Doujindesutviribitarigalnimankotsukawas Updated -

| Milestone | ETA | Description | |-----------|-----|-------------| | v2.4.0 – “Mankotsu” | Q3 2026 | Add graph‑based recommendation engine (based on tag co‑occurrence) and a REST API (FastAPI) for remote querying. | | v2.5.0 – “Kitsukawa” | Q1 2027 | Full Web UI (React + Vite) with drag‑and‑drop import, live preview of cover generation, and OAuth2 UI flow. | | v3.0 – “DoujinX” | H2 2027 | Multi‑tenant support (multiple user libraries on the same DB) and AI‑assisted tag suggestion using a lightweight transformer model. | | Community‑driven plug‑ins | Ongoing | Curate a plug‑in marketplace on the Discord server; enable rating & auto‑updates. |

Explain the types of updates readers expect: doujindesutviribitarigalnimankotsukawas updated

Provide a clear changelog in bullet points. Explain the types of updates readers expect:

| Goal | Why it helps | |------|--------------| | Unified metadata format | Eliminates the “CSV vs JSON vs XML” nightmare that many circles face. | | Zero‑dependency core | Only pydantic and sqlite3 are required for the core; optional features pull in Pillow, opencv‑python, requests-oauthlib. | | Extensible plug‑in architecture | Communities can ship tag‑mapping or export modules without forking the main repo. | | Cross‑platform & cloud‑ready | Works on Windows, macOS, Linux, and in serverless environments (AWS Lambda, GCP Cloud Functions). | Provide a clear changelog in bullet points