engblogs

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

Getting the Full Picture: Unifying Databricks and Cloud Infrastructure Costs

A practical guide to unifying Databricks and cloud infrastructure costs across multi-cloud environments via the Cloud Infra Cost Field Solution, delivering a single TCO view for governance, optimization, and informed decision-making.

2/12/2026
MIT AIMIT AI

New J-PAL research and policy initiative to test and scale AI innovations to fight poverty

Examines MIT's J-PAL Project AI Evidence, a funding-backed initiative to rigorously test AI solutions, generate evidence on what works, and responsibly scale the most effective innovations to fight poverty.

2/12/2026
Lambda LabsLambda Labs

Lambda appoints tech pioneer Jerry Hunter as Vice Chairman, Compute Delivery and Special Advisor to the Board

Lambda appoints Jerry Hunter as Vice Chairman for Compute Delivery and Special Advisor to guide industrial-scale AI infrastructure and long-term compute strategy, drawing on his AWS, Sun Microsystems, and Snap experience to accelerate hyperscale AI delivery.

2/12/2026
Apple MLApple ML

Trace Length is a Simple Uncertainty Signal in Reasoning Models

Trace length emerges as a simple, practical uncertainty signal for large reasoning models, revealing how post-training reshapes confidence estimates, how it complements verbal confidence, and its implications for robust uncertainty quantification across tasks.

2/12/2026
Apple MLApple ML

Mapping the Design Space of User Experience for Computer Use Agents

A study-driven roadmap mapping the UX design space for LLM-powered computer use agents, presenting a taxonomy of design factors and empirical insights to align agent behavior with diverse user needs and scenarios.

2/12/2026
AWS MLAWS ML

Build long-running MCP servers on Amazon Bedrock AgentCore with Strands Agents integration

A practical guide to building robust, long-running MCP servers on Amazon Bedrock AgentCore with Strands Agents, enabling cross-session execution via persistent memory and asynchronous task management for seamless results and reliability.

2/12/2026
AWS MLAWS ML

AI meets HR: Transforming talent acquisition with Amazon Bedrock

Delivers a technical blueprint for an AI-powered talent acquisition system on AWS using Amazon Bedrock, knowledge bases, Lambda-driven workflows, and governance to boost efficiency while preserving human oversight.

2/12/2026
OpenAIOpenAI

Introducing GPT-5.3-Codex-Spark

A concise launch-focused overview of GPT-5.3-Codex-Spark and its implications for AI-powered code development.

2/12/2026
DropboxDropbox

How low-bit inference enables efficient AI

Explores how low-bit inference and hardware-aware quantization—centered on MXFP-based mixed-precision—reduce memory and compute to enable fast, cost-effective AI on modern GPUs.

2/12/2026
Google CloudGoogle Cloud

Simpler billing, clearer savings: A FinOps guide to updated spend-based CUDs

FinOps guide to updated spend-based CUDs: migration from credit-based to direct discounted pricing, validation via CUD Analysis, and enhanced cost reporting and scenario modeling for clearer savings.

2/12/2026
Google DeepMindGoogle DeepMind

Gemini 3 Deep Think: Advancing science, research and engineering

Gemini 3 Deep Think: a technical exploration of advancing science, research and engineering.

2/12/2026
CloudflareCloudflare

Introducing Markdown for Agents

Markdown for Agents enables token-efficient AI-ready content delivery by converting HTML to Markdown on the fly via content negotiation, empowering AI crawlers and agents to consume structured pages.

2/12/2026