v1.0 · 외부 데모 서버 (P340 Tiny)

Manufacturing Execution
with embedded Copilot

Production scheduling · Inventory · Cost · Sales · Quality — 통합 ERP/MES 와 LLM 기반 도메인 코파일럿을 단일 plane 으로. Korea-Vietnam 공장 운영 환경에 맞춤 설계.

32
UI Pages
36+
DB Tables
4
Languages · KO·VI·EN·ZH
A4.7
Claude Opus engine
Why MESMVP
상용 ERP/MES 가 cover 못 하는 도메인 디테일 + AI 동반자
⚙️

Real-time MES core

Work-order chain scheduling, capacity planning (CAPA + paid-pause deduction), material availability analysis, BOM rollup. PostgreSQL + SQLAlchemy async.

WO chain cascade + force-close logic
Atomic stock transfer (single-commit ACID)
BUY/MAKE source split with FX rate-check
🇻🇳

Vietnam-specific accounting

VAS 622/632 직접 인건비/매출원가, 베트남 PIT 누진세 (5–35% bracket), BHXH/BHYT 사회보험 cap, 주재원 (expat-vn) 패턴, MISA AMIS Open API 연동.

Salary calculator + 6-bracket OT
Cash-flow trace (audit opening to today)
VAT cascade detection + COGS reconcile
🤖

Embedded Copilot

모든 페이지 우측 Copilot 탭. 페이지별 컨텍스트 + 사용자 질문 → claude -p (Claude Opus 4.7) → DB 조회 + Telegram 알림. Page-aware Q&A.

Per-page operational context (Guide for Claude)
Quality-check auto-remediation (proposed)
32 page-types covered
Explore — demo modules
도메인별 대표 페이지 · 외부 demo 권한으로 read-only 접근
🔧
Production planning
5 pages

WO chain · capacity · PVO simulation · routing

📦
Inventory · Logistics
6 pages

Stock master · MTL transactions · receive board · BOM

🚚
Sales · Delivery
3 pages

SEHC weekly D/O schedule · invoices · customer master

Quality · NG
3 pages

Production NG / repair-cascade / SCAR · audit trail

🛠
Tool · Calculator
1 page

현장 즉시 사용 가능한 공구 계산기 모음 (mobile-first)

💬
Copilot
on every page

각 페이지 context-aware Q&A · 자연어 → DB 조회 · Telegram 연동

Tech stack
Python 3.12 FastAPI PostgreSQL 16 + SQLAlchemy 2.0 Alembic Tailwind v3 LlamaIndex + ChromaDB Claude Opus 4.7 Ollama / MLX (LLM optional)