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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

CircuitWeave: Topology-Behavior Alignment for Executable Multimodal RTL Generation

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CircuitWeave는 텍스트 명세와 회로도(Schematics)를 결합하여 실행 가능한 RTL을 생성하는 멀티모달 프레임워크입니다. 회로의 토폴로지와 동작 계약을 통합한 '회로 계약'을 통해 텍스트 기반 LLM의 구조적 한계를 극복합니다.

multimodal
rtl-generation
llm
circuit-design
verilog

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Focus Shifts to Structured and Verifiable AI Development

CircuitWeave: Topology-Behavior Alignment for Executable Multimodal RTL Generation

SPARC: Automated Root-Cause Analysis of Pre-Silicon Power Side-Channel Leakage in the Processor Design Flow

PIMID: A Full-System Simulator with Intricacy and Diversity for Processing-in-Memory

DICE: Detailed Inter-Chiplet End-to-End PHY Modeling for Accurate Chiplet Simulation

A Heterogeneous Neural Network Accelerator for End-to-End Multitask RF Signal Recognition

Beyond Federated Learning: Designing a Central-Aggregator-Free Clinical AI Network

"Native Omnimodal" vs "Bolt-On Multimodal": Why the Distinction in MiMo-V2.5 Matters More Than the Benchmarks

Opus 5 최강 - 수평 사고 퀴즈 12,080턴을 통해 밝혀진 LLM 5개 모델의 추론 전략 차이

Focus Is All You Need: Adaptive Goal-aware Attention Orchestration for Multi-Agent Graph Systems

CALMRec: Causally Aligned Language Memory for Long-Horizon Recommendation

SpecAHD: Localize to Specialize for Automated Heuristic Design in Large-Scale Routing Problems

Compute Globally, Materialize Locally: The Memory Contract of Sparse Event-KV

Offline-Online Curriculum RL for Multimodal Reasoning

E-Bench: Benchmarking Multi-Step Tool-Use Agents in Real-World Product Scenarios

An Exact Counterexample to Carlson's Associated-Prime Depth Conjecture from a Group of Order 128

The JEPA Paradox in Language: The Geometry of Linguistic Alternatives

Auditing Alignment Controllability in LLMs via Political Axes

Guiding Language Models to Be More Empathetic: Culturally Sensitive Mental Health Advice Generation Through Human-LLM Collaboration

Language Shapes Instruction Hierarchy Compliance in Multilingual LLMs

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