Backend (app-pfm-ocr-v2/backend): - Product/SKU scan feature complete: trained DINOv2 index (118 reference photos, 16 SKU classes) and YOLO classifier (83.3% top-1 val accuracy), fixed scripts/install-pipeline.sh (was missing ultralytics/torch), fully browser-verified end-to-end on /scan-pfm. Mobile m-scan-pfm page cancelled (Flutter app handles mobile; web UI is desktop-only for pipeline testing). - Fixed a real data-loss bug: Save Ground Truth (scan-pfm and the DO-flow's manual-label) was silently writing into the pfm-web-app container's ephemeral filesystem instead of the host, because /sources wasn't bind-mounted in docker-compose.yml. Added the mount, recovered an orphaned entry. - accounts.password is now bcrypt-hashed (bcryptjs, idempotent migration in db/init.ts) instead of plaintext; login route compares hashes. - /api/v1/documents/* (list, PUT, upload) now enforces real 401 auth, matching what the Flutter client already sends. The "classic" routes deliberately stay open — they're dev-only web UI with no login flow and won't exist in production. - OCR accuracy investigated end-to-end: real baseline is 95.10% overall (target met; accuracy_report.md was stale at 75.04%, now flagged). Fixed one genuine parser.ts bug (SO/DO field duplication in the global fallback regex); remaining gaps are OCR/layout-model limitations, not parser bugs. - Adopted a standalone copy of the fhanyuh/agents-settings e/n workflow scoped to backend/ (AGENTS.md Part A/B split, SKILLS.md, plans/, docs/), independent of the root copy which now covers Flutter only. - next-implementation.md deleted; content folded into backend/plans/next-enhancements.md for traceability. Root: - Adopted fhanyuh/agents-settings kit (AGENTS.md, SKILLS.md, plans/, docs/feature-list.md), scoped to the Flutter app only. - Pending documents queue now persists to Hive (lib/core/storage) instead of memory-only, surviving an app kill mid-upload. Removed backend_backup/ (stale Express/Prisma prototype, superseded by pfm-web-app) and the completed plans/next-enhancement-plan.md checklist. Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
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CLAUDE.md
This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.
What this repo is
An on-premise, GPU-accelerated OCR system that turns a driver's phone photo of a Delivery Order (DO) into structured, database-backed data. A Flutter mobile app (this root) is the field-facing client; a Dockerized backend (backend/) runs the Next.js API gateway, the PaddleOCR/vLLM pipeline, and Postgres.
Read README.md first for the full architecture (mermaid diagrams, tech stack, accuracy numbers). Read backend/CLAUDE.md before touching anything under backend/ — it documents backend-specific history, gotchas, and confidentiality notes not repeated here.
Repository structure
lib/ # Flutter app (this is the root Dart package)
config/ app_config.dart — theme + dynamic API base URL resolution
core/ Dio client, Hive storage, geolocation, go_router
features/ auth, camera, documents, editor, splash — one folder per feature
models/
test/ # Flutter widget/unit tests (flat, not mirrored to lib/)
backend/ # Next.js gateway + Python OCR pipeline + Postgres (see backend/CLAUDE.md)
docs/ # Deep-dive workflow & extraction-rule docs
docker-compose.yml # Canonical backend stack — always run from repo root, not backend/
docker-compose.demo.yml # Production-mode override (npm start instead of npm run dev)
start-dev-tunnel.ps1 # Syncs LAN IP into app_config.dart + starts ngrok
Two docker-compose.yml files exist (./docker-compose.yml and backend/docker-compose.yml, a legacy standalone duplicate with a different Compose project name). Always run docker compose from the repo root — running it from inside backend/ causes container-name conflicts with anything already started from root.
Commands
Flutter app (repo root)
flutter pub get # install deps
flutter run # run on connected device/emulator
flutter test # run all tests in test/
flutter test test/blur_detector_test.dart # run a single test file
flutter analyze lib # static analysis (flutter_lints)
flutter build apk --release # release APK -> build/app/outputs/flutter-apk/app-release.apk
./start-dev-tunnel.ps1 # detect LAN IP, patch app_config.dart, start ngrok
The release APK is currently debug-signed (android/app/build.gradle.kts has a TODO for a real signing config) — fine for internal installs, not Play Store distribution.
Backend (from repo root)
cp backend/.env.example backend/.env # first-time setup; set CUDA_VISIBLE_DEVICES
docker compose up --build # full stack (dev mode, hot-reloads pfm-web-app)
docker compose -f docker-compose.yml -f docker-compose.demo.yml up -d --build # production mode, rebuild before every demo
See backend/CLAUDE.md for the Next.js app commands (npm run dev/build/lint), the accuracy regression harness, and the uv/vLLM Python service commands.
Architecture notes for the Flutter client
- API base URL is resolved dynamically at startup, not hardcoded to one value:
AppConfig.initializeApiBaseUrl()inlib/config/app_config.darttries a fixed ngrok domain first, falling back to a hardcoded LAN IP. If login/upload fails on a device, this is the first thing to check — re-runstart-dev-tunnel.ps1if the host machine's LAN IP or ngrok tunnel has gone stale. - Upload flow: capture → Laplacian-variance blur check → GPS tag → multipart upload → the app polls
GET /documentsevery 2s (up to 2 min) until the backend's OCR pass setsparsed=true→ operator reviews/corrects on-device →PUT /documents/:idsaves final data → PDF receipt generated/printed locally. - Pending-upload queue is persisted to a Hive box (
lib/features/documents/pending_documents_provider.dart,lib/core/storage/local_storage.dart) — an OS-level app kill mid-upload no longer loses the document; on next launch the queue reloads and resumes anything left non-terminal (fixed 2026-07-08, seeplans/next-enhancements.md§3.1). - Auth (
lib/features/auth/) talks to a demo-stub backend (single hardcoded admin/password, no real server-side token verification) — don't build on top of it assuming real security.
Confidentiality
backend/ contains real client business data committed to source (SKU/vendor/customer master data, scanned DO photos, hand-labeled ground truth) — see backend/CLAUDE.md's Confidentiality section before exporting, logging, or sharing anything from backend/sources/ or backend/uploads/.
Agents Settings Kit
@AGENTS.md
The rules above are the shared, cross-tool source of truth for the e/enhance and
n/next enhancement workflow — kept in AGENTS.md, not duplicated here, so
Cursor/Copilot/other agents stay in sync (see docs/vibe-coding/ if that directory
is added later). Roles referenced above are defined in SKILLS.md. The workflow's
backlog and shipped-feature log live in plans/next-enhancements.md and
docs/feature-list.md respectively — see AGENTS.md's Adaptation Notes for how
those coexist with this repo's pre-existing .agents/AGENTS.md (OCR parsing rules)
and plans/next-enhancement-plan.md (a separate, already-[DONE] QA checklist).
Scope: this kit excludes backend/. AGENTS.md's "Scope" section (top of the
file) is authoritative — the e/n workflow, its §3 file-size enforcement, and its
§5/§6 Demo-Live/Cloud-Local switches apply to the Flutter app only. backend/ keeps
its own pre-existing backend/CLAUDE.md + backend/AGENTS.md; don't run e/n
against backend modules or apply this kit's generic rules there unless the user
explicitly asks for a backend-scoped run.
Claude-specific notes:
- Role subagents: when a task benefits from a fresh, unbiased pass — code review,
QA verification, architecture check — spawn the relevant
SKILLS.mdrole via theAgenttool instead of continuing in the current context. This mirrors the "review in a fresh context window" practice: a context that has been implementing a feature is a worse reviewer of that same feature. - Clarifying questions (AGENTS.md §2a): use
AskUserQuestionfor the one-at-a-time grilling step, not free-text questions buried in a longer response. - Plan mode: for any
n/nexttask that touches multiple files or has more than one reasonable implementation approach, useEnterPlanModebefore writing code.