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Focus Shifts to Structured and Verifiable AI Development

The observed trend moves beyond simple model capability improvements toward building highly reliable systems that function within complex, real-world constraints. This is evidenced by the focus on using composable architecture frameworks or subjecting AI to rigorous validation through high-difficulty benchmarks like the Ramanujan Challenge. Furthermore, securing efficiency and robustness has become a critical concern across diverse domains, from optimizing RAG performance to streamlining embedded system security patches.

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arXivJuly 28, 2026

Where Is the Cost of Third-Party API Routers in Agentic Software Development?

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코딩 에이전트 워크플로에서 제3자 API 라우터가 발생시킬 수 있는 보안 취약점과 '라우터 측 주입' 공격을 연구한 논문입니다. 연구 결과, 기존 클라이언트 측 보호 조치로는 라우터의 응답 조작을 탐지하기 매우 어려우며, 제공업체 차원의 출력 무결성 보장이 필요함을 시사합니다.

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Focus Shifts to Structured and Verifiable AI Development

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Focus Shifts to Structured and Verifiable AI Development

Where Is the Cost of Third-Party API Routers in Agentic Software Development?

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GEMCo: A Validated, Ethically Releasable Proxy for Inaccessible Counselling Data

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NVIDIA Cosmos-H-Dreams: Real-Time Generative Simulation for Surgical Robotics

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Offline-to-Online Creative Optimization with Generative Models and Adaptive Testing

The Intruder Threshold: A Spectral Law for LoRA Fine-Tuning

The Illusion of Secure LLM Code: Closing the Security Gap via Iterative Reprompting

Distributional Split Criteria for Random Forests: Extensions, Shrinkage, and the Robustness of Mean Splitting

Soft-Constrained Optimization of Latent Space in Variational Autoencoders

Source-Free Controlled Adaptation of Teachers for Continual Test-Time Adaptation

Outcome-Confounded Local Supervision in On-Policy Distillation

On the post-hoc Evaluation of PDE Discovery: A Multifaceted Challenge of Scientific Advancement

What Intelligence Actually Is [D]

Sharp Two-Round Adaptivity and Round Hierarchies for Semantic Regular Expressions

Formally Verified Synthesizable Floating-Point Data Types in ARCH HDL

Formalizing Flag Algebras in Lean