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Building a Better Bar for Code Security

28.12.2025 by Ray Dalio

A new automated pipeline dramatically reduces the effort needed to create challenging benchmarks for evaluating the security of code generated by large language models.

Categories Science

Stress-Testing AI: A Smarter Way to Check Foundation Model Reliability

28.12.2025 by Ray Dalio

MicroProbe demonstrates consistent and superior performance across diverse model architectures, establishing it as a robust solution that transcends specific implementations.

A new framework, MicroProbe, dramatically improves the efficiency of assessing whether large AI models are trustworthy and predictable.

Categories Science

Beyond Fuzzing: Securing Software with Annotated Business Logic

27.12.2025 by Ray Dalio

A new framework, Anota, helps developers proactively identify and address vulnerabilities hidden within application logic through dynamic analysis and security policy definitions.

Categories Science

Beyond Confidence: Checking the Logic of AI Reasoning

27.12.2025 by Ray Dalio

A new method moves past simply assessing how sure an AI is to directly verifying the validity of its reasoning steps.

Categories Science

Squeezing Giants: Efficient Foundation Model Acceleration on Limited GPUs

27.12.2025 by Ray Dalio

Triton’s fused low-rank matrix multiplication demonstrates significant speedup over the PyTorch baseline on an NVIDIA A40 GPU, with performance gains observed across varying input and output feature dimensions for both rank 128 and rank 256 implementations.

New research shows that reducing the size of large AI models isn’t enough – optimizing how those models access memory is critical for achieving real-world performance gains on resource-constrained hardware.

Categories Science

Unlocking Hidden Vulnerabilities in AI’s Specialist Networks

27.12.2025 by Ray Dalio

GateBreaker provides a comprehensive framework for addressing challenges in [latex] \text{AI} [/latex] safety through robust anomaly detection and mitigation.

New research reveals a concerning weakness in large language models that rely on specialized ‘expert’ systems, potentially allowing attackers to bypass safety measures with surprising ease.

Categories Science

The Fading Shield: Cybersecurity’s Coming Crisis

27.12.2025 by Ray Dalio

Cellular senescence, triggered by cumulative stress, initiates a complex cascade of molecular events ultimately leading to irreversible cell cycle arrest and altered cellular function.

As digital defenses accumulate complexity and age, the cybersecurity landscape is entering a period of diminishing returns, raising critical questions about long-term resilience.

Categories Science

Secure AI Collaboration: Protecting Medical Data with Blockchain and Zero-Knowledge Proofs

27.12.2025 by Ray Dalio

The zkFL-Health architecture establishes a framework for confidential and verifiable federated learning, leveraging zero-knowledge proofs to ensure data privacy while enabling collaborative model training across distributed healthcare institutions.

A new framework, zkFL-Health, is enabling privacy-preserving federated learning for medical AI, safeguarding sensitive data during collaborative model training.

Categories Science

Secure AI Collaboration: Protecting Medical Data with Blockchain and Zero-Knowledge Proofs

27.12.2025 by Ray Dalio

The architecture of zkFL-Health establishes a framework wherein sensitive health data undergoes a transformation-from legible information to encrypted, zero-knowledge proofs-allowing for verification of data integrity without compromising patient privacy, a necessary evolution in systems designed to withstand the inevitable pressures of time and access.

A new framework, zkFL-Health, is leveraging cutting-edge cryptographic techniques to enable privacy-preserving federated learning for sensitive medical data.

Categories Science

Unlocking Harm: How Sentence Pairing Exposes Language Model Weaknesses

27.12.2025 by Ray Dalio

SPELL streamlines large language model serving through speculative decoding, pre-drafting potential continuations [latex] \hat{y}_{t} [/latex] with a small language model before verifying them with a larger, more accurate one, thereby reducing latency and improving throughput even under high load.

New research reveals a surprisingly effective method for prompting large language models to generate malicious code, even those considered highly secure.

Categories Science
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