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Related Articles from SNS

IDDMBSE: Integrating Data-Driven and Model-Based Systems Engineering for Trusted Autonomous Cyber-Physical Systems

arXiv:2606.06727v1 Announce Type: new Abstract: Autonomous cyber-physical systems (CPS) sit at the intersection of Model-Based Systems Engineering (MBSE) and data-driven Machine Learning and Artificial Intelligence (ML/AI), yet no integrated Systems Engineering (SE) methodology natively spans both. We address this gap with IDDMBSE, an Integrated Data-Driven and Model-Based Systems Engineering methodology that extends the rigorous MBSE V-process with a data-driven loop at every step, anchored...

arXiv CS 2d ago

A Low-Cost, High-Throughput Design-Build-Test Pipeline for Engineering Genetic Systems: Stress Testing with Complex Structural Proteins

Genetic systems engineering is constrained by high DNA synthesis costs, assembly inefficiencies, and challenges in expressing complex proteins. To address these limitations, we developed a highly parallel, low-cost pipeline for the design, assembly, and functional screening of genetic systems, which we stress-tested on highly repetitive structural proteins, including spider silk, biocements, reflectins, and talins. The integrated pipeline combines computational genetic systems design,...

bioRxiv 1d ago

A spectral model of power-law decay in natural and engineered systems

Announce Type: cross Abstract: We present a first-principles spectral mechanism for the emergence of nonextensive $q$-exponential dilution and power-law relaxation in non-ideal transport systems. By modeling an incompletely mixed reactor as a layered diffusion matrix with an absorbing boundary, we demonstrate that macroscopic power-law tails depend on the geometric interaction between the initial tracer placement and the domain's boundary configuration. For a one-dimensional system, an...

arXiv Physics 1d ago

Transcriptomic and proteomic responses to gas vesicle collapse in native and engineered bacterial systems

Gas vesicles (GVs) are air-filled protein nanostructures produced by microbes to regulate buoyancy and have emerged as powerful tools in biomedical imaging, particularly as acoustic reporter genes. Their mechanically robust shells enclose a stable air compartment, which collapses irreversibly when subjected to sufficient hydrostatic or acoustic pressure, leaving behind large protein sheets. This collapse phenomenon underlies key applications such as differential imaging and controlled...

bioRxiv 9d ago

Taming System Complexity: Demystifying Software Engineering Agents in Diagnosing Linux Kernel Faults

Announce Type: replace Abstract: The Linux kernel is a critical system, serving as the foundation for numerous systems. Bugs in the Linux kernel can cause serious consequences, affecting billions of users. Fault localization (FL), which aims at identifying the buggy code elements in software, plays an essential role in software quality assurance.

arXiv CS 8d ago

MicroGrowAgents: An Agentic AI System for Microbial Cultivation Engineering

Microbial cultivation optimization remains labor-intensive and inefficient, requiring extensive experimental screening to identify suitable growth conditions. Traditional one-factor-at-a-time approaches are particularly ineffective for exploring complex, multidimensional nutrient parameter spaces. We present MicroGrowAgents, an AI-driven, agent-based system that automates the design of optimized growth media through integration of knowledge graphs, metabolic modeling, and optimal...

bioRxiv 5d ago

'Don't scare the cat!' Engineers find smarter way to measure quantum systems

'Don't scare the cat!' Engineers find smarter way to measure quantum systems Gaby Clark Scientific Editor Robert Egan Associate Editor UNSW Sydney engineers have riffed on the famous Schrödinger's cat analogy to demonstrate a more efficient way to eliminate errors in quantum computing. "Imagine you're trying to find your cat hiding in one of eight identical cardboard boxes, in a dark and noisy room," says UNSW Scientia Professor Andrea Morello.

Phys.org 6d ago

Full Reverse Engineering of the TI-84 Plus Operating System

TI-84 Plus OS — Reverse-engineering notes: system overview Target: ti84plus.rom (1 MiB flash dump). OS self-identifies as 2.55MP. CPU: Zilog Z80 (16-bit address bus, 64 KiB logical space) with hardware flash/RAM paging.

Hacker News 1d ago

Efficient Multi-Agent Optimization of Optical Power in S+C+L-Band Systems

Electrical Engineering and Systems Science > Systems and Control [Submitted on 4 Jun 2026] Title:Efficient Multi-Agent Optimization of Optical Power in S+C+L-Band Systems View PDF HTML (experimental)Abstract:We propose an AI Agent tailored for link power management in multi-band systems. In S+C+L band span-level study, the agent efficiently solves various optimization objectives.

arXiv CS 5d ago

Vibe Coding Is Not Engineering

Vibe coding produces code. Engineering produces systems. The gap between those two things is where production failures live.

Hacker News 11d ago