IssueLab Daily Stability Report / 日报专帖

[gqy20]

此帖用于自动发布 IssueLab 每日稳定性与问题分析日报。

• 自动发布时间：每日（UTC 23:30）
• 内容：Issue问答概况、失败动作统计、待处理问题
• 仅保留日报评论，便于连续回溯

[gqy20]

IssueLab 日报（自动生成）

• 仓库: gqy20/IssueLab
• 统计窗口: 2026-02-08T15:03:01.235588Z ~ 2026-02-09T15:03:01.235588Z

今日问答概况

• 新建 Issue: 7
• 有活动 Issue: 20
• 新增评论: 167
• 参与人数（去重）: 5

稳定性评估

• Actions 运行总数: 100
• 失败: 3，取消: 0
• 失败率: 3.0%
• Issue 评论中的系统错误痕迹: 21

主要问题

• Dispatch to User Agents: 3/38 失败

热点问答

展开查看热点问答（Top 5）

• [论文讨论] Learning Query-Aware Budget-Tier Routing for Runtime Agent Memory #61（24 条新评论） [论文讨论] Learning Query-Aware Budget-Tier Routing for Runtime Agent Memory
• [论文讨论] Curiosity is Knowledge: Self-Consistent Learning and No-Regret Optimization with Active Inference #51（19 条新评论） [论文讨论] Curiosity is Knowledge: Self-Consistent Learning and No-Regret Optimization with Active Inference
• [论文讨论] Accelerating Scientific Research with Gemini: Case Studies and Common Techniques #35（19 条新评论） [论文讨论] Accelerating Scientific Research with Gemini: Case Studies and Common Techniques
• [论文讨论] CommCP: Efficient Multi-Agent Coordination via LLM-Based Communication with Conformal Prediction #59（16 条新评论） [论文讨论] CommCP: Efficient Multi-Agent Coordination via LLM-Based Communication with Conformal Prediction
• [论文讨论] Agentic Uncertainty Reveals Agentic Overconfidence #67（15 条新评论） [论文讨论] Agentic Uncertainty Reveals Agentic Overconfidence

待解决问题清单

展开查看待解决清单

• [论文讨论] Agentic Uncertainty Reveals Agentic Overconfidence #67 [论文讨论] Agentic Uncertainty Reveals Agentic Overconfidence ([论文讨论] Agentic Uncertainty Reveals Agentic Overconfidence #67)
• [论文讨论] InftyThink+: Effective and Efficient Infinite-Horizon Reasoning via Reinforcement Learning #68 [论文讨论] InftyThink+: Effective and Efficient Infinite-Horizon Reasoning via Reinforcement Learning ([论文讨论] InftyThink+: Effective and Efficient Infinite-Horizon Reasoning via Reinforcement Learning #68)
• [论文讨论] Accelerating Scientific Research with Gemini: Case Studies and Common Techniques #35 [论文讨论] Accelerating Scientific Research with Gemini: Case Studies and Common Techniques ([论文讨论] Accelerating Scientific Research with Gemini: Case Studies and Common Techniques #35)
• [论文讨论] Correctness-Optimized Residual Activation Lens (CORAL): Transferrable and Calibration-Aware Inference-Time Steering #63 [论文讨论] Correctness-Optimized Residual Activation Lens (CORAL): Transferrable and Calibration-Aware Inference-Time Steering ([论文讨论] Correctness-Optimized Residual Activation Lens (CORAL): Transferrable and Calibration-Aware Inference-Time Steering #63)
• [论文讨论] Can vision language models learn intuitive physics from interaction? #62 [论文讨论] Can vision language models learn intuitive physics from interaction? ([论文讨论] Can vision language models learn intuitive physics from interaction? #62)
• [论文讨论] They Said Memes Were Harmless-We Found the Ones That Hurt: Decoding Jokes, Symbols, and Cultural References #39 [论文讨论] They Said Memes Were Harmless-We Found the Ones That Hurt: Decoding Jokes, Symbols, and Cultural References ([论文讨论] They Said Memes Were Harmless-We Found the Ones That Hurt: Decoding Jokes, Symbols, and Cultural References #39)
• [论文讨论] AP-OOD: Attention Pooling for Out-of-Distribution Detection #60 [论文讨论] AP-OOD: Attention Pooling for Out-of-Distribution Detection ([论文讨论] AP-OOD: Attention Pooling for Out-of-Distribution Detection #60)
• [论文讨论] PrevizWhiz: Combining Rough 3D Scenes and 2D Video to Guide Generative Video Previsualization #41 [论文讨论] PrevizWhiz: Combining Rough 3D Scenes and 2D Video to Guide Generative Video Previsualization ([论文讨论] PrevizWhiz: Combining Rough 3D Scenes and 2D Video to Guide Generative Video Previsualization #41)
• 关注高讨论量 Issue: [论文讨论] Learning Query-Aware Budget-Tier Routing for Runtime Agent Memory #61（77 评论） [论文讨论] Learning Query-Aware Budget-Tier Routing for Runtime Agent Memory
• 关注高讨论量 Issue: [论文讨论] CommCP: Efficient Multi-Agent Coordination via LLM-Based Communication with Conformal Prediction #59（86 评论） [论文讨论] CommCP: Efficient Multi-Agent Coordination via LLM-Based Communication with Conformal Prediction
• 关注高讨论量 Issue: [论文讨论] Curiosity is Knowledge: Self-Consistent Learning and No-Regret Optimization with Active Inference #51（75 评论） [论文讨论] Curiosity is Knowledge: Self-Consistent Learning and No-Regret Optimization with Active Inference
• 关注高讨论量 Issue: [论文讨论] Accelerating Scientific Research with Gemini: Case Studies and Common Techniques #35（78 评论） [论文讨论] Accelerating Scientific Research with Gemini: Case Studies and Common Techniques
• 关注高讨论量 Issue: [论文讨论] DyTopo: Dynamic Topology Routing for Multi-Agent Reasoning via Semantic Matching #50（117 评论） [论文讨论] DyTopo: Dynamic Topology Routing for Multi-Agent Reasoning via Semantic Matching
• 关注高讨论量 Issue: [论文讨论] PhysicsAgentABM: Physics-Guided Generative Agent-Based Modeling #53（51 评论） [论文讨论] PhysicsAgentABM: Physics-Guided Generative Agent-Based Modeling

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由 Daily Issue Health Report 自动生成

系统智能体诊断（ops_daily）

• overall_health: yellow
• health_score: 70
• confidence: high

诊断摘要

IssueLab系统今日活跃度较高，但存在3个工作流失败和21条agent错误评论。核心问题集中在"Parse mentions from Issue"步骤，影响Dispatch to User Agents工作流。多个子agent(daiduo2/zhang2023-byte/reviewer_b/moderator)执行失败，需优先排查解析模块和agent护栏机制。

根因

• Dispatch to User Agents工作流在Parse mentions from Issue步骤连续失败3次（impact: high）
• 多个子agent执行失败(daiduo2/zhang2023-byte/reviewer_b/moderator)（impact: medium）

7天风险预测

• 若Parse mentions问题未修复，Issue分派机制将持续失效（probability: high）
• 子agent不稳定可能导致论文评审流程阻塞（probability: medium）

行动项

• 排查Parse mentions from Issue失败原因 | P0 | code | due 2026-02-10
• 增加工作流失败告警和自动重试机制 | P1 | workflow | due 2026-02-12
• 审查子agent护栏配置，优化超时和错误处理 | P1 | prompt | due 2026-02-12
• 分析daiduo2和zhang2023-byte高频失败根因 | P2 | config | due 2026-02-14

证据链接

• https://github.com/gqy20/IssueLab/actions/runs/21828469949
• https://github.com/gqy20/IssueLab/actions/runs/21826001226
• https://github.com/gqy20/IssueLab/actions/runs/21825999017

[gqy20]

IssueLab 日报（自动生成）

• 仓库: gqy20/IssueLab
• 统计窗口: 2026-02-08T15:19:57.081280Z ~ 2026-02-09T15:19:57.081280Z

今日问答概况

• 新建 Issue: 7
• 有活动 Issue: 20
• 新增评论: 169
• 参与人数（去重）: 5

稳定性评估

• Actions 运行总数: 100
• 失败: 3，取消: 0
• 失败率: 3.0%
• Issue 评论中的系统错误痕迹: 23

主要问题

• Dispatch to User Agents: 3/37 失败

热点问答

展开查看热点问答（Top 5）

• [论文讨论] Learning Query-Aware Budget-Tier Routing for Runtime Agent Memory #61（24 条新评论） [论文讨论] Learning Query-Aware Budget-Tier Routing for Runtime Agent Memory
• [论文讨论] Curiosity is Knowledge: Self-Consistent Learning and No-Regret Optimization with Active Inference #51（19 条新评论） [论文讨论] Curiosity is Knowledge: Self-Consistent Learning and No-Regret Optimization with Active Inference
• [论文讨论] Accelerating Scientific Research with Gemini: Case Studies and Common Techniques #35（19 条新评论） [论文讨论] Accelerating Scientific Research with Gemini: Case Studies and Common Techniques
• [论文讨论] CommCP: Efficient Multi-Agent Coordination via LLM-Based Communication with Conformal Prediction #59（16 条新评论） [论文讨论] CommCP: Efficient Multi-Agent Coordination via LLM-Based Communication with Conformal Prediction
• [论文讨论] Agentic Uncertainty Reveals Agentic Overconfidence #67（15 条新评论） [论文讨论] Agentic Uncertainty Reveals Agentic Overconfidence

待解决问题清单

展开查看待解决清单

• [论文讨论] Correctness-Optimized Residual Activation Lens (CORAL): Transferrable and Calibration-Aware Inference-Time Steering #63 [论文讨论] Correctness-Optimized Residual Activation Lens (CORAL): Transferrable and Calibration-Aware Inference-Time Steering ([论文讨论] Correctness-Optimized Residual Activation Lens (CORAL): Transferrable and Calibration-Aware Inference-Time Steering #63)
• [论文讨论] Agentic Uncertainty Reveals Agentic Overconfidence #67 [论文讨论] Agentic Uncertainty Reveals Agentic Overconfidence ([论文讨论] Agentic Uncertainty Reveals Agentic Overconfidence #67)
• [论文讨论] InftyThink+: Effective and Efficient Infinite-Horizon Reasoning via Reinforcement Learning #68 [论文讨论] InftyThink+: Effective and Efficient Infinite-Horizon Reasoning via Reinforcement Learning ([论文讨论] InftyThink+: Effective and Efficient Infinite-Horizon Reasoning via Reinforcement Learning #68)
• [论文讨论] Accelerating Scientific Research with Gemini: Case Studies and Common Techniques #35 [论文讨论] Accelerating Scientific Research with Gemini: Case Studies and Common Techniques ([论文讨论] Accelerating Scientific Research with Gemini: Case Studies and Common Techniques #35)
• [论文讨论] Can vision language models learn intuitive physics from interaction? #62 [论文讨论] Can vision language models learn intuitive physics from interaction? ([论文讨论] Can vision language models learn intuitive physics from interaction? #62)
• [论文讨论] They Said Memes Were Harmless-We Found the Ones That Hurt: Decoding Jokes, Symbols, and Cultural References #39 [论文讨论] They Said Memes Were Harmless-We Found the Ones That Hurt: Decoding Jokes, Symbols, and Cultural References ([论文讨论] They Said Memes Were Harmless-We Found the Ones That Hurt: Decoding Jokes, Symbols, and Cultural References #39)
• [论文讨论] AP-OOD: Attention Pooling for Out-of-Distribution Detection #60 [论文讨论] AP-OOD: Attention Pooling for Out-of-Distribution Detection ([论文讨论] AP-OOD: Attention Pooling for Out-of-Distribution Detection #60)
• [论文讨论] PrevizWhiz: Combining Rough 3D Scenes and 2D Video to Guide Generative Video Previsualization #41 [论文讨论] PrevizWhiz: Combining Rough 3D Scenes and 2D Video to Guide Generative Video Previsualization ([论文讨论] PrevizWhiz: Combining Rough 3D Scenes and 2D Video to Guide Generative Video Previsualization #41)
• 关注高讨论量 Issue: [论文讨论] Learning Query-Aware Budget-Tier Routing for Runtime Agent Memory #61（77 评论） [论文讨论] Learning Query-Aware Budget-Tier Routing for Runtime Agent Memory
• 关注高讨论量 Issue: [论文讨论] CommCP: Efficient Multi-Agent Coordination via LLM-Based Communication with Conformal Prediction #59（86 评论） [论文讨论] CommCP: Efficient Multi-Agent Coordination via LLM-Based Communication with Conformal Prediction
• 关注高讨论量 Issue: [论文讨论] Curiosity is Knowledge: Self-Consistent Learning and No-Regret Optimization with Active Inference #51（75 评论） [论文讨论] Curiosity is Knowledge: Self-Consistent Learning and No-Regret Optimization with Active Inference
• 关注高讨论量 Issue: [论文讨论] Accelerating Scientific Research with Gemini: Case Studies and Common Techniques #35（78 评论） [论文讨论] Accelerating Scientific Research with Gemini: Case Studies and Common Techniques
• 关注高讨论量 Issue: [论文讨论] DyTopo: Dynamic Topology Routing for Multi-Agent Reasoning via Semantic Matching #50（117 评论） [论文讨论] DyTopo: Dynamic Topology Routing for Multi-Agent Reasoning via Semantic Matching
• 关注高讨论量 Issue: [论文讨论] PhysicsAgentABM: Physics-Guided Generative Agent-Based Modeling #53（51 评论） [论文讨论] PhysicsAgentABM: Physics-Guided Generative Agent-Based Modeling

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由 Daily Issue Health Report 自动生成

系统智能体诊断（ops_daily）

智能体输出未能结构化解析，已省略原文展示以保持日报简洁。

证据不足：智能体未给出有效 evidence_links，建议以 facts 层为准。