on custom AI engineering, LLM systems, workflow automation, and building production-grade AI solutions.

9 articles published

Why Rule-Based Automation Breaks and When AI-Powered Workflows Are the Fix
AI DeploymentRPA

Why Rule-Based Automation Breaks and When AI-Powered Workflows Are the Fix

The real difference between traditional RPA and AI-powered workflows, where rule-based automation fails.

Jul 17, 20266 min read
Kubernetes for AI Workloads
AI DeploymentInfrastructure

Kubernetes for AI Workloads

Why standard Kubernetes defaults fail for AI models, and how to configure scheduling, autoscaling, and rollouts for GPU workloads.

Jul 6, 20267 min read
Multi-Tenant AI Architecture
AI DeploymentArchitecture

Multi-Tenant AI Architecture

Why isolated AI integrations don't scale, and how to build a shared private AI foundation that serves multiple products

Jun 29, 20266 min read
Infrastructure as Code for AI Systems
AI DeploymentInfrastructure

Infrastructure as Code for AI Systems

Why portal-configured AI deployments don't scale, the real cost of configuration drift, and why infrastructure as code is essential for production AI.

Jun 20, 20266 min read
The Real Total Cost of Ownership for Self-Hosted LLMs vs API-Based AI
AI DeploymentInfrastructure

The Real Total Cost of Ownership for Self-Hosted LLMs vs API-Based AI

An honest breakdown of the compute, maintenance, engineering time, and hidden costs involved in choosing between self-hosted LLMs and API-based AI.

Jun 10, 20265 min read
On-Premise vs Private Cloud vs Public API: A Decision Framework for AI Infrastructure
AI DeploymentInfrastructure

On-Premise vs Private Cloud vs Public API: A Decision Framework for AI Infrastructure

A comprehensive decision framework for choosing between on-premise, private cloud, and public APIs for your AI infrastructure.

Jun 5, 20266 min read
A Comprehensive Guide to GDPR Compliant Self-Hosted AI Deployment
GDPRAI compliance

A Comprehensive Guide to GDPR Compliant Self-Hosted AI Deployment

Explore practical strategies for deploying GDPR compliant self-hosted AI solutions. This guide includes step-by-step instructions.

Mar 6, 202610 min read
Building LLM Data Sovereignty Architectures: A Comprehensive Guide
data sovereigntyLLM architecture

Building LLM Data Sovereignty Architectures: A Comprehensive Guide

Explore the intricacies of LLM data sovereignty architecture, including practical implementations to ensure compliance and security in AI deployments.

Mar 5, 202610 min read
The Ultimate Guide to Private LLM Deployment in Production
Private LLMAI Deployment

The Ultimate Guide to Private LLM Deployment in Production

Explore our comprehensive guide on private LLM deployment in production, featuring industry-specific compliance, custom integrations, case studies

Mar 2, 202610 min read
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