The tech landscape of March 18, 2026, is defined by a dual focus on scaling agentic AI and the sobering reality of the infrastructure costs required to support it.

The Rise of Agentic AI and Productivity The battle for the AI-powered workspace has intensified as Anthropic launched "Claude Cowork," a direct response to OpenClaw. This move highlights a broader shift from simple chatbots to "agentic" products. As teams move from simulation to production—especially in autonomous robotics—the industry is pivoting toward "generalist-specialist" models. To support these advances, developers are refining the fundamentals, with new research into Generalized Dot-Product Attention kernels to optimize GPU training and Spring AI integrations that blend rich UIs with the Model Context Protocol (MCP).

Infrastructure, Reliability, and the Bottom Line However, innovation comes with a hefty price tag and significant risk. Experts are warning that choosing the wrong AI cloud provider can lead to "hidden" costs in man-hours and capital that far outweigh initial savings. Reliability remains a persistent challenge; while Firefox 149 is winning over users with a built-in 50GB free VPN, the 2026 API Reliability Report reveals that third-party dependencies are becoming the primary ceiling for application uptime. This was punctuated today by storage service outages in AWS’s Tokyo region, reminding engineers that even the most robust systems require cost-aware scheduling and resilient patterns.

Business and Geopolitics In the corporate and political spheres, the stakes are equally high. David Zaslav is poised for a staggering $887 million payout if the Paramount-Warner Bros acquisition closes, while the influence of tech-funded PACs is being tested in high-spend Illinois primaries. Meanwhile, geopolitical tensions continue to reshape global logistics, with Gulf airlines forced to navigate longer, more expensive routes due to ongoing regional conflicts.

From the safety of Rust-based robotics to the nostalgia of AOL’s history, today’s news proves that while we are building the future at breakneck speed, the lessons of reliability and fiscal discipline remain as relevant as ever.

Featured Articles

5 Ways Choosing the Wrong AI Cloud Provider Costs You

The wrong AI cloud doesn’t just slow you down, it compounds cost and risk across your entire business. Neoclouds often look cheaper up front but surprise you with hidden costs—in capital, man hours, a...

Keywords: neoclouds cost, cloud performance, spend neoclouds, risk neoclouds, neoclouds competitive, neoclouds rarely, business neoclouds, neoclouds overpromise, multi cloud, ai cloud
Source: wf.coreweave.com

7 Ways to Reduce Hallucinations in Production LLMs

7 Ways to Reduce Hallucinations in Production LLMs Most LLM hallucination fixes fail. Here is what actually works in production. Image by Editor

Introduction

Hallucinations are not just a model prob...

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Source: kdnuggets.com

[AINews] Claude Cowork Dispatch: Anthropic's Answer to OpenClaw

Note: AIE Europe is ~sold out! Tickets and limited sponsorships for AIE Miami are next — as you can see from online buzz, speakers are excited and prepping. We’ll be there! By total coincidence, today...

Keywords: support openclaw, favorably openclaw, openclaw, pod ai, openclaw strategy, openclaw jensen, open enterprise, today pod, openclaw workflows, tool innovations
Source: latent.space

AIOps 101: The 3 Pillars of Reliably Deploying AI Models (Sponsored)

You need to enable JavaScript to run this app.

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Source: bit.ly

AIPAC Splits in Illinois Races After $20M in Spending

Last night’s Illinois Democratic primaries showed the power—and limits—of AIPAC spending in four open-seat races in the Chicago area, where the group’s super PACs dumped more than $20 million into saf...

Keywords: aipac spending, illinois races, aipac splits, aipac, limits aipac, illinois democratic, splits illinois, summary aipac, races chicago, seat aipac
Source: readsludge.com

AOL history

AOL, also known as America Online, wasn’t the first online service. But it became the biggest and most popular one. For many people of a certain age, AOL was their first experience with a modem, or wi...

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Source: dfarq.homeip.net

API Reliability Report 2026: Uptime Patterns Across 215+ Services

API Reliability Report 2026: Uptime Patterns Across 215+ Services Shibley Burnett March 18, 2026 If your application calls even one third-party API, its reliability ceiling is no longer yours to contr...

Keywords: api reliability, severity uptime, api incidents, api status, api insights, api monitoring, api uptime, recent outages, apis significantly, reliability trends
Source: nordicapis.com

Article: Beyond Memory Safety: What Makes Rust Different – Lessons from Autonomous Robotics

Key Takeaways

Rust's value proposition extends far beyond memory safety to include compile-time prevention of entire categories of developer mistakes through its type system.
Ownership rules provi...
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Source: infoq.com

Blending Chat with Rich UIs with Spring AI and MCP Apps

Get ahead VMware offers training and certification to turbo-charge your progress. Learn moreThe way humans typically interact with AI is via a chat-style interface such as ChatGPT or Claude Desktop. I...

Keywords: ai chat, chat interface, chat ai, interact ai, textual chat, ai interact, interactions chat, conversation ability, chat application, ai assistant
Source: spring.io

Control is Key for Scaling Agentic Products | Airbyte

Agent Engine Public Beta is now live! Explore everything Airbyte can do Power your AI with trusted data Move data anywhere with ease Build the connectors you need, fast Drive business impact with live...

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Source: airbyte.com

⎈ Cost-Aware Scheduling, Scaling with VPA, Service Mesh Patterns, Fixing ZFS ARC Slowness, Developing on Raspberry Pi

Learn Kubernetes Weekly issue 175 · 18 Mar 2026 This issue is brought to you by vCluster — join the free livestream on March 19 to learn how to enforce policies across multi-tenant Kubernetes at scale...

Keywords: kubernetes scheduling, aware kubernetes, kubernetes cluster, kubernetes policies, kubernetes weekly, kubernetes engine, tenant kubernetes, ui kubernetes, kubernetes kubernetes, google kubernetes
Source: kube.today

David Zaslav Set to Receive Up to $887 Million if Paramount Acquisition of Warner Bros Closes

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Source: finance.yahoo.com

Elevated error rates affecting storage services in the ap-northeast-1 (Tokyo) region

Subscribe to updates for Elevated error rates affecting storage services in the ap-northeast-1 (Tokyo) region via email and/or text message. You'll receive email notifications when incidents are updat...

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Source: status.supabase.com

Finding the right Bottom Hole paper

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Source: shkspr.mobi

Firefox 149 Introduces Built-in Free VPN with 50GB Monthly Data Limit

Mozilla has recently confirmed the upcoming integration of a free, built-in VPN into Firefox, set to debut with the Firefox 149 update on March 24. This feature is designed to provide users with 50GB...

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Source: serverhost.com

Flagging carriers: war shuffles the Gulf-airline flight deck

Share The Intelligence from The Economist Flagging carriers: war shuffles the Gulf-airline flight deck • Cancelled flights, longer routes, higher prices: the war in Iran is taking its toll on the airl...

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Source: shows.acast.com

From components to systems that scale

Most teams don’t struggle to create components. They struggle to maintain a cohesive system as it grows. Components are part of the foundation of any design system. They are reusable units that bring...

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Source: webflowmarketingmain.com

From Simulation to Production: How to Build Robots With AI

The next generation of robots will be generalist-specialists — capable of understanding instructions and learning broad skills while also trainable for specialized tasks. Think of them as jacks of all...

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Source: blogs.nvidia.com

From the Captain’s Chair: Naga Santhosh Reddy Vootukuri

Docker Captains are leaders from the developer community that are both experts in their field and are passionate about sharing their Docker knowledge with others. “From the Captain’s Chair” is a blog...

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Source: docker.com

Generalized Dot-Product Attention: Tackling Real-World Challenges in GPU Training Kernels

In this blog post, we present the kernel design of Generalized Dot-Product Attention (GDPA), a variant of standard dot-product attention (SDPA) in which the softmax operation is replaced by different...

Keywords: attention workloads, attention performance, attention kernels, kernel attention, attention kernel, flash attention, attention softmax, models attention, training throughput, performance kernel
Source: pytorch.org

Git Remote Helpers

Bastien Guerry from Software Heritage recently nerd-sniped me with an idea for a git-remote-swh that would let you git clone from a SWHID, pulling source code directly from Software Heritage’s archive...

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Source: nesbitt.io

GPT 5.4 is a big step for Codex

GPT 5.4 is a big step for Codex On evaluating and understanding the frontier of agents, and why I still turn to Claude. I’m a little late to this model review, but that has given me more time to think...

Keywords: benchmarks agents, gpt agentic, benchmarks practice, eventually benchmarks, benchmarks individually, openai agentic, benchmark performance, gpt openai, openai agents, traditional benchmarks
Source: interconnects.ai

Homelab downtime update: The fight for DNS supremacy

Making sure you're not a bot! Loading... Please wait a moment while we ensure the security of your connection.

Images

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Source: xeiaso.net

How I used ByteByteGo and AlgoMonster to Prepare System Design and Coding Interviews?

How I used ByteByteGo and AlgoMonster to Prepare System Design and Coding Interviews? lgoMonster + ByteByteGo: My Secret Weapon for System Design and Coding Interviews Thank you for reading Javarevisi...

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Source: javarevisited.substack.com

How to Build Deep Agents for Enterprise Search with NVIDIA AI-Q and LangChain

While consumer AI offers powerful capabilities, workplace tools often suffer from disjointed data and limited context. Built with LangChain, the NVIDIA AI-Q blueprint is an open source template that b...

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Source: developer.nvidia.com

How to Identify Your Apple Keyboard Layout by Country or Region

How to identify your Apple keyboard layout by country or region Use the letters and symbols on your Apple keyboard to help you determine your keyboard layout by country or region. Some keyboard layout...

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Source: support.apple.com

How to Manage Permissions When AI Tools Access Private Repositories

AI tools are increasingly integrated into development workflows. They can review pull requests, generate code, analyze test failures, suggest CI optimizations, and even modify configuration files. To...

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Source: semaphore.io

How to move from Apache Airflow® to Databricks Lakeflow Jobs

In the previous post, From Apache Airflow® to Lakeflow: Data-First Orchestration, orchestration was reframed around data and the lakehouse instead of external schedulers. This post builds on that foun...

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Source: databricks.com

How to Speed Up Data Access in 2026 Without Redis

-f2ba5b8f6eb3---4 crawled_date: 2026-03-18T14:34:49.378935+00:00 feed_url: https://blog.dataengineerthings.org/feed published: Wed, 18 Mar 2026 14:14:55 GMT

Member-only story How to Speed Up Data...

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Source: blog.dataengineerthings.org

HubSpot’s Sidekick: Multi-Model AI Code Review with 90% Faster Feedback and 80% Engineer Approval

HubSpot engineers introduced Sidekick, an internal AI powered code review agent designed to analyze pull request changes and provide automated feedback to developers. The system uses large language mo...

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Source: infoq.com

I Tried 15+ Datacamp Certifications: Here Are My Top 3 Recommendations for Data Analyst

Hello friends, if you want to become a Data Engineer, Data Scientist, or Data Analyst in 2026 and looking for online certifications then you have come to the right place. In the past, I have shared be...

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Source: javarevisited.blogspot.com

Introducing Custom Regions for precision data control

A key part of our mission to help build a better Internet is giving our customers the tools they need to operate securely and efficiently, no matter their compliance requirements. Our Regional Service...

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Source: blog.cloudflare.com

Introducing the PayPal Payment Links App: Flexible, trusted payments seamlessly integrated into your Webflow site

Modern customer journeys don’t start and end on a single page. They span AI-driven discovery, social platforms, global marketplaces, and mobile-first experiences, raising expectations around speed, tr...

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Source: webflowmarketingmain.com

Is passing user ID through context an antipattern?

Why the middleware-to-handler boundary is a special case for context values. Paweł Grzybek reached out after reading What belongs in Go’s context values? with a question about their auth middleware an...

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Source: rednafi.com

Java 26 Delivers Language Innovation, Library Improvements, Performance and Security

Oracle has released version 26 of the Java programming language and virtual machine. As the first non-LTS release since JDK 25, the final feature set includes 10 JEPs, five of which are still progress...

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Source: infoq.com

Jony Ive on Redesigning the Christie’s Rostrum

Keywords: press copyright, safety youtube, creators advertise, copyright, copyright contact, youtube, advertise developers, youtube works, creators, privacy policy
Source: youtube.com

Lesson 37: Production-Grade Log Aggregation with Loki Stack

Lesson 37: Production-Grade Log Aggregation with Loki Stack What We’re Building Today In this lesson, we’ll architect a production-ready distributed logging system handling 50,000+ logs per second acr...

Keywords: logging infrastructure, log aggregation, prometheus logs, distributed logging, logs loki, treats logs, aggregation loki, log analytics, log storage, 3m logging
Source: handsonk8s.substack.com

LLMs predict my coffee

LLMs predict my coffee Coding, math, whatever. Can LLMs predict the outcomes of physical experiments? Suppose I pour 8 oz (226.8 g) of boiling water into a ceramic coffee mug that weighs 1.25 lb (0.57...

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Source: dynomight.net

Marc Andreessen is wrong about introspection

Marc Andreessen is wrong about introspection This newsletter is free to read, and it’ll stay that way. But if you want more - extra posts each month, access to the community, and a direct line to ask...

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Source: joanwestenberg.com

Meet the 2026 Vercel AI Accelerator Cohort

6 min read The next generation of AI startups is being built on Vercel. Thousands are already deploying faster and scaling globally every day with Vercel's self-driving infrastructure, so founders can...

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Source: vercel.com

Meet the AI workflows that keep your projects – and Jira board – moving

Meet the AI workflows that keep your projects – and Jira board – moving Introducing Loom’s deeper integrations with Jira: enhanced bug reporting mode with technical context and AI-suggested Jira work...

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Source: atlassian.com

Meta Is Dropping VR Support From Horizon Worlds

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Source: uploadvr.com

Multi-Node Distributed Inference for Diffusion Models with xDiT

Multi-Node Distributed Inference for Diffusion Models with xDiT# The first two authors (Lehtiranta, Kemppi) contributed equally to this work. In this blog post, we show how to run multi-node inference...

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Source: rocm.blogs.amd.com

One Model to Rule Them All? SAP-RPT-1 and the Future of Tabular Foundation Models

Recently, some companies with large troves of tabular data have begun investing in tabular foundation models. These companies are making a strategic bet that the large upfront expenditure needed to bu...

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Source: towardsdatascience.com

Perspective Intelligence 1.6: AI That Gets Things Done

Perspective Intelligence 1.6: AI That Gets Things Done Perspective Intelligence 1.6: AI That Gets Things Done It’s Wednesday morning. March 18th. And I’m sitting here thinking about the past month of...

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Source: taylorarndt.substack.com

Polly is generally available everywhere you work in LangSmith

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Source: blog.langchain.com

Presentation: Mobile Server-Driven UI at Scale

Transcript Rafael Ring: My name is Rafael. I'm a software engineer at the mobile platform team at Nubank. Before we go into the server-driven UI part, I'm just going to bring a little bit of context a...

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Source: infoq.com

QCon London 2026: Blurring the Lines: Engineering & Data Teams in the Age of AI

At QCon London 2026, Lada Indra, Head of Data Platform at Pleo, shared insights from his experience across high-scale data systems. He illustrated both the risks of poorly aligned teams and the practi...

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Source: infoq.com

QCon London 2026: Ontology‐Driven Observability: Building the E2E Knowledge Graph at Netflix Scale

Prasanna Vijayanathan and Renzo Sanchez-Silva, both Engineers at Netflix, presented Ontology‐Driven Observability: Building the E2E Knowledge Graph at Netflix Scale at QCon London 2026, where they dis...

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Source: infoq.com

QCon London 2026: Rewriting All of Spotify's Code Base, All the Time

At QCon London 2026, Jo Kelly-Fenton and Aleksandar Mitic from Spotify presented how the company is using an internal AI-powered coding agent called Honk to perform continuous, large-scale code migrat...

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Source: infoq.com

QCon London 2026: SBOMs Move From Best Practice to Legal Obligation as CRA Enforcement Looms

In a talk at QCon London 2026, Viktor Petersson argued that software teams are running out of time to adopt SBOMs (Software Bills of Materials) due to pending legislative changes in both the US and Eu...

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Source: infoq.com

QCon London 2026: Uncorking Queueing Bottlenecks with OpenTelemetry

A customer backup job running an hour late on a Friday evening should have been straightforward to diagnose. For engineers at Gearset, it wasn't. Despite comprehensive dashboards, metrics, and logs, t...

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Source: infoq.com

QCon London 2026: Use<’lifetimes> For<’what>

Ethan Brierley, a senior engineer at TrueLayer and co-organiser of Rust London, presented at QCon London 2026 to reframe one of the language's most misunderstood features. Rather than explaining lifet...

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Source: infoq.com

Run open models on NVIDIA DGX Station GB300

Run open models on NVIDIA DGX Station GB300 LM Studio is excited to collaborate with NVIDIA for DGX Station's general availability announcement! DGX Station is an AI supercomputer that offers the capa...

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Source: lmstudio.ai

Saxena, Saint Phalle Receive Stehlik Scholarship

Marylee WilliamsWednesday, March 18, 2026Print this page. Claire de Saint Phalle and Tanisha Saxena both developed their interest in computer science in after-school programs. They learned to build ro...

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Source: cs.cmu.edu

Snowflake Cortex AI Escapes Sandbox and Executes Malware

18th March 2026 - Link Blog Snowflake Cortex AI Escapes Sandbox and Executes Malware (via) PromptArmor report on a prompt injection attack chain in Snowflake's Cortex Agent, now fixed. The attack star...

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Source: simonwillison.net

Spring Integration 7.1.0-M3 Available

Get ahead VMware offers training and certification to turbo-charge your progress. Learn moreOn behalf of the team and everyone who contributed, I am pleased to announce Spring Integration 7.1.0-M3 ver...

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Take the next steps for observability with autonomous IT platforms and Elastic

Take the next steps for observability with autonomous IT platforms and Elastic TL;DR: Autonomous IT platforms combine observability data and AI to automatically detect, diagnose, and resolve issues—sh...

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Source: elastic.co

The New Experience of Coding with AI

Last July, I wrote an article Now I’m going to take a new look at the state of affairs in the use of LLM-based code tools and see where we’re at. In particular, I want to think about the implications...

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Source: towardsdatascience.com

The Talk Show: ‘The Pogue Feature’

‘The Pogue Feature’, With David Pogue Wednesday, 18 March 2026 Special guest David Pogue discusses his excellent and amazingly comprehensive new book, Apple: The First 50 Years. Sponsored by:

Notion...
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Source: daringfireball.net

Tighter bounds on alternating series remainder

The alternating series test is part of the standard calculus curriculum. It says that if you truncate an alternating series, the remainder is bounded by the first term that was left out. This fact goe...

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Source: johndcook.com

Top SQL Patterns to Master for MAANG Data Engineer Interviews

-f2ba5b8f6eb3---4 crawled_date: 2026-03-18T14:34:49.378935+00:00 feed_url: https://blog.dataengineerthings.org/feed published: Wed, 18 Mar 2026 14:14:04 GMT

Member-only story Top SQL Patterns to...

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Source: blog.dataengineerthings.org

Two-Stage Hurdle Models: Predicting Zero-Inflated Outcomes

Introduction The instinct for most teams is to reach for a standard regression model and try to make it work. I’ve seen this play out multiple times. Someone fits an OLS model, gets negative predictio...

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Source: towardsdatascience.com

v0 now includes diff view to review code changes

1 min read v0 now includes a diff view to review code changes directly within the interface. You can see exactly what was modified file by file, complete with line addition and deletion counts. Previo...

Keywords: reviewing changes, modified file, review modifications, code changes, review code, diff view, changes directly, previously reviewing, view review, reviewing
Source: vercel.com

Visualizing Patterns in Solutions: How Data Structure Affects Coding Style

Visualizing Patterns in Solutions: How Data Structure Affects Coding Style Read this empirical analysis of how dataset structure drives window functions, CTEs, JOINs, and pandas merge patterns. Image...

Keywords: pandas techniques, patterns pandas, pandas patterns, logic pandas, reasons data, dataframes, example pandas, dataframes build, reason dataset, visualizing patterns
Source: kdnuggets.com

VS Code 1.112 Insiders

VS Code 1.112 Insiders Last updated: March 11, 2026 These release notes cover the Insiders build of VS Code and continue to evolve as new features are added. To try the latest updates, download Inside...

Keywords: vs code, code visualstudio, visualstudio, visualstudio com, context chat, context 295110, messages copilot, context menu, visual, reserved context
Source: code.visualstudio.com

Wander the Small Web

By wandering to another console, you will leave the current console on this website and reach a Wander console on a different website. You can then continue wandering the Web using the console on that...

Keywords: wander console, wandering console, console wander, wander directory, wandering web, wander wander, wander js, wander, html wander, wander network
Source: susam.net

War in Iran Damages Multiple AWS Data Centers, Challenging Multi-AZ Assumptions

Earlier this month, Iranian drone strikes damaged three AWS data centers in the UAE and Bahrain, causing outages and disruptions to multiple services. The events, which affected multiple facilities wi...

Keywords: aws regions, regions aws, aws region, aws infrastructure, uae aws, region aws, facilities aws, aws outage, aws support, considering aws
Source: infoq.com

Wayland has good reasons to put the window manager in the display server

Wayland has good reasons to put the window manager in the display server I recently ran across Isaac Freund's Separating the Wayland Compositor and Window Manager (via), which is excellent news as far...

Keywords: wayland compositors, wayland compositor, window managers, manager wayland, compositor window, window manager, wayland server, window management, manager display, manager uses
Source: utcc.utoronto.ca

What is document generation? A developer’s guide to PDF generation

What is document generation? A developer’s guide to PDF generation Table of contents

Document generation automates document creation by merging templates with data from databases, APIs, and CRMs. -...
Keywords: generate documents, generating documents, document generation, generation document, generate document, document sdks, generated document, generation sdk, generation api, document creation
Source: nutrient.io

What’s New in Azure Databricks at FabCon 2026: Lakebase, Lakeflow, and Genie

This week thousands of data professionals are gathering in Atlanta for Microsoft Fabric Community Conference (FabCon) 2026 — co-located with SQLCon for the first time — bringing together the Microsoft...

Keywords: azure databricks, analytics databricks, initiatives databricks, databricks lakebase, lakeflow azure, azure lakebase, databricks integrates, azure data, databricks microsoft, microsoft databricks
Source: databricks.com

Why AI Agents Prefer the Terminal: What Java Architects Should Know

Why AI Agents Prefer the Terminal: What Java Architects Should Know CLI tools, Skills, and JBang are quietly outperforming MCP for many AI workflows. Here’s what that means for modern Java architectur...

Keywords: ai agents, agent architecture, execution agents, agents tools, agents prefer, agents talk, agent workflows, tools agents, agent tool, ai workflows
Source: the-main-thread.com

Why You Should Stop Worrying About AI Taking Data Science Jobs

I find this frustrating because it often comes from people who aren’t working in the field, and it discourages those who would be great data scientists from pursuing this career path. Not to mention,...

Keywords: concern ai, competency ai, remain ai, learn ai, ai daily, ai hater, build ai, maintain ai, ai taking, ai makes
Source: towardsdatascience.com

Windows stack limit checking retrospective: Alpha AXP

We continue our historical survey of Windows stack-checking functions by looking at the Alpha AXP. ; on entry, t12 is the number of bytes to allocate ; on exit, stack has been validated (but not adjus...

Keywords: kernel_stack_size v0, kernel stack, kernel_stack_size, t9 kernel_stack_size, stack pointer, memory stack, stack v0, allocate stack, stack checking, stacklimit v0
Source: devblogs.microsoft.com