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Problem
Major providers (OpenAI, Anthropic, DeepSeek, xiaomi, etc.) support prompt caching, which significantly reduces API
costs. However, users have no visibility into how effectively caching is working ...
Feature Issue 📌
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Todo ✔️
- [ ] N/A
🐋 원준
🖍️ refactor
Context
make_citation normalizes OCR/visual regions and derives page_span from region page numbers when an explicit page_span is
absent. Existing helper tests do not pin that regions-derived citation ...
Summary
triton_sigmoid_focal_loss_reduce can return NaN gradients for finite inputs when gamma=0 and logits saturate in the
correct direction. This matters for SAM3 training because IABCEMdetr defaults ...
Parent bounty: #743
Bug
authService.registerUser() currently creates a successful registration response for every valid request without tracking
whether the email address has already been registered. ...
Parent Algora bounty: #743
Bug
adminRoutes currently applies authMiddleware but does not verify that the authenticated user has role=admin. Any valid
client or freelancer token can access GET /api/admin/metrics. ...
Summary
The backoff added in #2356 / #2361 persists the consecutive-failure count by writing the A2ATask object on the failure
path (r.Update of the ark.mckinsey.com/poll-failure-count annotation). Because ...
Problem
Discord outbound mention rewriting can convert a plain @handle into a real @USER_ID mention while the handle is still
inside a Markdown fenced code block.
The docs say mentionAliases leaves mentions ...
为了使得调用方能够方便快捷的实现如下功能:
1. 简化与前台的交互能力。
2. 持久化 messages。
3. 自定义 message data parts。
因此需要后端基于当前的 SDK ,然后支持 UI Message。这是 SDK UI 工具的底层核心。

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