AI-Driven Autonomous Dev & Ops
Service Architecture Map
Active
Specific Link
All Services
User-Facing Services (사용자 서비스)
외부 고객
AI-Driven Operations (운영자 서비스)
검증 · 감시 · 분석
Active
Autonomous-QA-Agent
E2E / API Test Automation
Playwright Daily 22:00 KST · Auto-label QA-AGENT-META
React · FastAPI · Playwright · GitHub API
Active
InfraWatcher
Docker Container Monitoring — 전체 서비스 헬스체크 & 리소스 관제
AllergyInsight
SkillRadar
NewsLetterPlatform
QA-Agent
LogAnalyzer
Auto-Tobe-Agent
LLMOps
React · FastAPI · Docker Engine API · WebSocket
Active
LogAnalyzer
Log Analysis & Anomaly Detection — 전체 서비스 로그 수집 & 이상 탐지
AllergyInsight
SkillRadar
NewsLetterPlatform
QA-Agent
InfraWatcher
Auto-Tobe-Agent
LLMOps
React · FastAPI · PostgreSQL · Docker API
Self-Evolution (자가 진화)
코드 · 모델 개선
Active
Auto-Tobe-Agent
Dual-Engine AI Code Repair & Deploy
Claude Opus · Ollama qwen2.5-coder · Auto-fallback
TypeScript · Claude Code CLI · Ollama ReAct · Docker SDK
Active
LLMOps
LLM Fine-tuning & Operations Platform — Prompt 관리 · 파인튜닝 · 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 & Analysis
InfraWatcher
Docker Real-time
WebSocket Metrics
WebSocket Metrics
→
LogAnalyzer
Log Collection
Anomaly Detection
Anomaly Detection
→
Evolution Feedback
이상 징후 → Issue 등록
Stage 2 자가 수리 환류
Stage 2 자가 수리 환류
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
Dual-Engine Architecture
Auto-Tobe-Agent — Claude + Local LLM 하이브리드 자동화
Agent-A
Claude Engine
Claude Code CLI (Opus 4.6) · 1M Token Context
AllergyInsight · NewsLetterPlatform
Schedule 01:00 / 12:30 KST · Multi-layer Fixes
Agent-B
Local LLM Engine
Ollama ReAct Loop · qwen2.5-coder:14b
unmong-main · 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