20260720

log.md

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+## 2026-07-13 — ingest | OpenAI GPT-5.6 Prompt 指南 (Datawhale 解读)
+- 添加文章 [[openai-gpt5p6-prompt-guide-2026]]: OpenAI 官方 GPT-5.6 Prompt 指南 — 做减法、结果优先、授权边界、交付前验证
+- 新增 8 个概念页: [[prompt-simplification|Prompt做减法]], [[outcome-first-prompting|结果优先提示]], [[tool-authorization-boundaries|工具授权边界]], [[prompt-structure-framework|Prompt结构框架]], [[verification-before-delivery|交付前验证]], [[reasoning-effort-tuning|推理强度调优]], [[prompt-migration-workflow|Prompt迁移工作流]], [[stopping-conditions-prompt|停止条件]]
+- 类型: article（公众号工程实践）
+- 来源: https://mp.weixin.qq.com/s/lSvGH3nCK9oWf8wOyeCTGA
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+## 2026-07-13 — ingest | GenCeption (arXiv:2607.09024, ECCV 2026)
+- 添加论文 [[genception-video-vision-2026]]: "Video Generation Models are General-Purpose Vision Learners" — 视频生成为通用视觉预训练范式
+- 新增 9 个概念页: [[video-generation-pretraining|视频生成预训练]], [[feed-forward-diffusion|前馈扩散]], [[unified-task-representation|统一任务表示]], [[three-imperatives-vision|通用视觉三条件]], [[diffusion-as-feature-extractor|扩散特征提取]], [[rothko-raymap|Rothko Raymap]], [[sim-to-real-transfer-vision|Sim-to-Real迁移]], [[data-driven-task-specification|数据驱动任务规约]], [[learnable-tokens-sparse|可学习Token]]
+- 创建 Review: [[genception-review-20260713]]
+- 来源: https://arxiv.org/abs/2607.09024
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+## 2026-07-13 — ingest | Agent Harness Survey (arXiv:2606.20683, 2026)
+- 添加论文 [[agent-harness-survey-2026]]: "From Question Answering to Task Completion: A Survey on Agent System and Harness Design" — 模型-脚手架透镜、四范式演化、六组件解耦
+- 新增 16 个概念页: [[model-harness-lens|模型-脚手架透镜]], [[harness-six-components|六组件模型]], [[four-paradigms-agent-engineering|四范式]], [[observation-interface|I_obs]], [[context-manager|C]], [[control-loop|L]], [[action-interface|I_act]], [[state-artifact-store|S]], [[verification-governance|V]], [[agent-native-training|Agent原生训练]], [[model-harness-coevolution|协同演化]], [[learnable-harness|可学习脚手架]], [[multi-model-harness|多模型脚手架]], [[cross-layer-interaction|跨层交互]], [[harness-task-mapping|任务映射]], [[agentic-evaluation|Agent评估]]
+- 更新 3 个已有概念: [[execution-harness]], [[agent-harness]], [[harness-engineering]]
+- 创建 Review: [[agent-harness-survey-review-20260713]]
+- 来源: https://arxiv.org/abs/2606.20683
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+## 2026-07-10 — ingest | Shared Concept Geometry (arXiv:2607.04525, ICML 2026)
+- 添加论文 [[shared-concept-geometry-2026]]: "Language Models Represent and Transform Concepts with Shared Geometry" — 概念作为点云流形、上下文变换场跨模型共享 (Hu, Niu & Varma, ICML 2026)
+- 新增 4 个概念页: [[concept-point-cloud-manifold|Point-Cloud Manifold]], [[contextual-transformation-field|Contextual Transformation Field]], [[within-concept-between-concept-axes|Two Axes]], [[cross-model-concept-geometry|Cross-Model Geometry]]
+- 创建 Review: [[SharedConceptGeometry-review-20260710]]
+- 来源: https://arxiv.org/abs/2607.04525
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+## 2026-07-10 — ingest | Geometric Information Decomposition (GID) (arXiv:2607.02943, 2026)
+- 添加论文 [[gid-sphere-2026]]: "Geometric Information Decomposition for Weighted Empirical Measures on the Sphere" — 球面加权测度的分层方向不确定性分解 (Kisung You)
+- 新增 6 个概念页: [[geometric-information-decomposition|GID]], [[entropy-deficit|Entropy Deficit]], [[information-gap|Information Gap]], [[maximum-entropy-projection|MaxEnt Projection]], [[spherical-harmonic-features|Spherical Harmonic Features]], [[directional-uncertainty-decomposition|Directional Uncertainty Decomposition]]
+- 更新 [[information-geometry]] — GID 作为嵌套最大熵投影的层次 KL 分解特例
+- 创建 Review: [[GID-review-20260710]]
+- 来源: https://arxiv.org/abs/2607.02943
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+## 2026-07-10 — ingest | Statistically Meaningful Geometry (SMG) (arXiv:2607.03329, 2026)
+- 添加论文 [[smg-framework-2026]]: "SMG Beyond the Euclidean Paradigm" — 无穷维 Orlicz 纤维丛上的信息几何新范式 (Cheng, Niu, Tong & Yau)
+- 新增 10 个概念页: [[statistically-meaningful-geometry|SMG]], [[statistically-verifiable-directions|SVDχ]], [[structural-internal-directions|SID]], [[two-fold-inference-paradigm|Two-Fold Inference]], [[ehresmann-connection-filtering|Ehresmann Connection]], [[orlicz-statistical-manifold|Orlicz Manifold]], [[quarantining-theorem|Quarantining Theorem]], [[smg-sequential-adaptation-flow|Sequential Adaptation Flow]], [[blessing-of-dimensionality|Blessing of Dimensionality]], [[smg-fiber-bundle|SMG Fiber Bundle]]
+- 更新 3 个已有概念: [[information-geometry]], [[statistical-manifold]], [[fisher-information-metric]]
+- 创建 Review: [[SMG-review-20260710]]
+- 来源: https://arxiv.org/abs/2607.03329
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+## 2026-07-10 — ingest | CuBAS: Curvature-Based Adaptive Sampling (arXiv:2607.03145, 2026)
+- 添加论文 [[cubas-curvature-adaptive-sampling-2026]]: "CuBAS: Information Geometric Curvature-Based Adaptive Sampling for Supervised Classification" — 信息几何驱动的自适应数据选择框架
+- 新增 7 个概念页: [[curvature-based-adaptive-sampling|CuBAS]], [[potts-markov-random-field|Potts MRF]], [[shape-operator|Shape Operator]], [[maximum-pseudo-likelihood|MPL]], [[observed-fisher-information|Observed Fisher Info]], [[adaptive-threshold-estimation|Adaptive Threshold]], [[low-curvature-high-curvature-decomposition|L/H Decomposition]]
+- 更新 3 个已有概念: [[information-geometry]], [[fisher-information-metric]], [[statistical-manifold]]
+- 创建 Review: [[CuBAS-review-20260710]]
+- 来源: https://arxiv.org/abs/2607.03145
 
 ## 2026-07-04 — ingest | Agents Want Filesystems：NoKV 文件系统形态 Agent 接口（新智元报道）
 - 添加文章 [[agents-want-filesystems-nokv-2026]]: "Agents Want Filesystems：为什么文件系统形态的接口让 Agent 更高效" — NoKV benchmark：文件系统接口 -45% token, -39% 成本