RAG architecture patterns
## Current Situation Analysis Enterprise teams consistently misclassify Retrieval-Augmented Generation (RAG) as a single architectural pattern rather than a spectrum of composable pipelines. The indus
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## Current Situation Analysis Enterprise teams consistently misclassify Retrieval-Augmented Generation (RAG) as a single architectural pattern rather than a spectrum of composable pipelines. The indus
## Current Situation Analysis Evaluating Large Language Models (LLMs) in production environments remains one of the most unresolved engineering challenges in modern AI development. Traditional softwar
## Current Situation Analysis The modern application stack is increasingly split between north-south and east-west traffic management. API gateways handle external client requests, enforcing rate limi
## Current Situation Analysis Single-table database architectures degrade predictably as data volumes cross the terabyte threshold. Query latency spikes, index bloat becomes unmanageable, and maintena
## Current Situation Analysis The adoption of DORA (DevOps Research and Assessment) metrics has become ubiquitous in software engineering organizations, yet a significant performance gap persists. The
Current Situation Analysis In Q3 2024, we managed 412 microservices across three K8s 1.31 clusters handling 140k RPS peak. Our standard deployment strategy was a RollingUpdate with maxSurge: 25% and maxUnavailable: 25%. On paper, this is safe. In production, it was a latency bomb.
## Current Situation Analysis Disaster recovery (DR) planning remains one of the most systematically neglected engineering disciplines in modern infrastructure. Organizations treat DR as a compliance
## Resolving Production Outages: A Systematic Approach to Mitigation and Recovery ### Current Situation Analysis Production outages are an inevitability in distributed systems. The industry pain point
## Current Situation Analysis Container image optimization is treated as a secondary concern in most engineering organizations. Teams prioritize developer velocity, feature delivery, and infrastructur
# Horizontal vs Vertical Scaling Strategies ## Current Situation Analysis Modern distributed systems operate in an environment defined by volatile demand, data gravity, and relentless performance expe
## Current Situation Analysis Load balancing is routinely treated as a static infrastructure toggle rather than a dynamic traffic routing strategy. Engineering teams deploy Round Robin or static Weigh
## Current Situation Analysis The extraction of structured data from unstructured or semi-structured documents has long been a bottleneck in enterprise software pipelines. Traditional approaches rely