raptor lake
{\mu}RL: Discovering Transient Execution Vulnerabilities Using Reinforcement Learning
Tol, M. Caner, Derya, Kemal, Sunar, Berk
We propose using reinforcement learning to address the challenges of discovering microarchitectural vulnerabilities, such as Spectre and Meltdown, which exploit subtle interactions in modern processors. Traditional methods like random fuzzing fail to efficiently explore the vast instruction space and often miss vulnerabilities that manifest under specific conditions. To overcome this, we introduce an intelligent, feedback-driven approach using RL. Our RL agents interact with the processor, learning from real-time feedback to prioritize instruction sequences more likely to reveal vulnerabilities, significantly improving the efficiency of the discovery process. We also demonstrate that RL systems adapt effectively to various microarchitectures, providing a scalable solution across processor generations. By automating the exploration process, we reduce the need for human intervention, enabling continuous learning that uncovers hidden vulnerabilities. Additionally, our approach detects subtle signals, such as timing anomalies or unusual cache behavior, that may indicate microarchitectural weaknesses. This proposal advances hardware security testing by introducing a more efficient, adaptive, and systematic framework for protecting modern processors. When unleashed on Intel Skylake-X and Raptor Lake microarchitectures, our RL agent was indeed able to generate instruction sequences that cause significant observable byte leakages through transient execution without generating any $\mu$code assists, faults or interrupts. The newly identified leaky sequences stem from a variety of Intel instructions, e.g. including SERIALIZE, VERR/VERW, CLMUL, MMX-x87 transitions, LSL+RDSCP and LAR. These initial results give credence to the proposed approach.
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Intel Core i7-14700K and Core i9-14900K review: More features, mild speed bump
Intel's Core i9-14900K still offers some of the best performance around -- albeit at a similarly beastly power draw -- but offers negligible performance improvement over its direct predecessor, the 13900K. New support for Wi-Fi 7, Thunderbolt 5, and performance-boosting AI features are a nice touch, though. A new generation of refreshed Raptor Lake processors have arrived. After months of rumors and leaks--and an official announcement just yesterday--Intel's latest batch of desktop CPUs take their place as the 14th generation in the Core lineup. You can catch up on the specs and speeds in our comprehensive coverage of the unveiling, but the basics are straightforward. Six new chips have launched, with two variants each of unlocked Core i9, Core i7, and Core i5 parts.
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6 ways Intel's new 14th-gen 'Meteor Lake' CPUs supercharge laptops
Intel's 14th-gen mobile processor, code-named Meteor Lake, represents a dramatic shift from the chips Intel has shipped for years -- and Intel has provided us with a ton of information. If you don't have time to wade through it all, however, we've summed up the most important points here. Here's what you need to know about Meteor Lake. For a much more detailed examination of what this new generation of processors offers, please see our deep-dive into Meteor Lake. Intel will brand Meteor Lake as the Core Ultra, and it will launch on Dec. 14, Intel chief executive Pat Gelsinger said at its Intel Innovation conference.
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Inside Meteor Lake: Intel's radical new Core chip is optimized for the future
Intel's new 14th-gen Core chip, Meteor Lake, is designed as much for Intel as it is for you. But a doubling of graphics performance and a new AI engine helps cater to consumers seeking new features. Let's be clear, though: Meteor Lake was not designed with CPU performance in mind. Intel executives describe Meteor Lake as offering the performance of the current 13th-gen chip, Raptor Lake, but at half the power -- aided by new low-voltage efficiency cores (E-cores) that are new to the platform. Even the way Intel assigns CPU tasks has been flipped on its head, pushing them first towards the lowest-power E-cores, then migrating them to the more power-hungry performance cores if need be. Intel unveiled its new Meteor Lake platform in an offsite press event in Penang, Malaysia, though the company will talk more about Meteor Lake at its Intel Innovation conference in San Jose this week. At Intel's Intel Innovation conference in San Jose, Intel chief executive Pat Gelsinger added two more details: that Meteor Lake will launch on Dec. 14, and it will be branded as the Core Ultra. Acer appeared on stage to show off its own Meteor Lake laptop, and Intel used MSI-branded laptops in Malaysia.
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