Introduction: Google Cloud Build provides a fully managed CI/CD platform that executes builds on Google’s infrastructure with automatic scaling and pay-per-use pricing. This comprehensive guide explores Cloud Build’s enterprise capabilities, from multi-stage pipelines and artifact management to security scanning, approval workflows, and deployment automation. After implementing CI/CD pipelines for organizations deploying hundreds of times daily, […]
Read more →LLM Chain Debugging: Tracing, Inspecting, and Fixing Multi-Step AI Workflows
Introduction: Debugging LLM chains is fundamentally different from debugging traditional software. When a chain fails, the problem could be in the prompt, the model’s interpretation, the output parsing, or any of the intermediate steps. The non-deterministic nature of LLMs means the same input can produce different outputs, making reproduction difficult. Effective chain debugging requires comprehensive […]
Read more →Embedding Models Compared: OpenAI vs Cohere vs Voyage vs Open Source
Introduction: Embedding models convert text into dense vectors that capture semantic meaning. Choosing the right embedding model significantly impacts search quality, retrieval accuracy, and application performance. This guide compares leading embedding models—OpenAI’s text-embedding-3, Cohere’s embed-v3, Voyage AI, and open-source alternatives like BGE and E5. We cover benchmarks, pricing, dimension trade-offs, and practical guidance on selecting […]
Read more →An Introduction to DevSecOps: Unlocking Success with Real-World Examples
Introduction In today’s fast-paced world, the need for rapid and secure software development has never been more crucial. As organizations strive to meet these demands, the DevSecOps approach has emerged as a powerful solution that integrates security practices into the DevOps process. By combining development, security, and operations, DevSecOps enables teams to create high-quality, secure […]
Read more →Azure API Management: A Solutions Architect’s Guide to Enterprise API Strategy
In my two decades of building enterprise systems, few architectural decisions have proven as consequential as API strategy. Azure API Management has evolved from a simple gateway into a comprehensive platform for managing the entire API lifecycle. Whether you’re exposing internal services to partners, building a developer ecosystem, or modernizing legacy systems through API facades, […]
Read more →Edge AI with ONNX Runtime: Running Models On-Device
Last year, I deployed an AI model to a mobile device. The first attempt failed—the model was too large, inference was too slow, and battery drain was unacceptable. After optimizing 15+ models for edge deployment using ONNX Runtime, I’ve learned what works. Here’s the complete guide to running AI models on-device with ONNX Runtime. Figure […]
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