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Description:
Two related security issues exist in the AI safety pipeline that share the same root: the safety filter s behavior under
adversarial or degraded conditions is not hardened.
Issue 1 — Fail-Open ...
Describe the bug On quest.html, both the Available Quests and Your Badges sections render completely blank. There is no
loading indicator, no empty state message, and no explanation for the user. A first-time ...
Issue
The teacher real-time roster effect in hooks/useAttendance.js has a race condition that leaks Firestore onSnapshot
listeners. Each leaked listener is never unsubscribed, causing a memory leak that ...
Description
Add a public registration endpoint in auth-server so new users can create regular accounts without manual database
inserts.
Registration must create USER accounts only. It must not be possible ...
enhancement
Issue
Four event.waitUntil() calls in the service worker (worker/index.js) are missing .catch() handlers. Unhandled promise
rejections in Service Workers cause the browser to terminate the worker, breaking ...
Create an Architecture Decision Record documenting frontend technology choices and establish mobile development skill
definitions for the Placecard codebase.
scope:architecture
type:adr
📌 Contexto
A aplicação Aluno Online já possui múltiplas telas organizadas em componentes reutilizáveis.
No entanto, o sistema ainda não permite que o usuário realize autenticação.
A equipe identificou ...
Issue
The root layout (pp/layout.js) renders five components twice - ClientLayout, BackToTop, OfflineIndicator,
CommandPaletteWrapper, and CommandPalette each appear as duplicate JSX nodes. This causes ...
Large investigation — new generative model. Zero-Inflated Negative Binomial models the zero mass explicitly via a
mixture: P(y) = pi*delta(0) + (1-pi)*NB(y|r,p). Iacus et al. (2025) validated ZINB on our ...
enhancement
@WUBING2023 我自己读研那会儿写论文,最难的从来不是读懂一篇范文,而是怎么把手上一摞乱七八糟的草稿、数据和引用,变成一篇真的能投出去的稿子。
PaperSpine 之所以让我多看了几眼,是因为它没把「学习优秀论文」做成「读完夸两句」。deep imitation protocol 里那套 closed-book
改写——先把原段落的事实、引用、图号抽成笔记,然后合上原文从蓝图重写,最后跑 ...

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