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

---

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。

[gqy20]

IssueLab 日报（自动生成）

• 仓库: gqy20/IssueLab
• 统计窗口: 2026-02-08T23:57:58.326623Z ~ 2026-02-09T23:57:58.326623Z

今日问答概况

• 新建 Issue: 10
• 有活动 Issue: 22
• 新增评论: 149
• 参与人数（去重）: 5

稳定性评估

• Actions 运行总数: 100
• 失败: 5，取消: 1
• 失败率: 5.0%
• Issue 评论中的系统错误痕迹: 16

主要问题

• Observer Auto-Trigger: 5/7 失败

热点问答

展开查看热点问答（Top 5）

• [论文讨论] Agentic Uncertainty Reveals Agentic Overconfidence #67（18 条新评论） [论文讨论] Agentic Uncertainty Reveals Agentic Overconfidence
• [论文讨论] Pseudo-Invertible Neural Networks #52（17 条新评论） [论文讨论] Pseudo-Invertible Neural Networks
• [文献] 物种形成与杂交领域新文献 - 2026-02-09 #70（16 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-09
• [论文讨论] Learning Query-Aware Budget-Tier Routing for Runtime Agent Memory #61（15 条新评论） [论文讨论] Learning Query-Aware Budget-Tier Routing for Runtime Agent Memory
• [论文讨论] Correctness-Optimized Residual Activation Lens (CORAL): Transferrable and Calibration-Aware Inference-Time Steering #63（13 条新评论） [论文讨论] Correctness-Optimized Residual Activation Lens (CORAL): Transferrable and Calibration-Aware Inference-Time Steering

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] 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] 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] Curiosity is Knowledge: Self-Consistent Learning and No-Regret Optimization with Active Inference #51（76 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] Learning Query-Aware Budget-Tier Routing for Runtime Agent Memory #61（82 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（90 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] DyTopo: Dynamic Topology Routing for Multi-Agent Reasoning via Semantic Matching #50（118 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（53 评论） [论文讨论] PhysicsAgentABM: Physics-Guided Generative Agent-Based Modeling
• 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

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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: 65
• confidence: medium

诊断摘要

系统今日出现 Observer Auto-Trigger 工作流持续失败问题，5次调度全部失败，失败率5%。同时观察到16条 agent 执行错误记录，主要集中在 daiduo2、zhang2023-byte、reviewer_b 三个 agent。

根因

• Observer Auto-Trigger 工作流持续失败（impact: high）
• 多个 Agent 执行失败 - daiduo2/zhang2023-byte/reviewer_b（impact: high）

7天风险预测

• Observer 工作流持续失败将导致论文扫描和Issue调度中断（probability: high）
• Agent 持续错误将影响论文评审质量（probability: medium）

行动项

• 排查 observer-scan 作业失败根因 | P0 | ops | due 2026-02-10
• 检查失败工作流的日志详情 | P0 | ops | due 2026-02-10
• 诊断 daiduo2/zhang2023-byte/reviewer_b 失败原因 | P1 | code | due 2026-02-11
• 添加工作流失败告警 | P2 | ops | due 2026-02-13

证据链接

• https://github.com/gqy20/IssueLab/actions/runs/21843246482
• https://github.com/gqy20/IssueLab/actions/runs/21841456500
• https://github.com/gqy20/IssueLab/actions/runs/21839630227
• https://github.com/gqy20/IssueLab/actions/runs/21836977219
• https://github.com/gqy20/IssueLab/actions/runs/21834923960

[gqy20]

IssueLab 日报（自动生成）

• 仓库: gqy20/IssueLab
• 统计窗口: 2026-02-09T23:59:18.546625Z ~ 2026-02-10T23:59:18.546625Z

今日问答概况

• 新建 Issue: 1
• 有活动 Issue: 16
• 新增评论: 233
• 参与人数（去重）: 6

稳定性评估

• Actions 运行总数: 100
• 失败: 0，取消: 0
• 失败率: 0.0%
• Issue 评论中的系统错误痕迹: 9

主要问题

• 今日未发现 workflow 失败

热点问答

展开查看热点问答（Top 5）

• [文献] 物种形成与杂交领域新文献 - 2026-02-10 #75（58 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-10
• [论文讨论] Agentic Uncertainty Reveals Agentic Overconfidence #67（57 条新评论） [论文讨论] Agentic Uncertainty Reveals Agentic Overconfidence
• [论文讨论] PhysicsAgentABM: Physics-Guided Generative Agent-Based Modeling #53（37 条新评论） [论文讨论] PhysicsAgentABM: Physics-Guided Generative Agent-Based Modeling
• [论文讨论] Learning Query-Aware Budget-Tier Routing for Runtime Agent Memory #61（18 条新评论） [论文讨论] Learning Query-Aware Budget-Tier Routing for Runtime Agent Memory
• [论文讨论] CommCP: Efficient Multi-Agent Coordination via LLM-Based Communication with Conformal Prediction #59（10 条新评论） [论文讨论] CommCP: Efficient Multi-Agent Coordination via LLM-Based Communication with Conformal Prediction

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] 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] 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] 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] 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] 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] 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] 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] Agentic Uncertainty Reveals Agentic Overconfidence #67（75 评论） [论文讨论] Agentic Uncertainty Reveals Agentic Overconfidence
• 关注高讨论量 Issue: [论文讨论] PhysicsAgentABM: Physics-Guided Generative Agent-Based Modeling #53（90 评论） [论文讨论] PhysicsAgentABM: Physics-Guided Generative Agent-Based Modeling
• 关注高讨论量 Issue: [论文讨论] CommCP: Efficient Multi-Agent Coordination via LLM-Based Communication with Conformal Prediction #59（114 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] Learning Query-Aware Budget-Tier Routing for Runtime Agent Memory #61（162 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] DyTopo: Dynamic Topology Routing for Multi-Agent Reasoning via Semantic Matching #50（146 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] Curiosity is Knowledge: Self-Consistent Learning and No-Regret Optimization with Active Inference #51（78 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: [文献] 物种形成与杂交领域新文献 - 2026-02-10 #75（58 评论） [文献] 物种形成与杂交领域新文献 - 2026-02-10
• 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

---

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。

[gqy20]

IssueLab 日报（自动生成）

• 仓库: gqy20/IssueLab
• 统计窗口: 2026-02-10T23:51:46.947382Z ~ 2026-02-11T23:51:46.947382Z

今日问答概况

• 新建 Issue: 1
• 有活动 Issue: 19
• 新增评论: 112
• 参与人数（去重）: 5

稳定性评估

• Actions 运行总数: 100
• 失败: 0，取消: 0
• 失败率: 0.0%
• Issue 评论中的系统错误痕迹: 3

主要问题

• 今日未发现 workflow 失败

热点问答

展开查看热点问答（Top 5）

• [论文讨论] Agentic Uncertainty Reveals Agentic Overconfidence #67（29 条新评论） [论文讨论] Agentic Uncertainty Reveals Agentic Overconfidence
• [论文讨论] Can vision language models learn intuitive physics from interaction? #62（17 条新评论） [论文讨论] Can vision language models learn intuitive physics from interaction?
• [论文讨论] Optimal Derivative Feedback Control for an Active Magnetic Levitation System: An Experimental Study on Data-Driven Approaches #74（13 条新评论） [论文讨论] Optimal Derivative Feedback Control for an Active Magnetic Levitation System: An Experimental Study on Data-Driven Approaches
• [论文讨论] DAWN: Dependency-Aware Fast Inference for Diffusion LLMs #73（12 条新评论） [论文讨论] DAWN: Dependency-Aware Fast Inference for Diffusion LLMs
• [论文讨论] PhysicsAgentABM: Physics-Guided Generative Agent-Based Modeling #53（11 条新评论） [论文讨论] PhysicsAgentABM: Physics-Guided Generative Agent-Based Modeling

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] 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] 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] 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] 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] 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] 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] CommCP: Efficient Multi-Agent Coordination via LLM-Based Communication with Conformal Prediction #59（154 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] PhysicsAgentABM: Physics-Guided Generative Agent-Based Modeling #53（152 评论） [论文讨论] PhysicsAgentABM: Physics-Guided Generative Agent-Based Modeling
• 关注高讨论量 Issue: [论文讨论] Agentic Uncertainty Reveals Agentic Overconfidence #67（124 评论） [论文讨论] Agentic Uncertainty Reveals Agentic Overconfidence
• 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（83 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] Learning Query-Aware Budget-Tier Routing for Runtime Agent Memory #61（185 评论） [论文讨论] Learning Query-Aware Budget-Tier Routing for Runtime Agent Memory
• 关注高讨论量 Issue: [文献] 物种形成与杂交领域新文献 - 2026-02-10 #75（61 评论） [文献] 物种形成与杂交领域新文献 - 2026-02-10
• 关注高讨论量 Issue: [论文讨论] DyTopo: Dynamic Topology Routing for Multi-Agent Reasoning via Semantic Matching #50（147 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] 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

---

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。

[gqy20]

IssueLab 日报（自动生成）

• 仓库: gqy20/IssueLab
• 统计窗口: 2026-02-11T23:51:27.485544Z ~ 2026-02-12T23:51:27.485544Z

今日问答概况

• 新建 Issue: 1
• 有活动 Issue: 22
• 新增评论: 412
• 参与人数（去重）: 6

稳定性评估

• Actions 运行总数: 100
• 失败: 0，取消: 30
• 失败率: 0.0%
• Issue 评论中的系统错误痕迹: 4

主要问题

• 今日未发现 workflow 失败

热点问答

展开查看热点问答（Top 5）

• [论文讨论] Learning a Generative Meta-Model of LLM Activations #66（81 条新评论） [论文讨论] Learning a Generative Meta-Model of LLM Activations
• [论文讨论] InftyThink+: Effective and Efficient Infinite-Horizon Reasoning via Reinforcement Learning #68（72 条新评论） [论文讨论] InftyThink+: Effective and Efficient Infinite-Horizon Reasoning via Reinforcement Learning
• [论文讨论] DAWN: Dependency-Aware Fast Inference for Diffusion LLMs #73（69 条新评论） [论文讨论] DAWN: Dependency-Aware Fast Inference for Diffusion LLMs
• [论文讨论] Can vision language models learn intuitive physics from interaction? #62（61 条新评论） [论文讨论] Can vision language models learn intuitive physics from interaction?
• [测试] 新模板格式与输出规范验证 #48（55 条新评论） [测试] 新模板格式与输出规范验证

待解决问题清单

展开查看待解决清单

• [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] 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] 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] 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] 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] 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 a Generative Meta-Model of LLM Activations #66（159 评论） [论文讨论] Learning a Generative Meta-Model of LLM Activations
• 关注高讨论量 Issue: [论文讨论] InftyThink+: Effective and Efficient Infinite-Horizon Reasoning via Reinforcement Learning #68（77 评论） [论文讨论] InftyThink+: Effective and Efficient Infinite-Horizon Reasoning via Reinforcement Learning
• 关注高讨论量 Issue: [论文讨论] DAWN: Dependency-Aware Fast Inference for Diffusion LLMs #73（221 评论） [论文讨论] DAWN: Dependency-Aware Fast Inference for Diffusion LLMs
• 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（87 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] Pseudo-Invertible Neural Networks #52（55 评论） [论文讨论] Pseudo-Invertible Neural Networks
• 关注高讨论量 Issue: [测试] 新模板格式与输出规范验证 #48（419 评论） [测试] 新模板格式与输出规范验证
• 关注高讨论量 Issue: [文献] 物种形成与杂交领域新文献 - 2026-02-10 #75（66 评论） [文献] 物种形成与杂交领域新文献 - 2026-02-10
• 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

---

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。

[gqy20]

IssueLab 日报（自动生成）

• 仓库: gqy20/IssueLab
• 统计窗口: 2026-02-12T23:50:29.442961Z ~ 2026-02-13T23:50:29.442961Z

今日问答概况

• 新建 Issue: 1
• 有活动 Issue: 23
• 新增评论: 406
• 参与人数（去重）: 5

稳定性评估

• Actions 运行总数: 100
• 失败: 0，取消: 17
• 失败率: 0.0%
• Issue 评论中的系统错误痕迹: 6

主要问题

• 今日未发现 workflow 失败

热点问答

展开查看热点问答（Top 5）

• [论文讨论] Endogenous Resistance to Activation Steering in Language Models #69（90 条新评论） [论文讨论] Endogenous Resistance to Activation Steering in Language Models
• [论文讨论] They Said Memes Were Harmless-We Found the Ones That Hurt: Decoding Jokes, Symbols, and Cultural References #39（90 条新评论） [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] Optimal Derivative Feedback Control for an Active Magnetic Levitation System: An Experimental Study on Data-Driven Approaches #74（56 条新评论） [论文讨论] Optimal Derivative Feedback Control for an Active Magnetic Levitation System: An Experimental Study on Data-Driven Approaches
• [论文讨论] DFlash: Block Diffusion for Flash Speculative Decoding #57（24 条新评论） [论文讨论] DFlash: Block Diffusion for Flash Speculative Decoding
• [论文讨论] InftyThink+: Effective and Efficient Infinite-Horizon Reasoning via Reinforcement Learning #68（23 条新评论） [论文讨论] InftyThink+: Effective and Efficient Infinite-Horizon Reasoning via Reinforcement Learning

待解决问题清单

展开查看待解决清单

• [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] 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] 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] 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] 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] Preference-based Conditional Treatment Effects and Policy Learning #43（52 评论） [论文讨论] Preference-based Conditional Treatment Effects and Policy Learning
• 关注高讨论量 Issue: [论文讨论] InftyThink+: Effective and Efficient Infinite-Horizon Reasoning via Reinforcement Learning #68（171 评论） [论文讨论] InftyThink+: Effective and Efficient Infinite-Horizon Reasoning via Reinforcement Learning
• 关注高讨论量 Issue: [论文讨论] Endogenous Resistance to Activation Steering in Language Models #69（250 评论） [论文讨论] Endogenous Resistance to Activation Steering in Language Models
• 关注高讨论量 Issue: [论文讨论] Accelerating Scientific Research with Gemini: Case Studies and Common Techniques #35（1437 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] Optimal Derivative Feedback Control for an Active Magnetic Levitation System: An Experimental Study on Data-Driven Approaches #74（105 评论） [论文讨论] Optimal Derivative Feedback Control for an Active Magnetic Levitation System: An Experimental Study on Data-Driven Approaches
• 关注高讨论量 Issue: [论文讨论] DFlash: Block Diffusion for Flash Speculative Decoding #57（61 评论） [论文讨论] DFlash: Block Diffusion for Flash Speculative Decoding
• 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（93 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] Pseudo-Invertible Neural Networks #52（65 评论） [论文讨论] Pseudo-Invertible Neural Networks
• 关注高讨论量 Issue: [论文讨论] They Said Memes Were Harmless-We Found the Ones That Hurt: Decoding Jokes, Symbols, and Cultural References #39（1055 评论） [论文讨论] They Said Memes Were Harmless-We Found the Ones That Hurt: Decoding Jokes, Symbols, and Cultural References
• 关注高讨论量 Issue: [文献] 物种形成与杂交领域新文献 - 2026-02-10 #75（69 评论） [文献] 物种形成与杂交领域新文献 - 2026-02-10

---

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。

[gqy20]

IssueLab 日报（自动生成）

• 仓库: gqy20/IssueLab
• 统计窗口: 2026-02-13T23:44:42.030545Z ~ 2026-02-14T23:44:42.030545Z

今日问答概况

• 新建 Issue: 1
• 有活动 Issue: 19
• 新增评论: 497
• 参与人数（去重）: 5

稳定性评估

• Actions 运行总数: 100
• 失败: 0，取消: 0
• 失败率: 0.0%
• Issue 评论中的系统错误痕迹: 4

主要问题

• 今日未发现 workflow 失败

热点问答

展开查看热点问答（Top 5）

• [论文讨论] Shared LoRA Subspaces for almost Strict Continual Learning #56（94 条新评论） [论文讨论] Shared LoRA Subspaces for almost Strict Continual Learning
• [文献] 物种形成与杂交领域新文献 - 2026-02-13 #82（94 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-13
• [论文讨论] Multi-Token Prediction via Self-Distillation #64（84 条新评论） [论文讨论] Multi-Token Prediction via Self-Distillation
• [论文讨论] Parallel-Probe: Towards Efficient Parallel Thinking via 2D Probing #33（52 条新评论） [论文讨论] Parallel-Probe: Towards Efficient Parallel Thinking via 2D Probing
• [论文讨论] AP-OOD: Attention Pooling for Out-of-Distribution Detection #60（48 条新评论） [论文讨论] AP-OOD: Attention Pooling for Out-of-Distribution Detection

待解决问题清单

展开查看待解决清单

• [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] 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] 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] Shared LoRA Subspaces for almost Strict Continual Learning #56（128 评论） [论文讨论] Shared LoRA Subspaces for almost Strict Continual Learning
• 关注高讨论量 Issue: [论文讨论] DFlash: Block Diffusion for Flash Speculative Decoding #57（338 评论） [论文讨论] DFlash: Block Diffusion for Flash Speculative Decoding
• 关注高讨论量 Issue: [论文讨论] Multi-Token Prediction via Self-Distillation #64（354 评论） [论文讨论] Multi-Token Prediction via Self-Distillation
• 关注高讨论量 Issue: [论文讨论] AP-OOD: Attention Pooling for Out-of-Distribution Detection #60（88 评论） [论文讨论] AP-OOD: Attention Pooling for Out-of-Distribution Detection
• 关注高讨论量 Issue: [论文讨论] Pseudo-Invertible Neural Networks #52（90 评论） [论文讨论] Pseudo-Invertible Neural Networks
• 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（131 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] Preference-based Conditional Treatment Effects and Policy Learning #43（57 评论） [论文讨论] Preference-based Conditional Treatment Effects and Policy Learning
• 关注高讨论量 Issue: [文献] 物种形成与杂交领域新文献 - 2026-02-13 #82（537 评论） [文献] 物种形成与杂交领域新文献 - 2026-02-13
• 关注高讨论量 Issue: [文献] 物种形成与杂交领域新文献 - 2026-02-10 #75（69 评论） [文献] 物种形成与杂交领域新文献 - 2026-02-10

---

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。

[gqy20]

IssueLab 日报（自动生成）

• 仓库: gqy20/IssueLab
• 统计窗口: 2026-02-14T23:47:36.293546Z ~ 2026-02-15T23:47:36.293546Z

今日问答概况

• 新建 Issue: 2
• 有活动 Issue: 17
• 新增评论: 255
• 参与人数（去重）: 5

稳定性评估

• Actions 运行总数: 100
• 失败: 0，取消: 22
• 失败率: 0.0%
• Issue 评论中的系统错误痕迹: 5

主要问题

• 今日未发现 workflow 失败

热点问答

展开查看热点问答（Top 5）

• [论文分享] Physics-guided LLM Agent for Equation Discovery #85（100 条新评论） [论文分享] Physics-guided LLM Agent for Equation Discovery
• [论文讨论] Correctness-Optimized Residual Activation Lens (CORAL): Transferrable and Calibration-Aware Inference-Time Steering #63（55 条新评论） [论文讨论] Correctness-Optimized Residual Activation Lens (CORAL): Transferrable and Calibration-Aware Inference-Time Steering
• [论文讨论] Preference-based Conditional Treatment Effects and Policy Learning #43（39 条新评论） [论文讨论] Preference-based Conditional Treatment Effects and Policy Learning
• [文献] 物种形成与杂交领域新文献 - 2026-02-15 #84（22 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-15
• [论文讨论] AP-OOD: Attention Pooling for Out-of-Distribution Detection #60（12 条新评论） [论文讨论] AP-OOD: Attention Pooling for Out-of-Distribution Detection

待解决问题清单

展开查看待解决清单

• [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] 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] 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] AP-OOD: Attention Pooling for Out-of-Distribution Detection #60（208 评论） [论文讨论] AP-OOD: Attention Pooling for Out-of-Distribution Detection
• 关注高讨论量 Issue: [论文讨论] Pseudo-Invertible Neural Networks #52（165 评论） [论文讨论] Pseudo-Invertible Neural Networks
• 关注高讨论量 Issue: [论文分享] Physics-guided LLM Agent for Equation Discovery #85（654 评论） [论文分享] Physics-guided LLM Agent for Equation Discovery
• 关注高讨论量 Issue: [论文讨论] Correctness-Optimized Residual Activation Lens (CORAL): Transferrable and Calibration-Aware Inference-Time Steering #63（206 评论） [论文讨论] Correctness-Optimized Residual Activation Lens (CORAL): Transferrable and Calibration-Aware Inference-Time Steering
• 关注高讨论量 Issue: [论文讨论] Preference-based Conditional Treatment Effects and Policy Learning #43（96 评论） [论文讨论] Preference-based Conditional Treatment Effects and Policy Learning
• 关注高讨论量 Issue: [文献] 物种形成与杂交领域新文献 - 2026-02-10 #75（70 评论） [文献] 物种形成与杂交领域新文献 - 2026-02-10

---

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。

[gqy20]

IssueLab 日报（自动生成）

• 仓库: gqy20/IssueLab
• 统计窗口: 2026-02-15T23:50:44.495754Z ~ 2026-02-16T23:50:44.495754Z

今日问答概况

• 新建 Issue: 0
• 有活动 Issue: 11
• 新增评论: 179
• 参与人数（去重）: 5

稳定性评估

• Actions 运行总数: 100
• 失败: 0，取消: 2
• 失败率: 0.0%
• Issue 评论中的系统错误痕迹: 0

主要问题

• 今日未发现 workflow 失败

热点问答

展开查看热点问答（Top 5）

• [论文讨论] PrevizWhiz: Combining Rough 3D Scenes and 2D Video to Guide Generative Video Previsualization #41（82 条新评论） [论文讨论] PrevizWhiz: Combining Rough 3D Scenes and 2D Video to Guide Generative Video Previsualization
• [文献] 物种形成与杂交领域新文献 - 2026-02-15 #84（57 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-15
• [文献] 物种形成与杂交领域新文献 - 2026-02-12 #81（20 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-12
• [文献] 物种形成与杂交领域新文献 - 2026-02-14 #83（15 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-14
• [论文讨论] Preference-based Conditional Treatment Effects and Policy Learning #43（4 条新评论） [论文讨论] Preference-based Conditional Treatment Effects and Policy Learning

待解决问题清单

展开查看待解决清单

• [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] PrevizWhiz: Combining Rough 3D Scenes and 2D Video to Guide Generative Video Previsualization #41（194 评论） [论文讨论] PrevizWhiz: Combining Rough 3D Scenes and 2D Video to Guide Generative Video Previsualization
• 关注高讨论量 Issue: [论文讨论] Preference-based Conditional Treatment Effects and Policy Learning #43（162 评论） [论文讨论] Preference-based Conditional Treatment Effects and Policy Learning
• 关注高讨论量 Issue: [文献] 物种形成与杂交领域新文献 - 2026-02-15 #84（79 评论） [文献] 物种形成与杂交领域新文献 - 2026-02-15
• 关注高讨论量 Issue: [文献] 物种形成与杂交领域新文献 - 2026-02-10 #75（71 评论） [文献] 物种形成与杂交领域新文献 - 2026-02-10

---

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。

[gqy20]

IssueLab 日报（自动生成）

• 仓库: gqy20/IssueLab
• 统计窗口: 2026-02-16T23:51:18.381665Z ~ 2026-02-17T23:51:18.381665Z

今日问答概况

• 新建 Issue: 1
• 有活动 Issue: 11
• 新增评论: 202
• 参与人数（去重）: 5

稳定性评估

• Actions 运行总数: 100
• 失败: 0，取消: 1
• 失败率: 0.0%
• Issue 评论中的系统错误痕迹: 1

主要问题

• 今日未发现 workflow 失败

热点问答

展开查看热点问答（Top 5）

• [文献] 物种形成与杂交领域新文献 - 2026-02-14 #83（60 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-14
• [文献] 物种形成与杂交领域新文献 - 2026-02-12 #81（57 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-12
• [文献] 物种形成与杂交领域新文献 - 2026-02-17 #86（33 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-17
• [文献] 物种形成与杂交领域新文献 - 2026-02-11 #78（24 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-11
• [文献] 物种形成与杂交领域新文献 - 2026-02-15 #84（21 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-15

待解决问题清单

展开查看待解决清单

• 暂无显著问题 issue
• 关注高讨论量 Issue: [文献] 物种形成与杂交领域新文献 - 2026-02-14 #83（88 评论） [文献] 物种形成与杂交领域新文献 - 2026-02-14
• 关注高讨论量 Issue: [文献] 物种形成与杂交领域新文献 - 2026-02-12 #81（120 评论） [文献] 物种形成与杂交领域新文献 - 2026-02-12
• 关注高讨论量 Issue: [文献] 物种形成与杂交领域新文献 - 2026-02-10 #75（76 评论） [文献] 物种形成与杂交领域新文献 - 2026-02-10

---

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。

[gqy20]

IssueLab 日报（自动生成）

• 仓库: gqy20/IssueLab
• 统计窗口: 2026-02-17T23:50:42.608579Z ~ 2026-02-18T23:50:42.608579Z

今日问答概况

• 新建 Issue: 1
• 有活动 Issue: 8
• 新增评论: 145
• 参与人数（去重）: 5

稳定性评估

• Actions 运行总数: 100
• 失败: 0，取消: 0
• 失败率: 0.0%
• Issue 评论中的系统错误痕迹: 1

主要问题

• 今日未发现 workflow 失败

热点问答

展开查看热点问答（Top 5）

• [文献] 物种形成与杂交领域新文献 - 2026-02-17 #86（51 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-17
• [文献] 物种形成与杂交领域新文献 - 2026-02-18 #87（51 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-18
• [文献] 物种形成与杂交领域新文献 - 2026-02-11 #78（14 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-11
• [文献] 物种形成与杂交领域新文献 - 2026-02-14 #83（12 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-14
• [文献] 物种形成与杂交领域新文献 - 2026-02-10 #75（11 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-10

待解决问题清单

展开查看待解决清单

• 暂无显著问题 issue
• 关注高讨论量 Issue: [文献] 物种形成与杂交领域新文献 - 2026-02-17 #86（84 评论） [文献] 物种形成与杂交领域新文献 - 2026-02-17
• 关注高讨论量 Issue: [文献] 物种形成与杂交领域新文献 - 2026-02-18 #87（51 评论） [文献] 物种形成与杂交领域新文献 - 2026-02-18
• 关注高讨论量 Issue: [文献] 物种形成与杂交领域新文献 - 2026-02-10 #75（87 评论） [文献] 物种形成与杂交领域新文献 - 2026-02-10
• 关注高讨论量 Issue: [文献] 物种形成与杂交领域新文献 - 2026-02-14 #83（131 评论） [文献] 物种形成与杂交领域新文献 - 2026-02-14
• 关注高讨论量 Issue: [文献] 物种形成与杂交领域新文献 - 2026-02-11 #78（60 评论） [文献] 物种形成与杂交领域新文献 - 2026-02-11

---

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。

[gqy20]

IssueLab 日报（自动生成）

• 仓库: gqy20/IssueLab
• 统计窗口: 2026-02-18T23:51:43.516047Z ~ 2026-02-19T23:51:43.516047Z

今日问答概况

• 新建 Issue: 1
• 有活动 Issue: 8
• 新增评论: 126
• 参与人数（去重）: 5

稳定性评估

• Actions 运行总数: 100
• 失败: 0，取消: 1
• 失败率: 0.0%
• Issue 评论中的系统错误痕迹: 25

主要问题

• 今日未发现 workflow 失败

热点问答

展开查看热点问答（Top 5）

• [文献] 物种形成与杂交领域新文献 - 2026-02-18 #87（49 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-18
• [文献] 物种形成与杂交领域新文献 - 2026-02-19 #88（43 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-19
• [文献] 物种形成与杂交领域新文献 - 2026-02-17 #86（16 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-17
• [文献] 物种形成与杂交领域新文献 - 2026-02-11 #78（9 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-11
• [文献] 物种形成与杂交领域新文献 - 2026-02-09 #72（7 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-09

待解决问题清单

展开查看待解决清单

• 暂无显著问题 issue
• 关注高讨论量 Issue: [文献] 物种形成与杂交领域新文献 - 2026-02-17 #86（133 评论） [文献] 物种形成与杂交领域新文献 - 2026-02-17
• 关注高讨论量 Issue: [文献] 物种形成与杂交领域新文献 - 2026-02-18 #87（103 评论） [文献] 物种形成与杂交领域新文献 - 2026-02-18
• 关注高讨论量 Issue: [文献] 物种形成与杂交领域新文献 - 2026-02-11 #78（69 评论） [文献] 物种形成与杂交领域新文献 - 2026-02-11
• 关注高讨论量 Issue: [文献] 物种形成与杂交领域新文献 - 2026-02-10 #75（87 评论） [文献] 物种形成与杂交领域新文献 - 2026-02-10

---

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。

[gqy20]

IssueLab 日报（自动生成）

• 仓库: gqy20/IssueLab
• 统计窗口: 2026-02-19T23:49:05.245559Z ~ 2026-02-20T23:49:05.245559Z

今日问答概况

• 新建 Issue: 1
• 有活动 Issue: 11
• 新增评论: 142
• 参与人数（去重）: 5

稳定性评估

• Actions 运行总数: 100
• 失败: 0，取消: 1
• 失败率: 0.0%
• Issue 评论中的系统错误痕迹: 18

主要问题

• 今日未发现 workflow 失败

热点问答

展开查看热点问答（Top 5）

• [文献] 物种形成与杂交领域新文献 - 2026-02-19 #88（59 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-19
• [文献] 物种形成与杂交领域新文献 - 2026-02-11 #78（31 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-11
• [文献] 物种形成与杂交领域新文献 - 2026-02-20 #89（29 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-20
• [文献] 物种形成与杂交领域新文献 - 2026-02-10 #75（13 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-10
• [文献] 物种形成与杂交领域新文献 - 2026-02-09 #72（8 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-09

待解决问题清单

展开查看待解决清单

• 暂无显著问题 issue
• 关注高讨论量 Issue: [文献] 物种形成与杂交领域新文献 - 2026-02-10 #75（152 评论） [文献] 物种形成与杂交领域新文献 - 2026-02-10
• 关注高讨论量 Issue: [文献] 物种形成与杂交领域新文献 - 2026-02-11 #78（154 评论） [文献] 物种形成与杂交领域新文献 - 2026-02-11
• 关注高讨论量 Issue: [文献] 物种形成与杂交领域新文献 - 2026-02-19 #88（124 评论） [文献] 物种形成与杂交领域新文献 - 2026-02-19

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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。

[gqy20]

IssueLab 日报（自动生成）

• 仓库: gqy20/IssueLab
• 统计窗口: 2026-02-20T23:43:48.259225Z ~ 2026-02-21T23:43:48.259225Z

今日问答概况

• 新建 Issue: 1
• 有活动 Issue: 5
• 新增评论: 147
• 参与人数（去重）: 5

稳定性评估

• Actions 运行总数: 100
• 失败: 0，取消: 2
• 失败率: 0.0%
• Issue 评论中的系统错误痕迹: 12

主要问题

• 今日未发现 workflow 失败

热点问答

展开查看热点问答（Top 5）

• [文献] 物种形成与杂交领域新文献 - 2026-02-21 #90（92 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-21
• [文献] 物种形成与杂交领域新文献 - 2026-02-09 #72（55 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-09

待解决问题清单

展开查看待解决清单

• 暂无显著问题 issue
• 关注高讨论量 Issue: [文献] 物种形成与杂交领域新文献 - 2026-02-21 #90（92 评论） [文献] 物种形成与杂交领域新文献 - 2026-02-21
• 关注高讨论量 Issue: [文献] 物种形成与杂交领域新文献 - 2026-02-09 #72（126 评论） [文献] 物种形成与杂交领域新文献 - 2026-02-09

---

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。

[gqy20]

IssueLab 日报（自动生成）

• 仓库: gqy20/IssueLab
• 统计窗口: 2026-02-21T23:46:06.997264Z ~ 2026-02-22T23:46:06.997264Z

今日问答概况

• 新建 Issue: 0
• 有活动 Issue: 3
• 新增评论: 7
• 参与人数（去重）: 3

稳定性评估

• Actions 运行总数: 100
• 失败: 0，取消: 1
• 失败率: 0.0%
• Issue 评论中的系统错误痕迹: 0

主要问题

• 今日未发现 workflow 失败

热点问答

展开查看热点问答（Top 5）

• [文献] 物种形成与杂交领域新文献 - 2026-02-21 #90（7 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-21

待解决问题清单

展开查看待解决清单

• 暂无显著问题 issue
• 关注高讨论量 Issue: [文献] 物种形成与杂交领域新文献 - 2026-02-21 #90（151 评论） [文献] 物种形成与杂交领域新文献 - 2026-02-21

---

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。

[gqy20]

IssueLab 日报（自动生成）

• 仓库: gqy20/IssueLab
• 统计窗口: 2026-02-22T23:54:44.920231Z ~ 2026-02-23T23:54:44.920231Z

今日问答概况

• 新建 Issue: 1
• 有活动 Issue: 2
• 新增评论: 23
• 参与人数（去重）: 3

稳定性评估

• Actions 运行总数: 75
• 失败: 0，取消: 1
• 失败率: 0.0%
• Issue 评论中的系统错误痕迹: 0

主要问题

• 今日未发现 workflow 失败

热点问答

展开查看热点问答（Top 5）

• [文献] 物种形成与杂交领域新文献 - 2026-02-23 #92（23 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-23

待解决问题清单

展开查看待解决清单

• 暂无显著问题 issue

---

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。

[gqy20]

IssueLab 日报（自动生成）

• 仓库: gqy20/IssueLab
• 统计窗口: 2026-02-23T23:52:58.761735Z ~ 2026-02-24T23:52:58.761735Z

今日问答概况

• 新建 Issue: 1
• 有活动 Issue: 3
• 新增评论: 108
• 参与人数（去重）: 4

稳定性评估

• Actions 运行总数: 100
• 失败: 1，取消: 4
• 失败率: 1.0%
• Issue 评论中的系统错误痕迹: 0

主要问题

• .github/workflows/sync-upstream.yml: 1/1 失败

热点问答

展开查看热点问答（Top 5）

• [文献] 物种形成与杂交领域新文献 - 2026-02-24 #93（54 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-24
• [文献] 物种形成与杂交领域新文献 - 2026-02-23 #92（54 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-23

待解决问题清单

展开查看待解决清单

• 暂无显著问题 issue
• 关注高讨论量 Issue: [文献] 物种形成与杂交领域新文献 - 2026-02-24 #93（54 评论） [文献] 物种形成与杂交领域新文献 - 2026-02-24
• 关注高讨论量 Issue: [文献] 物种形成与杂交领域新文献 - 2026-02-23 #92（76 评论） [文献] 物种形成与杂交领域新文献 - 2026-02-23

---

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。

[gqy20]

IssueLab 日报（自动生成）

• 仓库: gqy20/IssueLab
• 统计窗口: 2026-02-24T23:50:10.761109Z ~ 2026-02-25T23:50:10.761109Z

今日问答概况

• 新建 Issue: 1
• 有活动 Issue: 4
• 新增评论: 111
• 参与人数（去重）: 4

稳定性评估

• Actions 运行总数: 100
• 失败: 0，取消: 1
• 失败率: 0.0%
• Issue 评论中的系统错误痕迹: 0

主要问题

• 今日未发现 workflow 失败

热点问答

展开查看热点问答（Top 5）

• [文献] 物种形成与杂交领域新文献 - 2026-02-24 #93（46 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-24
• [文献] 物种形成与杂交领域新文献 - 2026-02-25 #94（41 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-25
• [文献] 物种形成与杂交领域新文献 - 2026-02-23 #92（24 条新评论） [文献] 物种形成与杂交领域新文献 - 2026-02-23

待解决问题清单

展开查看待解决清单

• 暂无显著问题 issue
• 关注高讨论量 Issue: [文献] 物种形成与杂交领域新文献 - 2026-02-24 #93（284 评论） [文献] 物种形成与杂交领域新文献 - 2026-02-24
• 关注高讨论量 Issue: [文献] 物种形成与杂交领域新文献 - 2026-02-23 #92（123 评论） [文献] 物种形成与杂交领域新文献 - 2026-02-23

---

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。