AI-Driven Autonomous Dev & Ops
Service Architecture Map
Active
Specific Link
All Services
User-Facing Services
Active
AllergyInsight
Allergy Diagnosis & Prescription
React · FastAPI · PostgreSQL
Active
EduFit
Academy & Instructor Analytics
React 18 · FastAPI · PostgreSQL 15
Active
HopenVision
Admission Prediction System
React · Spring Boot · PostgreSQL
Active
Academy
Integrated Academy (Admin + User)
React 19 · Spring Boot 3.2 · MariaDB 11.8 · Redis
Shared Platform Services
DevOps & Operations
All Services
Active
Autonomous-QA-Agent
E2E / API Test Automation
Playwright Daily 22:00 KST · Auto-label QA-AGENT-META
React · FastAPI · Playwright · GitHub API
Active
Auto-Tobe-Agent
Dual-Engine AI Code Repair & Deploy
Claude Opus 4.6 · Ollama qwen2.5-coder · Auto-fallback
TypeScript · Claude Code CLI · Ollama ReAct · Docker SDK
Active
InfraWatcher
Docker Container Monitoring — 전체 서비스 헬스체크 & 리소스 관제
AllergyInsight
EduFit
HopenVision
Academy-Admin
NewsLetterPlatform
StandUp
QA-Agent
LogAnalyzer
Auto-Tobe-Agent
React · FastAPI · Docker Engine API · WebSocket
Active
LogAnalyzer
Log Analysis & Anomaly Detection — 전체 서비스 로그 수집 & 이상 탐지
AllergyInsight
EduFit
HopenVision
Academy-Admin
NewsLetterPlatform
StandUp
QA-Agent
InfraWatcher
Auto-Tobe-Agent
React · FastAPI · PostgreSQL · Docker API
Active
LLMOps
LLM Operations Platform — Prompt 관리 · 모델 라우팅 · 사용량 추적
All Services · LLM 호출 통합 관제
React · FastAPI · LangChain · PostgreSQL
Automation Pipeline
QA 테스트에서 배포까지의 자동화 흐름
Stage 1 — QA Test
QA-Agent
Playwright E2E/API
Daily 22:00 KST
Daily 22:00 KST
→
GitHub Issues
Auto-labeled
QA-AGENT-META
QA-AGENT-META
→
QA-Dashboard
Test Results
Trend Analysis
Trend Analysis
↓
Stage 2 — AI Fix & Deploy
Auto-Tobe-Agent
Dual-Engine
Claude + Ollama
Claude + Ollama
→
PR Creation
Fix Compliance
Auto-label
Auto-label
→
Rolling Deploy
Docker Build
Auto-rollback
Auto-rollback
↓
Stage 3 — Monitoring & Report
InfraWatcher
Docker Real-time
WebSocket Metrics
WebSocket Metrics
→
StandUp
Task Collection
Classification
Classification
→
Email Report
Daily / Weekly
Monthly
Monthly
Insight Pipelines
데이터 수집부터 뉴스레터 / 대시보드 전달까지
🔬 AllergyInsight — Papers & News → Newsletter
Paper Collection
7 Academic APIs
PubMed · Semantic Scholar
Europe PMC · OpenAlex
PubMed · Semantic Scholar
Europe PMC · OpenAlex
→
AI Processing
EXAONE Translation
ChromaDB RAG
Allergen Tagging
ChromaDB RAG
Allergen Tagging
→
Newsletter
Gmail SMTP
Daily 08:00 KST
Papers + News
Daily 08:00 KST
Papers + News
↓
💊 AllergyInsight — Diagnosis → Prescription Engine
Diagnosis Input
SGTi-Allergy PLUS
16 Allergens G0–6
Food 9 + Inhalant 7
16 Allergens G0–6
Food 9 + Inhalant 7
→
Rx Engine
Grade Restriction
Cross-reactivity
Symptom Prediction
Cross-reactivity
Symptom Prediction
→
Medication Guide
EpiPen · Jext
Cetirizine · Loratadine
Dosage & Admin
Cetirizine · Loratadine
Dosage & Admin
↓
📊 EduFit — Community Crawl → Analytics Dashboard
Community Crawl
6 Sources · Playwright
Naver Cafe 3
DCInside 3
Naver Cafe 3
DCInside 3
→
Sentiment Analysis
5-Category Score
Instructor Match
Unregistered Detect
Instructor Match
Unregistered Detect
→
Dashboard
Daily / Weekly
Monthly
Trend Analytics
Monthly
Trend Analytics
Dual-Engine Architecture
Auto-Tobe-Agent — Claude + Local LLM 하이브리드 자동화
Agent-A
Claude Engine
Claude Code CLI (Opus 4.6) · 1M Token Context
hopenvision · AllergyInsight · EduFit · NewsLetterPlatform
Schedule 01:00 / 12:30 KST · Multi-layer Fixes
Agent-B
Local LLM Engine
Ollama ReAct Loop · qwen2.5-coder:14b
unmong-main · StandUp · Auto-fallback → Claude
Schedule 03:00 / 12:50 KST · Zero-cost Offline
Shared Infrastructure
전체 서비스 공통 기반 기술
Gateway
Nginx Multi-domain
Containers
Docker + OrbStack
CI/CD
GitHub Actions Self-hosted
Database
PostgreSQL 15 Shared
AI / LLM
Claude Code · Ollama · OpenAI
Standards
Claude-Opus-bluevlad