Knowledge Base

Structured tutorials and reference knowledge—organized for learning and lookup

General

Dependency injection in .NET

## Current Situation Analysis Dependency injection in .NET is frequently reduced to a mechanical exercise: call `AddScoped`, inject via constructor, and move on. This reductionism masks a systemic arc

·3 read
General

security-metrics-config.yaml

## Current Situation Analysis Security metrics and KPIs are routinely misapplied in modern engineering organizations. Instead of functioning as operational feedback loops, they are treated as complian

·3 read
General

Fine-tuning vs prompt engineering

## Current Situation Analysis Engineering teams frequently misallocate resources by treating prompt engineering and fine-tuning as interchangeable optimization levers. This misconception stems from a

·3 read
General

Log Aggregation Architecture: A Production-Ready Guide

# Log Aggregation Architecture: A Production-Ready Guide ## Current Situation Analysis Modern software delivery has fundamentally shifted the requirements for log aggregation. What was once a simple e

·3 read