Agentopia: Long-Term Life Simulation
Paper: arXiv · Authors: Neph0s et al. · Institution: (multiple)
Paper Notes¶
Structured summaries of academic papers — with method overviews, key results, critical assessment, and research context.
Each paper note follows a consistent format:
- Problem & Motivation — what question the paper asks
- Method / Approach — the key idea in detail
- Key Results — numbers at a glance
- Strengths & Weaknesses — critical evaluation
- Connections & Follow-ups — links to related work
Browse by category using the sidebar, or see all papers together on the daily digest.
Agents' Last Exam (ALE): Benchmarking Economically Valuable AI Work
Paper: arXiv 2606.05405 · Authors: Yiyou Sun, Xinyang Han, Dawn Song et al. · Institution: UC Berkeley
Consensus is Strategically Insufficient for Multi-Agent Value-Laden Tasks
Paper: arXiv 2606.04223 · Authors: Michał Wawer, Jarosław A. Chudziak · Institution: Warsaw University of Technology
FlashMemory-DeepSeek-V4: Lookahead Sparse Attention
Paper: arXiv · Authors: Wang et al. · Institution: Tencent, HKUST, Tsinghua
Geometry of On-Policy Distillation: A Parameter-Space Analysis
Paper: arXiv 2606.07082 · Authors: Multiple · Institution: Multiple
How AI Agents Reshape Knowledge Work
Paper: arXiv 2606.07489 · Authors: Jeremy Yang, Kate Zyskowski, Noah Yonack, Jerry Ma · Institution: Harvard / Perplexity
Latent Spatial Memory for Video World Models (Mirage)
Paper: arXiv · Authors: Wang et al. · Institution: ZJU, MSR, Adelaide, Monash
MiniMax Sparse Attention (MSA): Blockwise Sparse Attention for Long Context
Paper: arXiv 2606.13392 · Authors: MiniMax-AI · Institution: MiniMax
Self-Harness: Harnesses That Improve Themselves
Paper: arXiv 2606.09498 · Authors: Hangfan Zhang, Shao Zhang et al. · Institution: Shanghai AI Lab
The Superiority of Economists
Paper: AEA · Authors: Fourcade, Ollion & Algan · Institution: UC Berkeley, Sciences Po