Feedback Quality Loop

推荐质量

读取 ranking_explain.v1 与 duplicate_report.v1，展示加权、降权、过滤、重复率和 needs_attention 状态；上传反馈仍先走本地校验，真正进入服务端必须经过受控签名通道。

· 生成时间：2026-05-23 00:38 · 已读取 reports/quality 真实报告

质量状态pass
needs_attention否
duplicate rate3.8%4/105
Top3 Experimental1/3
Top10 selected 命中率10/10 · 100.0%
降级项0
反馈导入待导入
ranking_explain.v10/0/13

boosted / downranked / filtered 计数来自真实排序解释报告。

Boosted0

暂无 boosted 内容

Downranked0

暂无 downranked 内容

Filtered 原因分布13
  1. The Next War Is Already Here. The West Isn't Ready. — Yaroslav Azhnyuk, The Fourth Law & Guest Host Noah Smith, Noahpinionduplicate_historyLatent Space
  2. AI-Native Healthcare: 100M Doctor Visits, 10–20 Hours Saved, Prior Auth in Minutes — Janie Lee & Chai Asawa, Abridgeduplicate_historyLatent Space
  3. Rebuilding IT From the Ground Up for the AI Age: Serval's Jake Stauchduplicate_historyTraining Data
  4. Suno's Mikey Shulman: Everyone Can Make Music Nowduplicate_historyTraining Data
  5. Pax Silica: Inside the Trump Administration’s Tech Strategy with US Under Secretary of State for Economic Affairs Jacob Helbergduplicate_historyNo Priors
  6. Ep 86: Yann LeCun on Leaving Meta, Breaking The LLM Paradigm, & Why Hinton is Wrongstale_daily_updateUnsupervised Learning
  7. Why AWS and Azure Cannot Run Autonomous AI – Ivan Burazin (Daytona)stale_daily_updateThe MAD Podcast with Matt Turck
  8. Inside Stainless: The Developer Tools Startup Anthropic Just Bought for $300 Millionduplicate_historyAI & I by Every
  9. Claude Code Can Be Your Second Brainstale_daily_updateAI & I by Every
  10. Featured An update on recent Claude Code quality reports We traced recent reports of Claude Code quality issues to three separate changes. Here's what happened and what we're changing.duplicate_historyAnthropic Engineering
  11. Scaling Managed Agents: Decoupling the brain from the hands Apr 08, 2026duplicate_historyAnthropic Engineering
  12. claude managed agents updatesduplicate_historyClaude Blog
今日 Top3质量待反馈
  1. #1MIT 科技评论：Anthropic 的 Code with Claude 展示了编码的未来，无论你是否喜欢bookofjoe
  2. #2Qwen3.6 27B 纯量化：16GB 显存跑到 40 tok/s/u/bobaburger
  3. #3Agent 架构篇：一次讲透 Agent 核心技术与底层架构Soyoger
最近 7 天推荐质量趋势Top3 / Top10

当前静态站基于最近 reports/quality 与 run_record 逐步沉淀趋势；无反馈时显示“待收集”，不误报 0 分。

明日排序建议1
  1. 未命名反馈样本不足或未显著影响排序，建议继续反馈 Top3 / Top10未知来源
网页上传反馈user_feedback.v1

前端会做 schema 校验与敏感字段扫描；Hermes webhook 接收端只通过服务端签名代理或受控通道调用，静态前端不会保存 webhook secret；服务端接收失败时，不会假装已经进入明日排序。

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