1. Data Interaction The rapid popularization and development of computer technology can be attributed to its ability to interact with various operators, which fundamentally involves data interaction. Regardless of whether it is commands or key presses, they ultimately manifest in the computer system as responses to different data situations, resulting in varying operational outcomes. Generally, … Read more
Multi-lineage Organoid Below is a high-level methodology and decision framework aimed at researchers, focusing on the concept boundaries, design points, validation and quality control, common pain points and solutions, and reporting standards of “multi-lineage organoids (also known as assembloids)”. Key Highlights 1. Scope and Application Boundaries Definition: Multi-lineage organoids refer to the formation of a … Read more
In today’s global wave of automotive intelligence and electrification, the stability and safety of each electronic control unit (ECU) “brain”—the automotive-grade microcontroller unit (MCU)—has become a top priority concerning life safety. Chip validation, a crucial yet often overlooked process that is time-consuming and labor-intensive, is the core defense line ensuring the reliability of ECU applications. … Read more
Abstract—This article introduces a fault injection library for SystemC/SystemC AMS, which can be used to dynamically integrate fault structures into any SystemC/SystemC AMS description. The injection is achieved by dynamically reconnecting the netlist at the start of the test case execution without altering the DUT model itself. This method has been successfully validated on a … Read more
The Octobox STA Automation Suite Significantly Accelerates Performance Testing Workflows Recently, Spirent Communications announced the launch of the Octobox STA Automation Suite. As the industry’s first solution, this suite enables comprehensive performance testing and validation automation for client terminals and devices in Wi-Fi 6/6E and Wi-Fi 7 networks. This new automation suite aims to replace … Read more
BMW F48 (Image source: BMW Group website) Electronic Control Unit (ECU) certification is the future of connected cars—Flex and the BMW Group overcome this challenge based on Catena-X data exchange. The Engine Control Unit (ECU), also known as DME (Digital Motor Electronics) or DDE (Digital Diesel Electronics), is a critical component in automotive manufacturing. From … Read more
Core Issues: Limitations of Existing Methods: Current large language model (LLM) agent frameworks and inference-time algorithms often struggle with complex planning problems. Main Reasons: Insufficient Validation: Many methods find it difficult to effectively validate whether the generated plans meet all constraints or only perform coarse validation at the task level. Poor Complexity Adaptability: Existing methods … Read more