2026-09-13·Weekly digest

🔬 Research Pulse

Weekly Digest

September 13, 2026

🤖 AI

🧠 LLMs

1. MindTopo: Can Foundation Models Reason in Topological Space?

Authors: Yunfei Ge, Anbang Liu, Qineng Wang... Published: 2026-09-10 | Citations: 0 arXiv | PDF

👁️ Vision

1. Caption-once, Frames-on-Demand: Visual-Need Routing for Budget-Aware Agentic Long Video Understanding

Authors: Weitong Cai, Hang Zhang, Yukai Huang... Published: 2026-09-10 | Citations: 0 arXiv | PDF

2. Language-Augmented Semantic Priors for B-Spline Surface Fitting

Authors: Yunzhong Lou, Yusheng Luo, Jiahao Li... Published: 2026-09-10 | Citations: 0 arXiv | PDF

3. Multimodal Taxonomic Conditioning for Generative Plankton Imagery

Authors: Daniela Ivanova, Ozgu Goksu, Nicolas Pugeault Published: 2026-09-10 | Citations: 0 arXiv | PDF

4. Guided Super-Resolution of Digital Elevation Models with Diffusion-Based Image Generators

Authors: Armand Mihai Nicolicioiu, Dominik Narnhofer, Nando Metzger... Published: 2026-09-10 | Citations: 0 arXiv | PDF

🔥 GitHub Trending

1. shy3130/tick-stock-panel

⭐ 4640 stars | Python

TSP自托管、零运维的 A 股「选股 + 监控 + 回测」量化工作台 | LLM能力驱使策略定制+个股分析+复盘 | 自由接入第三方数据源与个性化扩展数据 | 个人开源

a-stock ai-agent aigc backtesting daily duckdb

2. kirodotdev/KiroCrew

⭐ 3883 stars | Python

A persistent workspace for development work that self-improves and continues beyond one session.

agent agentic-ai agents ai-agent ai-agents automation

3. spinabot/brigade

⭐ 3706 stars | TypeScript

Brigade — Your personal intelligence, built enterprise-grade

agent-runtime ai ai-crew autonomous-agents brigade brigade-agent

4. synthetic-sciences/openscience

⭐ 3570 stars | TypeScript

The open-source AI workbench for scientific research

agent ai ai-agent ai-scientist bioinformatics bun

5. fuxicodex/Fuxi

⭐ 3408 stars | Python

FuXi is a fast, self-contained AI coding agent that lives in your terminal — edit code, run commands, and drive tools, with cost-aware routing across LLM providers.

agent ai ai-agent ai-coding autonomous-agent cli

6. Tencent-Hunyuan/AuK

⭐ 690 stars | Python

AuK: An Open-Source Foundational Model for Speech Generation and Editing

deep-learning foundation-models python pytorch separation speaker-extraction

7. CheshireMew/VoxWeave

⭐ 235 stars | Python

Local-first high-quality offline RVC voice conversion workstation

audio-processing cuda ffmpeg local-first pyside6 qml

SSD-streaming inference engine for giant MoE models (Rust + CUDA). GLM 5.2 743B at 2 tok/s and Hy3 295B at 7 tok/s on two consumer 16GB GPUs. Zero-config multi-GPU: measures PCIe bandwidth, places att

cuda gguf glm inference-engine llm local-llm

9. Desert-Ant-Labs/desert-ant-core

⭐ 210 stars | Swift

On-device AI SDKs for iOS, macOS, Android, and the web. Small, focused models that run fully offline in Swift, Kotlin, and JavaScript with Core ML, LiteRT, and WebAssembly.

android browser coreml edge-ai inference ios

10. zju3dv/INTACT-JEPA

⭐ 186 stars | Python

INTACT: Isomorphic Intent-to-Action Learning for Search-Free World Models.

goal-conditioned-control imitation-learning jepa latent-dynamics model-predictive-control pytorch

11. KaiWU5/Awesome-AI4AI

⭐ 159 stars | Python

AI4AI Survey: can AI reliably improve AI? 223 papers on long-horizon agents, benchmarks, harness design, and recursive self-improvement · updated weekly

agent-benchmarks agent-harness agi ai-agents ai-research ai4ai

12. yanght27/GPU-Perf-Playground

⭐ 124 stars | Python

GPU 性能与 AI Infra 学习项目：CUDA/Triton 算子、NCU/NSYS、vLLM/SGLang/TRT-LLM/ms-swift、PyTorch/DeepSpeed/ms-swift 训练、并行架构

ai cuda cuda-kernel cuda-kernels cuda-programming cuda-toolkit

13. jaimasih05-commits/swarm-foraging-qlearn

⭐ 118 stars | HTML

Q-Learning Swarm Foraging 2026: Multi-Agent RL in Dynamic Grid Environments

ai-simulation artificial-intelligence autonomous-agents decision-making dynamic-environments exploration-exploitation

14. endend2003-cmd/Tactical-Matrix-Console