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

Network & Concurrency

Current Situation Analysis Uncached or poorly cached read-heavy endpoints saturate database connection pools, degrade query execution plans, and cause p99 latency spikes that scale non-linearly with traffic.

·3 read
General

Container registry management

## Current Situation Analysis Container registries have transitioned from passive artifact storage to active control planes for the software supply chain. Despite this architectural shift, most engine

·3 read
General

.github/workflows/security-risk.yml

## Automated Quantitative Security Risk Assessment: Reducing Alert Fatigue in CI/CD ### Current Situation Analysis Modern development teams face a critical disconnect between vulnerability detection a

·3 read
General

API backward compatibility

## Current Situation Analysis API backward compatibility is the silent backbone of distributed systems. When an API evolves, consumers expect existing integrations to continue functioning without modi

·3 read
General

LLM versioning

## Current Situation Analysis LLM versioning is the single most critical failure point in production AI systems. Unlike traditional software, where `git commit` hashes guarantee deterministic behavior

·3 read
General

AI caching and response optimization

## Current Situation Analysis LLM inference is fundamentally a compute-bound, stateless operation. Every prompt sent to a model triggers tokenization, context window allocation, and autoregressive gen

·3 read