engblogs

summaries of the latest blog articles from your favorite tech companies.
DatabricksDatabricks

Breaking 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.

3/16/2026
CloudflareCloudflare

From 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.

3/16/2026
Berkeley AIBerkeley AI

Identifying 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.

3/13/2026
DatabricksDatabricks

Serverless 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.

3/13/2026
AWS MLAWS ML

P-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.

3/13/2026
Apple MLApple ML

Multilingual 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.

3/13/2026
MetaMeta

Patch 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.

3/13/2026
Google CloudGoogle Cloud

Simplify 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.

3/13/2026
Apple MLApple ML

mAceReason-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.

3/13/2026
Google CloudGoogle Cloud

Secure 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.

3/13/2026
OpenAIOpenAI

Why 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.

3/12/2026
MIT AIMIT AI

Can 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.

3/12/2026