CodcompassCodcompass

Learning Paths

Full-Stack Performance Optimization

4 parts·~90 min

Microservices Architecture

2 parts·~80 min

AI Agent Development

6 parts·~100 min

RAG Architecture Advanced

5 parts·~120 min

Knowledge Base

Structured tutorials and reference knowledge—organized for learning and lookup

General

Infrastructure code review

## Current Situation Analysis Infrastructure code review has become a critical bottleneck in modern delivery pipelines, yet most organizations treat it as an extension of application code review. This

·3 read
General

docker-compose.yml for event-driven observability stack

## Current Situation Analysis Modern distributed systems have largely migrated to event-driven architectures (EDA), yet observability pipelines remain anchored to synchronous, request-response telemet

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General

freemium-config.yaml

## Current Situation Analysis ### The Inflationary Cost Trap in AI Freemium Standard SaaS freemium models rely on near-zero marginal costs per additional user. Infrastructure scales linearly, and the

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General

syntax=docker/dockerfile:1

## Current Situation Analysis Container image optimization is rarely treated as a first-class engineering discipline. Teams ship bloated images because the immediate friction of feature delivery outwe

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General

AI pricing tiers design

## Current Situation Analysis AI productization has outpaced traditional SaaS pricing mechanics. Legacy subscription models priced per seat or feature work because software marginal cost approaches ze

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General

metric-pipeline.config.yaml

## Current Situation Analysis Business metrics dashboards have evolved from static quarterly reports into real-time operational control planes. Yet most engineering teams still treat them as frontend

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General

Infrastructure Version Control

# Infrastructure Version Control **Category:** cc20-2-4-devops-iac ## Current Situation Analysis Infrastructure version control (IVC) extends beyond writing Infrastructure as Code (IaC). It is the dis

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General

forecast-pipeline.config.yaml

## Current Situation Analysis Revenue forecasting is frequently misclassified as a purely analytical exercise rather than a production-grade engineering system. Most organizations deploy static statis

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General

prometheus-alerts.yml

## Current Situation Analysis ML model monitoring is the operational gap between validation metrics and production reality. Teams routinely optimize for offline accuracy, AUC, or F1 scores during deve

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General

namespace-security-baseline.yaml

## Current Situation Analysis Container runtime security remains one of the most persistent attack surfaces in cloud-native infrastructure. Despite widespread adoption of orchestration platforms, priv

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