Versioning LLM Prompts with GitOps: Manage Them Like Code and Validate with A/B Tests
This article shows how to apply GitOps principles to solve non-reproducibility in LLM applications. It offers a practical architecture guide for treating prompts as code and building Git-based version control, A/B testing, and automatic rol
LLM Services: A Guide to Building an Operations Architecture That Avoids Cost Bombs and Locks Down Security
This post presents a practical operations architecture that simultaneously solves LLM adoption’s two biggest challenges: exploding costs and security vulnerabilities. From token optimization to prompt-injection defense, here’s a roadmap for
Beyond PoC to Production: A Triple-Validation Guide for Cost, Performance, and Security in LLM Services
Finding it hard to take LLMs from a simple demo to a reliable business asset? This guide covers the three essentials for commercialization—RAG performance optimization, cost-saving LLM architectures, and essential AI security audits—from a
[Must-Read Guide] Stabilizing Production LLM Systems: Essential Monitoring and Observability Strategies
Success for an LLM service goes far beyond whether API calls succeed. This guide shows how to systematically monitor and respond to every production risk—hallucination, latency spikes, security threats, and more.
5 Architecture Patterns to Dramatically Reduce LLM Operating Costs and Latency (Part 1)
Architecture patterns that fundamentally address the biggest barriers to LLM adoption: exploding costs and slow response times. From model compression to vLLM’s PagedAttention, a practical roadmap CTOs and architects can apply immediately.