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The threat extends beyond accidental errors. When AI writes the software, the attack surface shifts: an adversary who can poison training data or compromise the model’s API can inject subtle vulnerabilities into every system that AI touches. These are not hypothetical risks. Supply chain attacks are already among the most damaging in cybersecurity, and AI-generated code creates a new supply chain at a scale that did not previously exist. Traditional code review cannot reliably detect deliberately subtle vulnerabilities, and a determined adversary can study the test suite and plant bugs specifically designed to evade it. A formal specification is the defense: it defines what “correct” means independently of the AI that produced the code. When something breaks, you know exactly which assumption failed, and so does the auditor.
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CUPERTINO, CALIFORNIA Apple today announced the new MacBook Air with M5, bringing exceptional performance and expanded AI capabilities to the world’s most popular laptop. M5 features a faster CPU and next-generation GPU with a Neural Accelerator in each core, enabling MacBook Air to power through a variety of workflows, from creative projects to complex AI tasks. MacBook Air now comes standard with double the starting storage at 512GB with faster SSD technology, and is configurable up to 4TB, so customers can keep their most important work on hand. Apple’s N1 wireless chip delivers Wi-Fi 7 and Bluetooth 6 for seamless connectivity on the go. MacBook Air features a beautifully thin, light, and durable aluminum design, stunning Liquid Retina display, 12MP Center Stage camera, up to 18 hours of battery life, an immersive sound system with Spatial Audio, and two Thunderbolt 4 ports with support for up to two external displays. Combined with the power of macOS Tahoe and Apple Intelligence, MacBook Air delivers unmatched value for college students and creative professionals, and it’s the most popular laptop for business users. Available in 13- and 15-inch models in sky blue, midnight, starlight, and silver, the new MacBook Air with M5 is available for pre-order starting tomorrow, March 4, with availability beginning Wednesday, March 11.