Real-world enterprise ML implementations in healthcare diagnostics and financial fraud detection. Explore RAG and LLM integration patterns, ML maturity frameworks, and strategic recommendations for building ML-enabled organizations.
Read more →Month: March 2025
LLM Security: Defense Patterns for Production Applications (Part 2 of 2)
Introduction: LLM applications face unique security challenges—prompt injection, data leakage, jailbreaking, and harmful content generation. Traditional security measures don’t address these AI-specific threats. This guide covers defensive techniques for production LLM systems: input sanitization, prompt injection detection, output filtering, rate limiting, content moderation, and audit logging. These patterns help you build LLM applications that are […]
Read more →Azure Container Apps: A Solutions Architect’s Guide to Serverless Containers
Azure Container Apps represents Microsoft’s serverless container platform, offering Kubernetes-like capabilities without cluster management complexity, powered by KEDA auto-scaling and native Dapr integration. Container Apps Architecture Platform Comparison Key Features Feature Description Use Case Revisions Immutable snapshots of app version Blue-green, canary deployments Traffic Splitting Route % traffic to different revisions A/B testing, gradual rollouts […]
Read more →What is different between Pod managed identity and AKS managed identity
Both Pod Managed Identity and AKS Managed Identity are identity management solutions provided by Azure, but they have some key differences. Pod Managed Identity Pod Managed Identity is an Azure feature that provides an identity for a single Kubernetes pod. It allows the pod to access Azure resources without the need for credentials such as […]
Read more →LLM Latency Optimization: Techniques for Sub-Second Response Times
Introduction: LLM latency is the silent killer of user experience. Even the most accurate model becomes frustrating when users wait seconds for each response. The challenge is that LLM inference is inherently slow—autoregressive generation means each token depends on all previous tokens. This guide covers practical techniques for reducing perceived and actual latency: streaming responses […]
Read more →Microsoft Power Platform: A Solutions Architect’s Guide to Low-Code Enterprise Development
The democratization of software development has been one of the most significant shifts in enterprise technology over the past decade. Microsoft Power Platform represents the culmination of this movement—a suite of low-code tools that enables organizations to build applications, automate workflows, analyze data, and create intelligent agents without traditional programming expertise. After years of implementing […]
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