DatabricksBreaking the Microbatch Barrier: The Architecture of Apache Spark Real-Time Mode
Apache Spark 4.1's Real-Time Mode rearchitects Structured Streaming from microbatches to non-blocking, concurrent stages, delivering millisecond latency while maintaining high throughput and fault tolerance.
CloudflareFrom legacy architecture to Cloudflare One
A practical blueprint for de-risking large-scale migrations from legacy VPNs to Cloudflare One by combining Cloudflare's Zero Trust platform with CDW's tiered, risk-aware SASE approach to modernize security without downtime.
Berkeley AIIdentifying Interactions at Scale for LLMs
Introducing SPEX and ProxySPEX, scalable, sparsity-aware methods for discovering and attributing influential interactions across features, data, and internal model components in LLMs through efficient ablations.
DatabricksServerless Workspaces in Azure Databricks is now Generally Available
Azure Databricks Serverless Workspaces GA enables near-instant analytics on Azure with no infrastructure setup, serverless compute in a Databricks-managed network, and governance via Unity Catalog.
AWS MLP-EAGLE: Faster LLM inference with Parallel Speculative Decoding in vLLM
P-EAGLE accelerates LLM inference by performing parallel speculative decoding in vLLM, generating all K draft tokens in a single forward pass to deliver up to 1.69x speedups over EAGLE-3 on NVIDIA Blackwell GPUs.
Apple MLMultilingual Reasoning Gym: Multilingual Scaling of Procedural Reasoning Environments
A multilingual extension of Reasoning Gym that procedurally generates verifiable reasoning problems across 14 languages, enabling crosslingual data generation and RL-ready evaluation for multilingual reasoning models.
MetaPatch Me If You Can: AI Codemods for Secure-by-Default Android Apps
A technical look at secure-by-default Android frameworks and AI-driven codemods that automatically propose, validate, and migrate security patches across millions of lines of code with minimal friction for developers.
Google CloudSimplify your Cloud Run security with Identity Aware Proxy (IAP)
Direct IAP integration on Cloud Run enables one-click authentication and optional public access with DRS, simplifying security and reducing operational overhead while preserving enterprise-grade protections.
Apple MLmAceReason-Math: A Dataset of High-Quality Multilingual Math Problems Ready For RLVR
mAceReason-Math: a high-quality multilingual math problem dataset (14 languages, >10k samples per language) curated for reinforcement learning with verifiable rewards (RLVR) to advance multilingual LLM training and benchmarking.
Google CloudSecure Browsing, Powered by Peers: Join the New Chrome Enterprise Community
Announcing a global, peer-powered Chrome Enterprise Community that lets IT and security professionals access official resources, share best practices, and securely manage Chrome Enterprise across Windows, ChromeOS, macOS, and Linux.
OpenAIWhy Codex Security Doesn’t Include a SAST Report
Why Codex Security omits a SAST report and what that means for code security analysis and remediation workflows.
MIT AICan AI help predict which heart-failure patients will worsen within a year?
A deep learning model named PULSE-HF forecasts which heart-failure patients will experience a decline in left ventricular ejection fraction within the next year from ECG data, guiding follow-up and resource allocation.