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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 📌 !-- 해야하는 일과 이 일을 해야하는 이유를 적어주세요 -- br 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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