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Because Next.js API routes run in serverless functions, each API call might instantiate a new MongoDB connection,
quickly exhausting the database s connection limits. We need to implement a global connection ...
bug
If a user denies camera permissions or if face-api.js fails to initialize the WebGL context on unsupported devices, the
application could crash with a blank white screen. We must implement a targeted React ...
bug
The attendance analytics dashboards use chart.js and react-circular-progressbar. Currently, any state update in the
parent component forces these canvas/SVG elements to re-render, which is computationally ...
bug
While next-intl is configured for internationalization, there are likely lingering hardcoded English strings inside the
Dashboard and Student List components. We need to audit the app directory, extract ...
bug
API routes handling student data ingestion or profile updates should not rely on manual string validation. We need to
introduce zod schemas to enforce strict type checking, email formatting, and payload ...
bug
In the Next.js serverless environment, hot-reloading during development frequently re-executes API routes, causing
firebase-admin to throw FirebaseApp already exists errors. We need to abstract the Firebase ...
bug
The project utilizes next-pwa and falls back to a generic /offline route when network connectivity is lost (as defined
in next.config.mjs). We should upgrade this offline page to dynamically pull the user ...
bug
To prevent abuse, spam, or accidental duplicate submissions from the client-side face recognition loop, we need to
enforce rate limiting on the Next.js API route that records attendance. We should implement ...
bug
The face-api.js library requires downloading substantial model weights (e.g., face_landmark_68_model,
face_recognition_model) before the attendance camera can function. Currently, this might block the ...
bug
Problem
Styler and Theme currently contain chart button styling fields that are exclusively used by the Swing rendering layer
(ChartButton, ChartZoom, XChartPanel). This pollutes the renderer-agnostic ...
refactor

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