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garmentmindlisted

Project context, architecture, and working guide for GarmentMind AI — an L/C & export-document discrepancy checker for Bangladesh garment exporters (a FastAPI + React + Postgres app, deployed on Vercel, in Desktop/Garment). It reads a factory's trade documents (Letter of Credit, commercial invoice, packing list, bill of lading, purchase order) and flags every mismatch that would get their L/C payment rejected by the bank. Load this whenever the user works on GarmentMind, "the garment app", "the document checker", the discrepancy engine, garmentmind.vercel.app, extraction providers, the wedge/pilot strategy, or anything in the Desktop/Garment folder — it carries the mission, architecture, file map, the ~18 discrepancy rules, deploy setup + hard constraints, data model, conventions, the honest capability/gap list, the roadmap to a reliable v1.0, and the continuity state so a fresh conversation resumes without re-deriving anything. Use it even for vague asks like "keep building the garment app", "make extraction
hellokianben-collab/vishal-agarwal-context · ★ 0 · AI & Automation · score 60
Install: claude install-skill hellokianben-collab/vishal-agarwal-context
# GarmentMind AI — project context & working guide GarmentMind is the first product of a would-be AI company: an "AI operations assistant" for Bangladesh's garment exporters. The shipped wedge is narrow and deliberate — **catch the document discrepancies that get a Letter-of-Credit payment rejected, before the bank sees them.** This skill is the durable memory of how it's built, why, and what's left. ## Identity & locations | Thing | Value | |---|---| | Local path | `C:\Users\Susanta Podder\Desktop\Garment` | | Live site | https://garmentmind.vercel.app (public, production alias) | | Vercel team / project | scope `susanta-podders-projects` / project `garmentmind` | | Git | **Not a git repo.** Deploys are Vercel CLI uploads, not git-push. | | Demo login | `demo@factory.com` / *(password redacted in the public repo — seeded when `SEED_DEMO=true`, see the local copy)* | | Current version | **v0.1 — working demo, NOT production-reliable** (see Roadmap) | | Backend local run | `cd backend && .venv/Scripts/python -m uvicorn app.main:app --port 8000` | | Frontend local run | `cd frontend && npm run dev` (Vite, port 5173) | | Full stack local | `docker compose up --build` (includes Postgres) | | Tests | `cd backend && .venv/Scripts/python -m pytest -q` (15 pass) | ## Why it exists — the business thesis (must not regress) These were established by a ruthless-investor evaluation. Do not drift back to the naïve framing. - **The labor-savings pitch is DEAD here.** Bangladesh labor