diff --git a/.env.example b/.env.example
index 99629937..55503b27 100644
--- a/.env.example
+++ b/.env.example
@@ -1,25 +1,39 @@
+# 포트번호는 38XXX 
+
 # PostgreSQL
 POSTGRES_DB=stackup
 POSTGRES_USER=stackup
 POSTGRES_PASSWORD=stackup
-POSTGRES_PORT=5432
+POSTGRES_PORT=38040
 
 # RabbitMQ
 RABBITMQ_USER=stackup
 RABBITMQ_PASSWORD=stackup
-RABBITMQ_PORT=5672
-RABBITMQ_MANAGEMENT_PORT=15672
+RABBITMQ_PORT=38050
+RABBITMQ_MANAGEMENT_PORT=38051
 
-# MinIO (S3)
+# MinIO
 MINIO_ROOT_USER=minioadmin
 MINIO_ROOT_PASSWORD=minioadmin
-MINIO_API_PORT=9000
-MINIO_CONSOLE_PORT=9001
+MINIO_API_PORT=38060
+MINIO_CONSOLE_PORT=38061
 MINIO_BUCKET=stackup
 
 # AI server
-AI_PORT=8000
+AI_PORT=38030
+STORAGE_BACKEND=s3
+STORAGE_LOCAL_ROOT=/var/lib/stackup-ai/storage
+S3_REGION=us-east-1
+LLM_API_KEY=
+LLM_BASE_URL=https://factchat-cloud.mindlogic.ai/v1/gateway
+LLM_PRO_MODEL=gemini-3.1-pro-preview
 
 # RealTime server
-REALTIME_PORT=8081
+REALTIME_PORT=38020
 REALTIME_LOG_LEVEL=info
+
+# Backend Core (Spring)
+BACKEND_PORT=38010
+
+# NGINX
+FRONTEND_PORT=38000
diff --git a/.github/workflows/deploy-app.yml b/.github/workflows/deploy-app.yml
new file mode 100644
index 00000000..3420e543
--- /dev/null
+++ b/.github/workflows/deploy-app.yml
@@ -0,0 +1,97 @@
+name: STACK-UP deploy ana-server
+
+# dev 브랜치가 업데이트되면 AI서버와 실시간서버를 빌드하고 배포 
+# 상우 원격컴에서만 작동하니 클라우드로 옮기면 삭제해야 함 
+# 백엔드 코어랑 프론트는 아직 도커에 정의되지 않았으니.. 그때 이어서 해야 함 
+
+on:
+  push:
+    branches: [dev]
+    paths:
+      - "ai/**"
+      - "realtime/**"
+      - "docker-compose.yml"
+      - "infra/**"
+      - ".github/workflows/deploy-app.yml"
+  workflow_dispatch:
+
+concurrency:
+  group: deploy-app-${{ github.ref }}
+  cancel-in-progress: false
+
+jobs:
+  deploy:
+    runs-on: self-hosted
+    timeout-minutes: 20
+
+    env:
+      DEPLOY_DIR: /home/stackup/stackup
+
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+
+      - name: Sync repo to deploy dir (preserve .env and data)
+        run: |
+          mkdir -p "$DEPLOY_DIR"
+          rsync -a --delete \
+            --exclude='.git' \
+            --exclude='.env' \
+            --exclude='var/' \
+            --exclude='**/__pycache__' \
+            --exclude='**/.venv' \
+            --exclude='**/node_modules' \
+            "$GITHUB_WORKSPACE/" "$DEPLOY_DIR/"
+
+      - name: Ensure .env exists and contains current LLM_API_KEY
+        env:
+          LLM_API_KEY: ${{ secrets.LLM_API_KEY }}
+        run: |
+          cd "$DEPLOY_DIR"
+          if [ ! -f .env ]; then
+            cp .env.example .env
+          fi
+          # Write LLM_API_KEY via a temp file to keep the secret off the
+          # process command line.
+          tmp=$(mktemp)
+          trap 'rm -f "$tmp"' EXIT
+          awk -v key="$LLM_API_KEY" '
+            BEGIN { written = 0 }
+            /^LLM_API_KEY=/ { print "LLM_API_KEY=" key; written = 1; next }
+            { print }
+            END { if (!written) print "LLM_API_KEY=" key }
+          ' .env > "$tmp"
+          mv "$tmp" .env
+          chmod 600 .env
+
+      - name: Build and restart app services
+        run: |
+          cd "$DEPLOY_DIR"
+          docker compose up -d --build ai realtime
+
+      - name: Wait for healthy
+        run: |
+          cd "$DEPLOY_DIR"
+          set +e
+          rc=0
+          for svc in ai realtime; do
+            container="stackup-$svc"
+            ok=0
+            for i in $(seq 1 36); do
+              h=$(docker inspect --format '{{ .State.Health.Status }}' "$container" 2>/dev/null || echo "missing")
+              echo "  [$i] $container: $h"
+              if [ "$h" = "healthy" ]; then ok=1; break; fi
+              sleep 5
+            done
+            if [ "$ok" -ne 1 ]; then
+              echo "::error::$container did not become healthy"
+              docker compose logs --tail=100 "$svc" || true
+              rc=1
+            fi
+          done
+          docker compose ps
+          exit $rc
+
+      - name: Prune dangling images (best-effort)
+        if: always()
+        run: docker image prune -f >/dev/null 2>&1 || true
diff --git a/ai/.env.example b/ai/.env.example
index c147b5c3..59d079e4 100644
--- a/ai/.env.example
+++ b/ai/.env.example
@@ -1,15 +1,20 @@
-# Application
 DEBUG=false
 
 # RabbitMQ
-RABBITMQ_URL=amqp://stackup:stackup@localhost:5672/
+RABBITMQ_URL=amqp://stackup:stackup@localhost:38050/
+
+STORAGE_BACKEND=s3
+STORAGE_LOCAL_ROOT=./var/storage
 
 # S3 / MinIO
-S3_ENDPOINT_URL=http://localhost:9000
+S3_ENDPOINT_URL=http://localhost:38060
 S3_ACCESS_KEY=minioadmin
 S3_SECRET_KEY=minioadmin
 S3_BUCKET_NAME=stackup
+S3_REGION=us-east-1
 
-# LLM API Keys
-OPENAI_API_KEY=
-GOOGLE_API_KEY=
+# 충대 API 키 사용
+LLM_API_KEY=
+LLM_BASE_URL=https://factchat-cloud.mindlogic.ai/v1/gateway
+LLM_PRO_MODEL=gemini-3.1-pro-preview
+LLM_PRO_TEMPERATURE=0.2
diff --git a/ai/CLAUDE.md b/ai/CLAUDE.md
index f416aab8..fb5b3fbc 100644
--- a/ai/CLAUDE.md
+++ b/ai/CLAUDE.md
@@ -39,22 +39,23 @@ ai/
 │   └── ai_server/
 │       ├── __init__.py
 │       ├── main.py              # FastAPI 앱 팩토리
-│       ├── api/                 # FastAPI 라우터 (health, internal endpoints)
-│       │   └── health.py
+│       ├── api/                 # FastAPI 라우터 (health 등)
 │       ├── config/
 │       │   └── settings.py      # pydantic-settings (env)
-│       ├── chain/               # (계획) LangChain 체인 정의
-│       ├── rag/                 # (계획) 청킹·임베딩·검색
-│       ├── analyzer/            # (계획) 이력서·레포 분석
-│       ├── voice/               # (계획) STT/TTS, 음성 분석
-│       ├── messaging/           # (계획) RabbitMQ consumer/publisher
-│       ├── storage/             # (계획) S3 client
-│       └── model/               # (계획) Pydantic 모델 (메시지 envelope, 도메인)
+│       ├── analyzer/            # 이력서·레포·웹 분석 오케스트레이션
+│       │   ├── resume_analyzer.py
+│       │   └── sources/         # SourceExtractor 추상화 + 구현체 (PDF; repo/web 후속)
+│       ├── chain/               # LangChain 체인 + 프롬프트
+│       │   ├── document_analysis_chain.py
+│       │   └── prompts/
+│       ├── storage/             # ObjectStorage 추상화 (local fs / s3)
+│       ├── messaging/           # RabbitMQ consumer/publisher
+│       ├── model/               # Pydantic 모델 (envelope, 메시지 페이로드)
+│       ├── rag/                 # (계획) 청킹·임베딩·pgvector
+│       └── voice/               # (Phase 2) STT/TTS, 음성 분석
 └── tests/
 ```
 
-> 현재는 `api/`, `config/`만 존재. 기능 추가 시 위 골격대로 디렉토리 생성.
-
 ---
 
 ## 3. 책임 매트릭스
@@ -114,33 +115,44 @@ async def consume_resume_analyze(message: AbstractIncomingMessage) -> None:
 
 ## 6. LLM 사용 패턴
 
-### 6.1 모델 선택
-| 시점 | 모델 | 용도 |
-|------|------|------|
-| 세션 시작 | Pro (Gemini 3.1 Pro 기본) | 질문 풀 (품질) |
-| 세션 중 | Flash (Gemini 3.1 Flash) | 꼬리질문 (저지연 < 3s) |
+### 6.1 게이트웨이
+모든 LLM 호출은 **Mindlogic CNU AC Gateway** (OpenAI 호환) 단일 엔드포인트로 통과한다.
+- `LLM_BASE_URL` (default `https://factchat-cloud.mindlogic.ai/v1/gateway`)
+- `LLM_API_KEY` (학교 발급, secret/`.env`로만 주입)
+- 모델 카탈로그: Claude / GPT / Gemini / xAI / Perplexity / Solar / Gemma 등을 단일 키로 사용.
+- 게이트웨이 교체(자체 OpenAI 키, vLLM 등) 시 `LLM_BASE_URL` 한 줄만 변경.
+
+### 6.2 모델 선택
+| 시점 | 모델 (env override 가능) | 용도 |
+|------|--------------------------|------|
+| 세션 시작 | Pro (`gemini-3.1-pro-preview` 기본) | 질문 풀 (품질) |
+| 세션 중 | Flash (`gemini-3.1-flash-lite-preview` 후보) | 꼬리질문 (저지연 < 3s) |
 | 분석 (이력서/레포) | Pro | 마크다운 구조화 |
 
 설정은 `settings.py` + 환경변수로 모델명 주입 (코드에 하드코딩 금지).
 
-### 6.2 LangChain 사용
+### 6.3 LangChain 사용 (OpenAI 호환 클라이언트)
 ```python
 from langchain_core.prompts import ChatPromptTemplate
-from langchain_google_genai import ChatGoogleGenerativeAI
+from langchain_openai import ChatOpenAI
 
 prompt = ChatPromptTemplate.from_messages([
     ("system", "당신은 면접관입니다..."),
     ("human", "이력서: {resume}\n질문 후보: ..."),
 ])
-llm = ChatGoogleGenerativeAI(model=settings.llm_pro_model)
-chain = prompt | llm | StructuredOutputParser(schema=...)
+llm = ChatOpenAI(
+    model=settings.llm_pro_model,
+    base_url=settings.llm_base_url,
+    api_key=settings.llm_api_key,
+)
+chain = prompt | llm | PydanticOutputParser(pydantic_object=...)
 ```
 
 - 모든 프롬프트는 `chain/prompts/{name}.py` 단일 위치
 - 프롬프트 변경은 PR로 (커밋 메시지에 의도 명시)
 - 응답은 **반드시 schema validation** (Pydantic) — LLM 결과를 그대로 신뢰 X
 
-### 6.3 호출 로깅
+### 6.4 호출 로깅
 호출 시작/완료/실패를 Core 서버에 RabbitMQ로 보내 `ai_request_logs`에 기록 — 또는 자체 endpoint POST.
 필드: `request_type`, `model_name`, `input_tokens`, `output_tokens`, `latency_ms`, `status`.
 
@@ -293,10 +305,19 @@ docker run --env-file .env -p 8000:8000 stackup-ai
 ## 16. 현재 상태 (2026-05 기준)
 
 - FastAPI 부트스트랩 + 헬스체크
-- RabbitMQ consumer **echo만** 구현: `ai.analyze.resume` → `callback.analysis` 즉시 echo 응답 (멱등 LRU + structlog)
-- 비즈니스 로직 (PDF 파싱·LLM·임베딩·S3·pgvector) 미구현 — US-09 본 구현 PR에서 추가
-- `analyze.repository` / `generate.questions` / `generate.followup` consumer는 큐 정의만 존재, 코드 없음
-- LangChain import만 있음, 체인·프롬프트 정의 0
+- RabbitMQ consumer `ai.analyze.resume` 본 구현:
+  - PDF 텍스트 추출 (`analyzer/sources/pdf.py`, pypdf)
+  - LLM 분석 (`chain/document_analysis_chain.py`, Gemini Pro + Pydantic 출력 파서)
+  - 분석 MD를 스토리지에 저장
+  - `callback.analysis` 발행 (status `ANALYZED` / `FAILED`, retriable 플래그 포함)
+- **스토리지 추상화 도입** (`storage/`): `ObjectStorage` 인터페이스 + 구현체 두 개.
+  - `S3Storage` (기본) — boto3 + `asyncio.to_thread`. MinIO·AWS S3 모두 호환. `S3_ENDPOINT_URL`만 바꿔 swap.
+  - `LocalFilesystemStorage` (dev/test 전용) — aiofiles + traversal 방어.
+  - `STORAGE_BACKEND=s3|local` 환경변수 한 줄로 전환.
+- **소스 추출 추상화 도입** (`analyzer/sources/`): `SourceExtractor` 인터페이스 + `PdfSourceExtractor`.
+  GitHub repo / 웹 이력서 추출기는 동일 인터페이스로 후속 PR에서 추가 예정.
+- 임베딩·청킹·pgvector upsert는 미구현 → 후속 PR. `embedding_chunk_count`는 0으로 발행.
+- `analyze.repository` / `generate.questions` / `generate.followup` consumer는 큐 정의만, 코드 없음
 - 음성 모듈은 Phase 2
 
 각 도입 시 본 문서 갱신.
diff --git a/ai/Dockerfile b/ai/Dockerfile
index be917800..ce3a4b3b 100644
--- a/ai/Dockerfile
+++ b/ai/Dockerfile
@@ -9,6 +9,6 @@ RUN uv sync --frozen --no-dev
 
 COPY src/ src/
 
-EXPOSE 8000
+EXPOSE 38030
 
-CMD ["uv", "run", "uvicorn", "ai_server.main:app", "--host", "0.0.0.0", "--port", "8000"]
+CMD ["uv", "run", "uvicorn", "ai_server.main:app", "--host", "0.0.0.0", "--port", "38030"]
diff --git a/ai/pyproject.toml b/ai/pyproject.toml
index 3bd259ea..380d3396 100644
--- a/ai/pyproject.toml
+++ b/ai/pyproject.toml
@@ -13,10 +13,13 @@ dependencies = [
     "pydantic-settings>=2.13.1",
     "httpx>=0.28.1",
     "aio-pika>=9.6.2",
-"boto3>=1.42.77",
+    "boto3>=1.42.77",
+    "aiofiles>=24.1.0",
+    "pypdf>=5.1.0",
     "langchain>=1.2.13",
     "langchain-core>=1.2.22",
     "langchain-community>=0.4.1",
+    "langchain-openai>=0.3.0",
     "structlog>=25.5.0",
 ]
 
diff --git a/ai/uv.lock b/ai/uv.lock
index b6350dfe..f2fca866 100644
--- a/ai/uv.lock
+++ b/ai/uv.lock
@@ -15,6 +15,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/25/05/256fa313f48bed075056d13593b92ce804be05d75f4f312be24edb82860a/aio_pika-9.6.2-py3-none-any.whl", hash = "sha256:2a5478af920d169795071c9c09c7542cd8cdece60438cf7804533dcbcce93b7f", size = 56269, upload-time = "2026-03-22T19:03:19.558Z" },
 ]
 
+[[package]]
+name = "aiofiles"
+version = "25.1.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/41/c3/534eac40372d8ee36ef40df62ec129bee4fdb5ad9706e58a29be53b2c970/aiofiles-25.1.0.tar.gz", hash = "sha256:a8d728f0a29de45dc521f18f07297428d56992a742f0cd2701ba86e44d23d5b2", size = 46354, upload-time = "2025-10-09T20:51:04.358Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/bc/8a/340a1555ae33d7354dbca4faa54948d76d89a27ceef032c8c3bc661d003e/aiofiles-25.1.0-py3-none-any.whl", hash = "sha256:abe311e527c862958650f9438e859c1fa7568a141b22abcd015e120e86a85695", size = 14668, upload-time = "2025-10-09T20:51:03.174Z" },
+]
+
 [[package]]
 name = "aiohappyeyeballs"
 version = "2.6.1"
@@ -329,6 +338,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/1e/77/dc8c558f7593132cf8fefec57c4f60c83b16941c574ac5f619abb3ae7933/dill-0.4.1-py3-none-any.whl", hash = "sha256:1e1ce33e978ae97fcfcff5638477032b801c46c7c65cf717f95fbc2248f79a9d", size = 120019, upload-time = "2026-01-19T02:36:55.663Z" },
 ]
 
+[[package]]
+name = "distro"
+version = "1.9.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/fc/f8/98eea607f65de6527f8a2e8885fc8015d3e6f5775df186e443e0964a11c3/distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed", size = 60722, upload-time = "2023-12-24T09:54:32.31Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/12/b3/231ffd4ab1fc9d679809f356cebee130ac7daa00d6d6f3206dd4fd137e9e/distro-1.9.0-py3-none-any.whl", hash = "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2", size = 20277, upload-time = "2023-12-24T09:54:30.421Z" },
+]
+
 [[package]]
 name = "fastapi"
 version = "0.135.2"
@@ -558,6 +576,60 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/3e/95/c7c34aa53c16353c56d0b802fba48d5f5caa2cdee7958acbcb795c830416/isort-8.0.1-py3-none-any.whl", hash = "sha256:28b89bc70f751b559aeca209e6120393d43fbe2490de0559662be7a9787e3d75", size = 89733, upload-time = "2026-02-28T10:08:19.466Z" },
 ]
 
+[[package]]
+name = "jiter"
+version = "0.14.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/6e/c1/0cddc6eb17d4c53a99840953f95dd3accdc5cfc7a337b0e9b26476276be9/jiter-0.14.0.tar.gz", hash = "sha256:e8a39e66dac7153cf3f964a12aad515afa8d74938ec5cc0018adcdae5367c79e", size = 165725, upload-time = "2026-04-10T14:28:42.01Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/97/2a/09f70020898507a89279659a1afe3364d57fc1b2c89949081975d135f6f5/jiter-0.14.0-cp313-cp313-macosx_10_12_x86_64.whl", hash = "sha256:af72f204cf4d44258e5b4c1745130ac45ddab0e71a06333b01de660ab4187a94", size = 315502, upload-time = "2026-04-10T14:26:47.697Z" },
+    { url = "https://files.pythonhosted.org/packages/d6/be/080c96a45cd74f9fce5db4fd68510b88087fb37ffe2541ff73c12db92535/jiter-0.14.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:4b77da71f6e819be5fbcec11a453fde5b1d0267ef6ed487e2a392fd8e14e4e3a", size = 314870, upload-time = "2026-04-10T14:26:49.149Z" },
+    { url = "https://files.pythonhosted.org/packages/7d/5e/2d0fee155826a968a832cc32438de5e2a193292c8721ca70d0b53e58245b/jiter-0.14.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:77f4ea612fe8b84b8b04e51d0e78029ecf3466348e25973f953de6e6a59aa4c1", size = 343406, upload-time = "2026-04-10T14:26:50.762Z" },
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+    { url = "https://files.pythonhosted.org/packages/b3/1e/b651ec3059474dab649b8d5b69f5c65cd8fcd8918568c1935bd4136c9392/tiktoken-0.12.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:8f317e8530bb3a222547b85a58583238c8f74fd7a7408305f9f63246d1a0958b", size = 1254567, upload-time = "2025-10-06T20:22:25.671Z" },
+    { url = "https://files.pythonhosted.org/packages/80/57/ce64fd16ac390fafde001268c364d559447ba09b509181b2808622420eec/tiktoken-0.12.0-cp314-cp314-win_amd64.whl", hash = "sha256:399c3dd672a6406719d84442299a490420b458c44d3ae65516302a99675888f3", size = 921067, upload-time = "2025-10-06T20:22:26.753Z" },
+    { url = "https://files.pythonhosted.org/packages/ac/a4/72eed53e8976a099539cdd5eb36f241987212c29629d0a52c305173e0a68/tiktoken-0.12.0-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:c2c714c72bc00a38ca969dae79e8266ddec999c7ceccd603cc4f0d04ccd76365", size = 1050473, upload-time = "2025-10-06T20:22:27.775Z" },
+    { url = "https://files.pythonhosted.org/packages/e6/d7/0110b8f54c008466b19672c615f2168896b83706a6611ba6e47313dbc6e9/tiktoken-0.12.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:cbb9a3ba275165a2cb0f9a83f5d7025afe6b9d0ab01a22b50f0e74fee2ad253e", size = 993855, upload-time = "2025-10-06T20:22:28.799Z" },
+    { url = "https://files.pythonhosted.org/packages/5f/77/4f268c41a3957c418b084dd576ea2fad2e95da0d8e1ab705372892c2ca22/tiktoken-0.12.0-cp314-cp314t-manylinux_2_28_aarch64.whl", hash = "sha256:dfdfaa5ffff8993a3af94d1125870b1d27aed7cb97aa7eb8c1cefdbc87dbee63", size = 1129022, upload-time = "2025-10-06T20:22:29.981Z" },
+    { url = "https://files.pythonhosted.org/packages/4e/2b/fc46c90fe5028bd094cd6ee25a7db321cb91d45dc87531e2bdbb26b4867a/tiktoken-0.12.0-cp314-cp314t-manylinux_2_28_x86_64.whl", hash = "sha256:584c3ad3d0c74f5269906eb8a659c8bfc6144a52895d9261cdaf90a0ae5f4de0", size = 1150736, upload-time = "2025-10-06T20:22:30.996Z" },
+    { url = "https://files.pythonhosted.org/packages/28/c0/3c7a39ff68022ddfd7d93f3337ad90389a342f761c4d71de99a3ccc57857/tiktoken-0.12.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:54c891b416a0e36b8e2045b12b33dd66fb34a4fe7965565f1b482da50da3e86a", size = 1194908, upload-time = "2025-10-06T20:22:32.073Z" },
+    { url = "https://files.pythonhosted.org/packages/ab/0d/c1ad6f4016a3968c048545f5d9b8ffebf577774b2ede3e2e352553b685fe/tiktoken-0.12.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:5edb8743b88d5be814b1a8a8854494719080c28faaa1ccbef02e87354fe71ef0", size = 1253706, upload-time = "2025-10-06T20:22:33.385Z" },
+    { url = "https://files.pythonhosted.org/packages/af/df/c7891ef9d2712ad774777271d39fdef63941ffba0a9d59b7ad1fd2765e57/tiktoken-0.12.0-cp314-cp314t-win_amd64.whl", hash = "sha256:f61c0aea5565ac82e2ec50a05e02a6c44734e91b51c10510b084ea1b8e633a71", size = 920667, upload-time = "2025-10-06T20:22:34.444Z" },
+]
+
 [[package]]
 name = "tomlkit"
 version = "0.14.0"
@@ -1503,6 +1757,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/b5/11/87d6d29fb5d237229d67973a6c9e06e048f01cf4994dee194ab0ea841814/tomlkit-0.14.0-py3-none-any.whl", hash = "sha256:592064ed85b40fa213469f81ac584f67a4f2992509a7c3ea2d632208623a3680", size = 39310, upload-time = "2026-01-13T01:14:51.965Z" },
 ]
 
+[[package]]
+name = "tqdm"
+version = "4.67.3"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "colorama", marker = "sys_platform == 'win32'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/09/a9/6ba95a270c6f1fbcd8dac228323f2777d886cb206987444e4bce66338dd4/tqdm-4.67.3.tar.gz", hash = "sha256:7d825f03f89244ef73f1d4ce193cb1774a8179fd96f31d7e1dcde62092b960bb", size = 169598, upload-time = "2026-02-03T17:35:53.048Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/16/e1/3079a9ff9b8e11b846c6ac5c8b5bfb7ff225eee721825310c91b3b50304f/tqdm-4.67.3-py3-none-any.whl", hash = "sha256:ee1e4c0e59148062281c49d80b25b67771a127c85fc9676d3be5f243206826bf", size = 78374, upload-time = "2026-02-03T17:35:50.982Z" },
+]
+
 [[package]]
 name = "typing-extensions"
 version = "4.15.0"
diff --git a/docker-compose.yml b/docker-compose.yml
index 8b8ad76a..aa52d5ca 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -1,17 +1,21 @@
+name: stackup
+
 services:
   postgres:
     build: ./infra/postgres
     container_name: stackup-postgres
+    command: ["postgres", "-c", "port=38040"]
     ports:
-      - "${POSTGRES_PORT:-5432}:5432"
+      - "${POSTGRES_PORT:-38040}:38040"
     environment:
       POSTGRES_DB: ${POSTGRES_DB:-stackup}
       POSTGRES_USER: ${POSTGRES_USER:-stackup}
       POSTGRES_PASSWORD: ${POSTGRES_PASSWORD:-stackup}
+      PGPORT: "38040"
     volumes:
       - postgres_data:/var/lib/postgresql/data
     healthcheck:
-      test: ["CMD-SHELL", "pg_isready -U ${POSTGRES_USER:-stackup}"]
+      test: ["CMD-SHELL", "pg_isready -p 38040 -U ${POSTGRES_USER:-stackup}"]
       interval: 5s
       timeout: 3s
       retries: 5
@@ -20,15 +24,15 @@ services:
     build: ./infra/rabbitmq
     container_name: stackup-rabbitmq
     ports:
-      - "${RABBITMQ_PORT:-5672}:5672"
-      - "${RABBITMQ_MANAGEMENT_PORT:-15672}:15672"
+      - "${RABBITMQ_PORT:-38050}:38050"
+      - "${RABBITMQ_MANAGEMENT_PORT:-38051}:38051"
     environment:
       RABBITMQ_DEFAULT_USER: ${RABBITMQ_USER:-stackup}
       RABBITMQ_DEFAULT_PASS: ${RABBITMQ_PASSWORD:-stackup}
     volumes:
       - rabbitmq_data:/var/lib/rabbitmq
     healthcheck:
-      test: ["CMD", "rabbitmq-diagnostics", "check_port_connectivity"]
+      test: ["CMD", "rabbitmq-diagnostics", "-q", "ping"]
       interval: 10s
       timeout: 5s
       retries: 5
@@ -37,15 +41,17 @@ services:
     build: ./infra/minio
     container_name: stackup-minio
     ports:
-      - "${MINIO_API_PORT:-9000}:9000"
-      - "${MINIO_CONSOLE_PORT:-9001}:9001"
+      - "${MINIO_API_PORT:-38060}:38060"
+      - "${MINIO_CONSOLE_PORT:-38061}:38061"
     environment:
       MINIO_ROOT_USER: ${MINIO_ROOT_USER:-minioadmin}
       MINIO_ROOT_PASSWORD: ${MINIO_ROOT_PASSWORD:-minioadmin}
     volumes:
       - minio_data:/data
     healthcheck:
-      test: ["CMD", "mc", "ready", "local"]
+      test:
+        - "CMD-SHELL"
+        - "mc alias set hc http://localhost:38060 \"$$MINIO_ROOT_USER\" \"$$MINIO_ROOT_PASSWORD\" >/dev/null 2>&1 && mc ready hc"
       interval: 10s
       timeout: 5s
       retries: 5
@@ -68,20 +74,28 @@ services:
     build: ./ai
     container_name: stackup-ai
     ports:
-      - "${AI_PORT:-8000}:8000"
+      - "${AI_PORT:-38030}:38030"
     environment:
-      RABBITMQ_URL: amqp://${RABBITMQ_USER:-stackup}:${RABBITMQ_PASSWORD:-stackup}@rabbitmq:5672/
-      S3_ENDPOINT_URL: http://minio:9000
+      RABBITMQ_URL: amqp://${RABBITMQ_USER:-stackup}:${RABBITMQ_PASSWORD:-stackup}@rabbitmq:38050/
+      STORAGE_BACKEND: ${STORAGE_BACKEND:-s3}
+      STORAGE_LOCAL_ROOT: ${STORAGE_LOCAL_ROOT:-/var/lib/stackup-ai/storage}
+      S3_ENDPOINT_URL: http://minio:38060
       S3_ACCESS_KEY: ${MINIO_ROOT_USER:-minioadmin}
       S3_SECRET_KEY: ${MINIO_ROOT_PASSWORD:-minioadmin}
       S3_BUCKET_NAME: ${MINIO_BUCKET:-stackup}
+      S3_REGION: ${S3_REGION:-us-east-1}
+      LLM_API_KEY: ${LLM_API_KEY:-}
+      LLM_BASE_URL: ${LLM_BASE_URL:-https://factchat-cloud.mindlogic.ai/v1/gateway}
+      LLM_PRO_MODEL: ${LLM_PRO_MODEL:-gemini-3.1-pro-preview}
     depends_on:
       rabbitmq:
         condition: service_healthy
       minio:
         condition: service_healthy
+      minio-init:
+        condition: service_completed_successfully
     healthcheck:
-      test: ["CMD", "python", "-c", "import urllib.request; urllib.request.urlopen('http://localhost:8000/health')"]
+      test: ["CMD", "python", "-c", "import urllib.request; urllib.request.urlopen('http://localhost:38030/health')"]
       interval: 10s
       timeout: 5s
       retries: 5
@@ -90,16 +104,16 @@ services:
     build: ./realtime
     container_name: stackup-realtime
     ports:
-      - "${REALTIME_PORT:-8081}:8081"
+      - "${REALTIME_PORT:-38020}:38020"
     environment:
-      REALTIME_LISTEN_ADDR: :8081
-      REALTIME_RABBITMQ_URL: amqp://${RABBITMQ_USER:-stackup}:${RABBITMQ_PASSWORD:-stackup}@rabbitmq:5672/
+      REALTIME_LISTEN_ADDR: :38020
+      REALTIME_RABBITMQ_URL: amqp://${RABBITMQ_USER:-stackup}:${RABBITMQ_PASSWORD:-stackup}@rabbitmq:38050/
       REALTIME_LOG_LEVEL: ${REALTIME_LOG_LEVEL:-info}
     depends_on:
       rabbitmq:
         condition: service_healthy
     healthcheck:
-      test: ["CMD", "wget", "-q", "-O", "/dev/null", "http://localhost:8081/health"]
+      test: ["CMD", "wget", "-q", "-O", "/dev/null", "http://localhost:38020/health"]
       interval: 10s
       timeout: 5s
       retries: 5
diff --git a/infra/minio/Dockerfile b/infra/minio/Dockerfile
index f5f9a457..cecee108 100644
--- a/infra/minio/Dockerfile
+++ b/infra/minio/Dockerfile
@@ -1,5 +1,8 @@
 FROM minio/minio:latest
 
-EXPOSE 9000 9001
+COPY entrypoint.sh /usr/local/bin/entrypoint.sh
+RUN chmod +x /usr/local/bin/entrypoint.sh
 
-CMD ["server", "/data", "--console-address", ":9001"]
+EXPOSE 38060 38061
+
+ENTRYPOINT ["/usr/local/bin/entrypoint.sh"]
diff --git a/infra/minio/entrypoint.sh b/infra/minio/entrypoint.sh
new file mode 100755
index 00000000..e5e97e78
--- /dev/null
+++ b/infra/minio/entrypoint.sh
@@ -0,0 +1,5 @@
+#!/bin/sh
+set -e
+
+# Overridden listen ports — keep host:container symmetric across StackUp (38XXX).
+exec minio server /data --address ":38060" --console-address ":38061"
diff --git a/infra/minio/init.sh b/infra/minio/init.sh
index e75554d2..0d4c01dd 100644
--- a/infra/minio/init.sh
+++ b/infra/minio/init.sh
@@ -1,5 +1,5 @@
 #!/bin/sh
 set -e
 
-mc alias set local http://minio:9000 "${MINIO_ROOT_USER}" "${MINIO_ROOT_PASSWORD}"
+mc alias set local http://minio:38060 "${MINIO_ROOT_USER}" "${MINIO_ROOT_PASSWORD}"
 mc mb local/"${MINIO_BUCKET}" --ignore-existing
diff --git a/infra/rabbitmq/Dockerfile b/infra/rabbitmq/Dockerfile
index d418dd24..7d6255ad 100644
--- a/infra/rabbitmq/Dockerfile
+++ b/infra/rabbitmq/Dockerfile
@@ -2,3 +2,5 @@ FROM rabbitmq:4-management
 
 COPY rabbitmq.conf /etc/rabbitmq/rabbitmq.conf
 COPY definitions.json /etc/rabbitmq/definitions.json
+
+EXPOSE 38050 38051
diff --git a/infra/rabbitmq/rabbitmq.conf b/infra/rabbitmq/rabbitmq.conf
index f619e879..ecbbdebf 100644
--- a/infra/rabbitmq/rabbitmq.conf
+++ b/infra/rabbitmq/rabbitmq.conf
@@ -1 +1,3 @@
+listeners.tcp.default = 38050
+management.tcp.port = 38051
 management.load_definitions = /etc/rabbitmq/definitions.json
diff --git a/realtime/.env.example b/realtime/.env.example
index 29584e9e..10fd1e58 100644
--- a/realtime/.env.example
+++ b/realtime/.env.example
@@ -1,5 +1,5 @@
-REALTIME_LISTEN_ADDR=:8081
-REALTIME_RABBITMQ_URL=amqp://stackup:stackup@localhost:5672/
+REALTIME_LISTEN_ADDR=:38020
+REALTIME_RABBITMQ_URL=amqp://stackup:stackup@localhost:38050/
 REALTIME_LOG_LEVEL=info
 REALTIME_QUEUE_NAME=q.realtime.session.notify
 REALTIME_SSE_PING_INTERVAL=30s
diff --git a/realtime/CLAUDE.md b/realtime/CLAUDE.md
index 9b4a5bc6..f72f65d6 100644
--- a/realtime/CLAUDE.md
+++ b/realtime/CLAUDE.md
@@ -136,8 +136,8 @@ Heartbeat (proxy keepalive):
 
 | 변수 | 기본값 | 용도 |
 |------|--------|------|
-| `REALTIME_LISTEN_ADDR` | `:8081` | HTTP 리슨 주소 |
-| `REALTIME_RABBITMQ_URL` | `amqp://stackup:stackup@localhost:5672/` | AMQP 연결 |
+| `REALTIME_LISTEN_ADDR` | `:38020` | HTTP 리슨 주소 |
+| `REALTIME_RABBITMQ_URL` | `amqp://stackup:stackup@localhost:38050/` | AMQP 연결 |
 | `REALTIME_LOG_LEVEL` | `info` | slog 레벨 |
 | `REALTIME_QUEUE_NAME` | `q.realtime.session.notify` | 구독 큐 |
 | `REALTIME_SSE_PING_INTERVAL` | `30s` | SSE heartbeat 주기 |
diff --git a/realtime/Dockerfile b/realtime/Dockerfile
index dcc5bebb..cc5dcfa1 100644
--- a/realtime/Dockerfile
+++ b/realtime/Dockerfile
@@ -11,6 +11,6 @@ RUN apk add --no-cache wget ca-certificates && \
     addgroup -S app && adduser -S app -G app
 WORKDIR /app
 COPY --from=builder /out/realtime /app/realtime
-EXPOSE 8081
+EXPOSE 38020
 USER app:app
 ENTRYPOINT ["/app/realtime"]
diff --git a/realtime/internal/config/config.go b/realtime/internal/config/config.go
index 6c39117a..b063d32c 100644
--- a/realtime/internal/config/config.go
+++ b/realtime/internal/config/config.go
@@ -7,8 +7,8 @@ import (
 )
 
 type Config struct {
-	ListenAddr             string        `env:"REALTIME_LISTEN_ADDR" envDefault:":8081"`
-	RabbitMQURL            string        `env:"REALTIME_RABBITMQ_URL" envDefault:"amqp://stackup:stackup@localhost:5672/"`
+	ListenAddr             string        `env:"REALTIME_LISTEN_ADDR" envDefault:":38020"`
+	RabbitMQURL            string        `env:"REALTIME_RABBITMQ_URL" envDefault:"amqp://stackup:stackup@localhost:38050/"`
 	LogLevel               string        `env:"REALTIME_LOG_LEVEL" envDefault:"info"`
 	QueueName              string        `env:"REALTIME_QUEUE_NAME" envDefault:"q.realtime.session.notify"`
 	SSEPingInterval        time.Duration `env:"REALTIME_SSE_PING_INTERVAL" envDefault:"30s"`
diff --git a/realtime/internal/config/config_test.go b/realtime/internal/config/config_test.go
index a31c5159..ec89ff09 100644
--- a/realtime/internal/config/config_test.go
+++ b/realtime/internal/config/config_test.go
@@ -61,7 +61,7 @@ func TestLoadDefaults(t *testing.T) {
 		t.Fatalf("Load: %v", err)
 	}
 
-	if cfg.ListenAddr != ":8081" {
+	if cfg.ListenAddr != ":38020" {
 		t.Errorf("default ListenAddr = %q", cfg.ListenAddr)
 	}
 	if cfg.QueueName != "q.realtime.session.notify" {