Introduction The rise of DevSecOps has transformed the way organizations develop, deploy, and secure their applications. By integrating security practices into the DevOps process, DevSecOps aims to ensure that applications are secure, compliant, and robust from the start. In this blog post, we will discuss the key metrics for measuring the success of your DevSecOps […]
Read more →Category: Technology Engineering
Technology Engineering
LLM Routing and Model Selection: Optimizing Cost and Quality in Production
Introduction: Not every query needs GPT-4. Routing simple questions to cheaper, faster models while reserving expensive models for complex tasks can cut costs by 70% or more without sacrificing quality. Smart LLM routing is the difference between a $10,000/month AI bill and a $3,000 one. This guide covers implementing intelligent model selection: classifying query complexity, […]
Read more →Azure DevOps Pipelines: A Solutions Architect’s Guide to Enterprise CI/CD
After two decades of building and operating CI/CD systems across enterprises of every scale, I’ve watched Azure DevOps evolve from Team Foundation Server into one of the most comprehensive DevOps platforms available. The platform’s strength lies not just in its individual components, but in how seamlessly they integrate to create end-to-end delivery pipelines that scale […]
Read more →Semantic Caching for LLM Applications: Cut Costs and Latency by 50%
Introduction: LLM API calls are expensive and slow. A single GPT-4 request can cost cents and take seconds—multiply that by thousands of users asking similar questions, and costs spiral quickly. Semantic caching solves this by recognizing that “What’s the weather in NYC?” and “Tell me NYC weather” are essentially the same query. Instead of exact […]
Read more →Anthropic Claude SDK: Building AI Applications with Advanced Reasoning and 200K Context
Introduction: Anthropic’s Claude SDK provides developers with access to one of the most capable and safety-focused AI model families available. Claude models are known for their exceptional reasoning abilities, 200K token context windows, and strong performance on complex tasks. The SDK offers a clean, intuitive API for building applications with tool use, vision capabilities, and […]
Read more →AI Agent Architectures: From ReAct to Multi-Agent Systems – A Complete Guide
AI agents represent a paradigm shift from simple prompt-response interactions to autonomous systems capable of planning, reasoning, and taking actions. Understanding the architectural patterns that power these agents is essential for building production-grade AI applications. ℹ️ KEY INSIGHT The evolution from chatbots to agents mirrors the transition from procedural to agentic computing – where AI […]
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