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Chassis Control System

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                                                                    image credit: BYD A fully electric chassis control system  is an advanced automotive technology that replaces traditional hydraulic or mechanical systems with electrically actuated components  to enhance vehicle stability, handling, safety, and efficiency. These systems rely on sensors, electronic control units (ECUs), and electric actuators to dynamically adjust chassis behavior in real time. Key Functions of a Fully Electric Chassis Control System : 1. Dynamic Stability Control  – Prevents skidding/loss of control by selectively braking wheels and adjusting torque. 2. Adaptive Suspension Damping  – Adjusts shock absorber stiffness based on road conditions and driving style. 3. Torque Vectoring  – Distribute...

LLMs Brought a New Kind of Software Engineering

LLMs Are a New Kind of Software We are going to present a comparative view of Traditional Software vs LLMs (Large Language Models) to highlight how LLMs represent a fundamental shift in the software paradigm. Comparison Table Traditional Software LLMs (Large Language Models) Deterministic Non-deterministic Fast Slow Cheap Expensive Rigid Flexible If → then Reasoning Detailed Explanation 1. Deterministic vs Non-deterministic Traditional Software follows a fixed, rule-based approach. Given the same input, it always produces the same output. LLMs are probabilistic. Their outputs can vary for the same input because they are based on learned patterns from data rather than hard-coded rules. 2. Fast vs Slow Traditional programs execute instructions quickly because they’re optimized and compiled to run directly on machines. LLMs involve complex computations (e.g., matrix multiplications in neural networks), often requiring GPUs or TPUs, w...

Limitation of Generative AI A Details Analysis

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                                   my study room's panoromic image I have uploaded the above panoramic image of my study room. And provided a details prompt to generate a Bird' s-eye View image from it. See what it does even after several interactions and directions to the latest LLM Gemini model. Let's analyze the panorama and create a conceptual bird's-eye view. Analysis of the Panorama: Based on the provided image, here's what we can gather: Shape: The room appears to be roughly rectangular, but the panorama's distortion makes it hard to be precise. We see a corner in the center, suggesting a bend or a slight angle in the walls. Door: A door is visible on the right side, leading into another room. Window: A window is on the left side, indicating an exterior wall. Furniture: We see a desk with a laptop and other items, a chair, a standing mirror, and possibly another chair near the door....