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Strengthening Security and Verification Layers Amidst Complex AI Agents

The collected data indicates that AI coding agents and automation workflows are evolving beyond simple command execution, moving toward transferring local system context and handling complex business processes. This increasing complexity inherently raises security vulnerabilities and reliability concerns. Consequently, establishing multi-layered safeguards—such as 'full-stack formal verification' or pre-execution allowlisting—is emerging as a core technical trend. Furthermore, even RAG systems require explicit trust boundaries set at the application level rather than relying solely on basic implementation.

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Dev.toJuly 23, 2026

A Hitchhiker's Guide to Geometric GNNs for 3D Atomic Systems

English summary not available yet. You can still read the original source.

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3D 원자 시스템 분석을 위한 기하학적 그래프 신경망(Geometric GNNs)에 대한 입문 가이드입니다. 원자 구조의 기하학적 특성을 모델링하는 방법론을 다룹니다.

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geometric-deep-learning
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Strengthening Security and Verification Layers Amidst Complex AI Agents

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What’s emerging

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Strengthening Security and Verification Layers Amidst Complex AI Agents

A Hitchhiker's Guide to Geometric GNNs for 3D Atomic Systems

터키어 추론 (Reasoning) 모델을 위한 Turkish-CoT-Instruct-Dataset 공개

A Real Neuro Symbolic Architectured AI - BrainStem_V8 Needs to Sleep

New scaling laws for knowledge injection Hypernetworks that generate LoRA adapters from a fact corpus beat LoRA fine-tuning and full fine-t…

ActiveVision A benchmark testing whether models can repeatedly observe, reason, and seek new visual evidence. Humans solve 96.1%. The best …

Beyond relevance-centric retrieval Tencent Yuanbao proposes SetwiseEvalKit, a rubric-based framework that evaluates document sets as a whol…

Tested (the updated) Gemma 4 locally on coding with OpenCode

Reading and Steering Representations of Materials Science Mechanisms in an Open Weight Language Model paper: https://t.co/gEeIFLAf9K https:…

SLAI T-Rex Full-Parameter Post-training of the DeepSeek-V4 Family on Ascend SuperPOD paper: https://t.co/QFuBTmLSrJ https://t.co/EzKoDUuKM…

OpenAI 호환 API 뒤에서 실제로 실행되는 LLM 모델이 주장하는 것과 일치하는지 검증하고, 모델 교체 및 정적 측정 양자화(Static

Apple-π Benchmarking Thinking with Video Towards Law-Grounded Physical Intelligence paper: https://t.co/a9EwkfSSKi https://t.co/Z7utyLvtgK

Explainable Causal Reinforcement Learning for autonomous urban air mobility routing under real-time policy constraints

Your supply chain will eventually be cyberattacked…

I compared local models and different quants / config on a subset of swe-verified bench

OpenAI 모델의 샌드박스 탈출과 Hugging Face 침입. 경위·실질적 피해·방어 정리

Fast and Simple PCA via Convex Optimization

DARPA, U.S. Air Force fly AI-controlled F-16

UnsuperPoint: End-to-end Unsupervised Interest Point Detector and Descriptor

I trained a 0.5M model on 1B tokens of Fineweb-edu dataset.

PSA on Laguna S-2.1 - Use the updated chat template and GGUF