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Real-Time Industrial Defect Detection on Edge Hardware Using Fine-Tuned YOLOv8: A Systematic Benchmark on the NEU Surface Defect Database and MVTec AD with Automotive & Battery Manufacturing Extensions

arXiv:2606.07659v1 Announce Type: new Abstract: Automated surface defect detection is critical for ensuring rigorous quality control in high-speed manufacturing environments. While deep learning model

model-releasesarxiv-cs-cv

9 Jun 2026

Search: “manufacturing”

Design for Manufacturing: A Manufacturability Knowledge-Integrated Reinforcement Learning Framework for Free-Form Pipe Routing in Aeroengines

LLM-Aided Design for Manufacturing: A Multi-Agent System for Intent-Preserving Redesign of CAD for Improved Manufacturability

Agent Manufacturing: Foundation-Model Agents as First-Class Industrial Entities

Benchmarking Local LLMs for Natural-Language-to-SQL Querying in Biopharmaceutical Manufacturing: An Empirical Benchmark on Consumer-Grade Hardware

2026 Roadmap on Artificial Intelligence and Machine Learning for Smart Manufacturing

Design-to-Plan: A Large Language Model-Based Multi-Agent Framework for Manufacturing Process Planning from 3D CAD Models and 2D Engineering Drawings

Manufacturing Complex Airtight Soft Pneumatic Actuators for Soft Robotics: Process Evaluation and Optimization

CAD-feature enhanced machine learning for manufacturing effort estimation on sheet metal bending parts

LLM-ADAM: A Generalizable LLM Agent Framework for Pre-Print Anomaly Detection in Additive Manufacturing

FORGE:Fine-grained Multimodal Evaluation for Manufacturing Scenarios

Learning When to Transfer: Reinforcement Learning for Carbon-Footprint Modeling in New Manufacturing Domains

LLMs as Master Forgers: Generating Synthetic Time Series Data for Manufacturing

Spatiotemporal Graph Transformer for 3D Neighborhood Interaction and Quality Prediction in Metal Additive Manufacturing

Robust and Reliable AI for Predictive Quality in Semiconductor Materials Manufacturing with MLOps and Uncertainty Quantification

IoT in Manufacturing: Strategy, Components, Use Cases, and Challenges

Trump said his tariffs would bring blue-collar jobs BACK TO THE US. Instead, it’s raised costs and DESTROYED MANUFACTURING JOBS. The US LOST…

Vision for engineering, manufacturing, and earth observation. Checks mechanical parts, pulls evidence from PDFs, scans gigapixel satellite i…

Event Cameras for Melt-Pool Monitoring in Additive Manufacturing: A Benchmark and a Cross-Machine Transfer Analysis

Kinematics-Grounded Agentic AI for Robotic Additive Manufacturing Process Planning

CADDi raises 114M at 1.2B valuation to bring manufacturing AI to North America

Deep Vision in Smart Manufacturing: MODERN Framework for Intelligent Quality Monitoring and Diagnosis

South Korea launches $584B chip manufacturing initiative with Samsung, SK hynix

Domain Adapted Large Language Models for Additive Manufacturing

Edge-AI-Driven Learning-to-Rank for Decentralized Task Allocation in Circular Smart Manufacturing

3D Reconstruction Techniques in the Manufacturing Domain: Applications, Research Opportunities and Use Cases

@Twintivo using 3 asynchronous deepagents to slash downtime inside manufacturing facilities. @hwchase17 @LangChain @lguaman

Implicit Neural Field-Based Process Planning for Multi-Axis Manufacturing: Direct Control over Collision Avoidance and Toolpath Geometry

Autonomous Model Lifecycle Management for Digital Twin-Based Manufacturing Control

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing

Coordinating from Memory: Graph-Structured Experience Reuse for Multi-Agent Adaptation in Dynamic Manufacturing

Sources: Anthropic has initiated early-stage development of a custom AI server chip and held preliminary discussions with Samsung about manufacturing the chip (Qianer Liu/The Information)

Five Chinese tech and advanced manufacturing companies launched Hong Kong listings today to raise up to 5.6B, led by Apple supplier Luxshare's 3.15B offering (Reuters)

Applied Materials opens a $500M chip equipment manufacturing campus in Singapore, making the city-state home to ~50% of its production capacity alongside the US (Cheng Ting-Fang/Nikkei Asia)

Physics-Distilled Neural Network enabled by Large Language Models for Manufacturing Process-Property Predictive Modeling

Real-Time Industrial Defect Detection on Edge Hardware Using Fine-Tuned YOLOv8: A Systematic Benchmark on the NEU Surface Defect Database and MVTec AD with Automotive & Battery Manufacturing Extensions

Amazon inks multibillion-dollar optical manufacturing deal with Corning

Starlink enables high-speed connectivity for field manufacturing teams 🛰️❤️

RocketSmith: An Agentic System for High-Powered Rocket Design and Manufacturing

Learning and Adaptation in Wire Arc Additive Manufacturing Bead Geometry Control

My second interview with @JimBelosic, Founder of @SendCutSend. 0:15 Beating China in manufacturing requires scale 1:10 Automation is not a m…

Manufacturing intelligence with Amazon Nova Multimodal Embeddings

Bristol Myers Squibb's Massachusetts facility boosted drug production volume for clinical and commercial use by ~40% with AI, a bright spot in US manufacturing (Farah Stockman/New York Times)

Learning-augmented robotic automation for real-world manufacturing

SpaceX's S-1 excerpts list 'manufacturing our own GPUs' among the 'substantial capital expenditures' it is undertaking, with the size of the expenditure TBD (Reuters)

Efforts to revive chip manufacturing in Pennsylvania have been left in limbo by President Trump's sudden upending of US semiconductor policy over the past year (Michael Acton/Financial Times)

Agentic AI in Engineering and Manufacturing: Industry Perspectives on Utility, Adoption, Challenges, and Opportunities

In-situ process monitoring for defect detection in wire-arc additive manufacturing: an agentic AI approach

Domain-informed Adaptive Sampling for Generalizable PINNs in Metal Additive Manufacturing via Conditional Flow Matching