AI Evolution: From Chatting to Autonomous Agency

Artificial intelligence is rapidly shifting from a conversational novelty to a high-stakes operational powerhouse, as evidenced by today’s breakthroughs in agentic platforms and autonomous infrastructure. Leading the charge is the release of MiniMax 2.7, which matches SOTA performance at a third of the cost, signaling a new era of efficiency for open models. This trend toward "agentic" systems is further solidified by the emergence of the Kubex Agentic AI Platform and the rising popularity of the Model Context Protocol (MCP), which is becoming the standard for developers building servers that allow AI to interact seamlessly with diverse data environments.

The practical utility of these advanced models was underscored this week by Claude Opus 4.6, which autonomously identified 22 security vulnerabilities in Firefox in just 14 days. This feat—representing nearly 20% of the browser’s high-severity patches—proves that AI-driven "vibe coding" and agentic auditing are no longer theoretical; they are essential security tools. Meanwhile, Abacus AI is making waves by promising to replace entire toolchains with a single environment for building and deploying these autonomous agents.

On the data engineering front, Databricks announced the general availability of Real-Time Mode for Apache Spark Structured Streaming, finally bridging the gap for ultra-low latency workloads. Developers are also being urged to look beyond basic prompt caching, with new strategies emerging for caching RAG pipelines to optimize performance.

Beyond the screen, technology is reshaping physical industries. Copper One has introduced the world’s first "autonomy-first" mine and refinery, demonstrating that physical AI at scale is ready to transform resource extraction. Whether it is through AppleScripting 20-year-old workflows or reimagining Conway’s Game of Life in the physical world, today’s landscape proves that the most memorable tech isn't just about saying more—it's about making the right ideas stick and the right systems move.

Featured Articles

273. Quick Thinks: How to Create Messages People Remember

One of the most essential ingredients to success in business and life is effective communication. Join Matt Abrahams, best-selling author and Strategic Communication lecturer at Stanford Graduate Scho...

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Source: share.transistor.fm

273. Quick Thinks: How to Create Messages People Remember

Quick Thinks: How to Create Messages People Remember Memorable communication isn’t about saying more—it’s making the right idea stick. No matter how compelling a presentation feels in the moment,...

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Source: fastersmarter.io

5 Useful Python Scripts for Synthetic Data Generation

5 Useful Python Scripts for Synthetic Data Generation Before you trust a library to generate your data, learn how to do it yourself and see where bias and errors actually begin. Image by Editor

Intr...

Keywords: synthetic datasets, synthetic data, data synthetic, generate data, data generation, data simulation, dataset predictable, scripts synthetic, import random, data scripts
Source: kdnuggets.com

7 best free open source LLM observability tools right now

7 best free open source LLM observability tools right now Contents To build LLM-powered apps, developers need to know how users are using their app. LLM observability tools help them do this by captur...

Keywords: llm apps, developers tools, monitoring llm, llm analytics, tools llm, llm app, monitoring debugging, llm developers, application monitoring, llm applications
Source: posthog.com

8 Tips and Best Practices for MCP Server Development

8 Tips and Best Practices for MCP Server Development Posted in Design J Simpson March 19, 2026 Model Context Protocol (MCP) has been absolutely everywhere since it was first released in November 2024....

Keywords: mcp servers, mcp server, mcp implementations, practices mcp, building mcp, embedded mcp, design mcp, creating mcp, build mcp, mcp ecosystem
Source: nordicapis.com

A lesser-known characterization of the gamma function

The gamma function Γ(z) extends the factorial function from integers to complex numbers. (Technically, Γ(z + 1) extends factorial.) There are other ways to extend the factorial function, so what makes...

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Source: johndcook.com

Abacus AI Honest Review And Pricing: The AI That Lets You Vibe Code, Build Agents & Replace 10+ Tools?

Abacus AI Honest Review And Pricing: The AI That Lets You Vibe Code, Build Agents & Replace 10+ Tools? A detailed Abacus AI review exploring Abacus AI features, vibe coding AI, DeepAgent, and how this...

Keywords: ai workflows, ai workflow, workflows ai, ai developers, ai assistant, ai tools, ai software, ai agent, building ai, apps ai
Source: kdnuggets.com

Actual Headline in the Actual New York Times: ‘Trump Jokes About Pearl Harbor in Meeting With Japan’s Leader’

<p>Javier C. Hernández, reporting for The New York Times:</p>

<blockquote> <p>He was responding to a question about why Japan and other allies had received no advance notice of the U.S.-Israeli ass...

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Source: nytimes.com

Agentic AI at Scale: Building the Kubex Agentic AI Platform

In the modern cloud infrastructure landscape, we don’t have a data problem; we have an actionable interpretation gap. Engineering teams are often drowning in metrics that describe a crisis without pro...

Keywords: ai infrastructure, infrastructure ai, building ai, ai engineering, ai platform, agentic automation, ai runtime, use ai, ai architecture, ai
Source: kubex.ai

AI Model Discovers 22 Firefox Vulnerabilities in Two Weeks

Recently, Claude Opus 4.6 found 22 security vulnerabilities in Firefox in just two weeks. Fourteen earned high-severity classifications, which is almost 20% of all high-severity Firefox bugs patched t...

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Source: infoq.com

[AINews] MiniMax 2.7: GLM-5 at 1/3 cost SOTA Open Model

Not 2 months after their IPO and first public quarter, MiniMax is back in the news with MiniMax 2.7, a nice bright spot in Chinese Open Models after the changeover in Qwen. They match Z.ai’s GLM-5 SOT...

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Source: latent.space

An act of self-harm: Trump’s latest war might be his undoing

Share The Intelligence from The Economist An act of self-harm: Trump’s latest war might be his undoing • A rash entry into a war of choice exposes President Donald Trump in a number of ways—and he may...

Keywords: turkey correspondent, intelligence economist, conflict iran, iran war, iran turkey, iran markets, drone iran, war iran, iran donald, turkey foreign
Source: shows.acast.com

Announcing General Availability of Real-Time Mode for Apache Spark Structured Streaming on Databricks

For years, Apache Spark Structured Streaming has powered some of the world’s most demanding streaming workloads. However, for ultra-low latency use cases, teams needed to maintain separate, specialize...

Keywords: leveraging spark, architecture spark, spark apis, rtm spark, spark rtm, unified spark, apache spark, api spark, spark structured, use spark
Source: databricks.com

★ AppleScript: ‘Save MarsEdit Document to Text File’

By John Gruber Mux — Video API for developers. Build better video. Here’s a simple AppleScript I wrote this week — one that solves a minor itch I’ve had for, jeez, 20 years. Almost every item I post t...

Keywords: marsedit drafts, drafts library, unpublished drafts, save unpublished, drafts feature, local drafts, drafts safe, abandoned drafts, draft feature, drafts
Source: daringfireball.net

Beyond Prompt Caching: 5 More Things You Should Cache in RAG Pipelines

Why does it make sense to cache other things? So, Prompt Caching makes sense because we expect system prompts and instructions to be passed as input to the LLM, in exactly the same format every time....

Keywords: semantic caching, caches conceptually, semantic cache, compared caching, cache means, caches various, retrieval caching, cache useful, retrieval cache, caching utilized
Source: towardsdatascience.com

Claude's new interactive visuals are wildly underrated

Claude's new interactive visuals are wildly underrated How to use Claude's interactive visuals to think faster, learn quicker, and present better. Hey friends 👋 Welcome to another Signal Pro workflow...

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Source: thesignal.substack.com

Cluster management is now scriptable

Keywords: platform developer, data platform, developer experience, experience enterprise, enterprise learn, developer, platform, enterprise, learn build, experience
Source: tinybird.co

Consensus Board Game

Consensus Board Game I have an early adulthood trauma from struggling to understand consensus amidst a myriad of poor explanations. I am overcompensating for that by adding my own attempts to the fray...

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Source: matklad.github.io

Conway's Game of Life, in real life

Conway's Game of Life, in real life When life gives you switches... A while back, I posted the following on social media: If you’re unfamiliar, Conway’s Game of Life takes place on a two-dimensional g...

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Source: lcamtuf.substack.com

Copper One: The World's Only Autonomy-First Mine & Refinery

Copper One: The World's Only Autonomy-First Mine & Refinery Physical AI at scale America | Tech | Opinion | Culture | Charts Editor’s note: Today’s piece is from Turner Caldwell, Co-founder and CEO Ma...

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Source: a16z.news

Creating with Rovo: How We Built a Collaborative AI Canvas

Creating with Rovo: How We Built a Collaborative AI Canvas Learn how Rovo’s collaborative AI canvas was engineered—unifying streaming, structure, and agent-powered workflows to build smarter content c...

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Source: atlassian.com

Database Sharding 101: The One Topic You Must Nail in Every System Design Interview

Hello friends, in this data driven world, the ability to efficiently handle vast amounts of data is crucial for businesses and organizations. Traditional monolithic databases often struggle to keep pa...

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Source: java67.com

(Free) Agentic Coding with Goose

(Free) Agentic Coding with Goose Goose is a free, open-source AI agent that goes beyond code suggestions to autonomously execute tasks, letting you automate development workflows directly on your mach...

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Source: kdnuggets.com

GitLab 18.10 released with agentic SAST FP detection and free-tier credits

GitLab 18.10 released with agentic SAST FP detection and free-tier credits GitLab 18.10 released with SAST false positive detection with GitLab Duo Agent Platform, credits for free tier users, passwor...

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Source: about.gitlab.com

GNOME 50 Released: Discover the Exciting New Features!

GNOME 50 Released with New Features GNOME 50, codenamed “Tokyo,” has officially launched, introducing a host of new features to this popular open-source desktop environment used by Ubuntu. This releas...

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Source: serverhost.com

Google’s New Sideloading Restrictions for Android Include a 24-Hour Waiting Period

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Source: androidauthority.com

Hacker News Discussion on Shubham Bose’s ‘The 49MB Web Page’

They have put in ticket with ops that the server is slow and could we look at it. So we looked. Every single video on a page with long video list pre-loaded a part of it. The single reason the site di...

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Source: news.ycombinator.com

hipBLASLt Online GEMM Tuning

hipBLASLt Online GEMM Tuning# This blog post introduces the integration of hipBLASLt Online GEMM Tuning into LLM frameworks, illustrated through an example implementation of RTP-LLM. Developed by the...

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Source: rocm.blogs.amd.com

How Much Computing Power is in a Data Center?

How Much Computing Power is in a Data Center? Every day there’s some new story about the enormous amounts of investment in building AI data centers. The Wall Street Journal reports that, as a fraction...

Keywords: gdp ai, trillion electric, data centers, power consumed, data center, power data, power ai, computational power, computational capacity, gigawatt data
Source: construction-physics.com

How Squad runs coordinated AI agents inside your repository

How Squad runs coordinated AI agents inside your repository An inside look at repository-native orchestration with GitHub Copilot and the design patterns behind multi-agent workflows that stay inspect...

Keywords: ai agents, agent development, agent orchestration, agentic workflows, agentic development, agent workflows, coordinated ai, run agents, prompt agents, ai orchestration
Source: github.blog

How to Shape the Engineering Culture in Software Companies

You can find your way through an organization by figuring out what artifacts people leave behind, David Grizzanti mentioned at InfoQ Dev Summit Boston. In his talk, the pillars of staff+ growth, he co...

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Source: infoq.com

How we monitor internal coding agents for misalignment

How OpenAI uses chain-of-thought monitoring to study misalignment in internal coding agents—analyzing real-world deployments to detect risks and strengthen AI safety safeguards.

Keywords: ai safety, openai uses, openai, coding agents, internal coding, agents analyzing, ai, thought monitoring, strengthen ai, agents
Source: openai.com

Introducing AI Runtime: Scalable, Serverless NVIDIA GPUs on Databricks for Training and Finetuning

GPUs power today’s most advanced AI workloads—from forecasting and recommendations to multimodal foundation models. However, teams struggle with procuring and managing GPU infrastructure, configuring...

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Source: databricks.com

Introducing LangSmith Fleet

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Source: blog.langchain.com

Investing in Deeptune

Investing in Deeptune a16z leads Deeptune's Series A America | Tech | Opinion | Culture | Charts Reinforcement learning is becoming both the bottleneck and the unlock for the next generation of AI sys...

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Source: a16z.news

Linear Regression Is Actually a Projection Problem, Part 1: The Geometric Intuition

We already know that linear regression is used to predict continuous values. Now we have this data, we need to build a simple linear regression model to predict price of the house using its size. We g...

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Source: towardsdatascience.com

Magnavox Odyssey 2: 1978-1984

The Magnavox Odyssey 2 is an overlooked second generation game console, at least in the United States. I was curious how this console sold 2 million units and yet I never saw one and rarely heard abou...

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Source: dfarq.homeip.net

MCP OAuth in Practice: Lessons from Building Authentication for AI Agents

As AI agents become a core part of modern development workflows, the need for secure, flexible authentication is quickly becoming essential. In our latest product news episode, our engineering team ta...

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Source: semaphore.io

Microsoft Adds DRA-Backed NVIDIA vGPU Support to AKS

The Azure Kubernetes Service team shared a detailed guide on how to use Dynamic Resource Allocation (DRA) with NVIDIA vGPU technology on AKS. his update improves control and efficiency for shared GPU...

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Source: infoq.com

.NET 11 Preview 2 Brings Performance Gains, Improved Mapping, and Native OpenTelemetry Support

Last week, Microsoft released the second preview of .NET 11, bringing a wide range of improvements across its development platform. As reported, the release covers updates to the runtime, SDK, librari...

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Source: infoq.com

One problem with (Python) docstrings is that they're local

One problem with (Python) docstrings is that they're local When I wrote about documenting my Django forms, I said that I knew I didn't want to put my documentation in docstrings, because I'd written s...

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Source: utcc.utoronto.ca

OpenAI to Acquire Astral

OpenAI to Acquire Astral OpenAI announced today that it will acquire Astral, the company behind uv, Ruff, and ty. The Astral team will join OpenAI’s Codex group after the deal closes, subject to regul...

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Source: pydevtools.com

OpenAI to acquire Astral

OpenAI to acquire Astral Accelerates Codex growth to power the next generation of Python developer tools Today we’re announcing that OpenAI will acquire Astral(opens in a new window), bringing powerfu...

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Source: openai.com

Passwordless Login in Quarkus: Magic Links, One-Time Tokens, Keycloak Build a production-minded Quarkus authentication flow with hashed one-time tokens, email verification, password reset, Mailpit tes...

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Source: the-main-thread.com

Pluralistic: Love of corporate bullshit is correlated with bad judgment (19 Mar 2026)

Today's links

Love of corporate bullshit is correlated with bad judgment: Synergizing the strategic inflection points on the global data network.
Hey look at this: Delights to delectate.
Object...
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Source: pluralistic.net

Project creation failures across multiple regions

Subscribe to updates for Project creation failures across multiple regions via email and/or text message. You'll receive email notifications when incidents are updated, and text message notifications...

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Source: status.supabase.com

QCon London 2026: Morgan Stanley Rethinks Its API Program for the MCP Era

At QCon London 2026, Jim Gough and Andreea Niculcea from Morgan Stanley showed what happens when a large financial institution tries to get its API estate ready for AI agents. The pair have spent five...

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Source: infoq.com

QCon London 2026: Refreshing Stale Code Intelligence

At QCon London 2026, Jeff Smith presented the mismatch between AI coding models and real-world codebases. While AI tools are helping developers generate code faster than ever, Smith argued that the mo...

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Source: infoq.com

QCon London 2026: Spritely: Infrastructure for the Future of the Internet

Christine Lemmer-Webber, Executive Director at the Spritely Institute, and David Thompson, CTO at the Spritely Institute, presented Spritely: Infrastructure for the Future of the Internet at QCon Lond...

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Source: infoq.com

QCon London 2026: Wrangling Telemetry at Scale, a Guide to Self-Hosted Observability

At QCon London 2026, Colin Douch discussed building and operating self-hosted monitoring stacks, surveyed the current tooling landscape, and explained how to build a coherent observability setup rathe...

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Source: infoq.com

I know, I know, this sounds controversial. But hear me out. A few years ago a new trend in UI design emerged where related elements would appear more and more detached and unrelated to the things they...

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Source: rakhim.exotext.com

Rethinking open source mentorship in the AI era

Abigail Cabunoc Mayes Abigail Cabunoc Mayes works at GitHub to help the open source ecosystem thrive — now and in the future. As contribution volume grows, mentorship signals are harder to read. The 3...

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Source: github.blog

Smooth Moves: 90 Frames-Per-Second Virtual Reality Arrives on GeForce NOW

It’s a double feature on GFN Thursday. This week, GeForce NOW offers smoother sights in virtual reality (VR) and a sprawling new land to conquer. Streaming at 90 frames per second (fps) comes to suppo...

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Source: blogs.nvidia.com

Speed up Java Startup with Spring Boot and Project Leyden

Speed up Java Startup with Spring Boot and Project Leyden This article explains how to use the new Java features provided within Project Leyden to speed up Spring Boot application startup. Project Ley...

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Source: piotrminkowski.com

Stop Chasing Every New Data Tool. Here is the Real Data Engineering Stack for 2026.

-f2ba5b8f6eb3---4 crawled_date: 2026-03-19T16:41:32.520396+00:00 feed_url: https://blog.dataengineerthings.org/feed published: Thu, 19 Mar 2026 16:26:35 GMT

Member-only story Stop Chasing Every N...

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Source: blog.dataengineerthings.org

StopTheMadness Pro and StopTheScript Extensions for Safari

To use the Mastodon web application, please enable JavaScript. Alternatively, try one of the native apps for Mastodon for your platform.

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Source: mastodon.social

The Day Mark Simonson Discovered Type Design

The Day I Discovered Type Design Fifty years ago this month, March 1976, at 20 years old, is when my interest in type design began. Me, in spring of 1976, about the time I discovered type design, stan...

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Source: marksimonson.com

The Fragmented World of Dependency Policy

I’ve been thinking about adding policy features to git-pkgs/actions, the GitHub Actions that check licenses, scan for vulnerabilities, and generate SBOMs during CI. The license action currently takes...

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Source: nesbitt.io

Thoughts on OpenAI acquiring Astral and uv/ruff/ty

Thoughts on OpenAI acquiring Astral and uv/ruff/ty 19th March 2026 The big news this morning: Astral to join OpenAI (on the Astral blog) and OpenAI to acquire Astral (the OpenAI announcement). Astral...

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Source: simonwillison.net

TorchSpec: Speculative Decoding Training at Scale

Introduction Over the past year, large language models have rapidly expanded in both scale and capability. Frontier models such as Kimi K2.5, GLM 5, and Qwen 3.5 now operate with hundreds of billions...

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Source: pytorch.org

Turning Your Google Sheets into Apps with Vibe Coding

Image by Editor Google Sheets is a lightweight database and collaborative tool. “Vibe coding” is an AI-assisted development style (popularized around 2025) where you describe what you want in natural...

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Source: statology.org

Understanding the Difference Between a Monolithic SoC and a Chiplet

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Source: community.cadence.com

Utilizing AMD Instinct GPU Accelerators for Weather and Precipitation Forecasting with NeuralGCM

Utilizing AMD Instinct GPU Accelerators for Weather and Precipitation Forecasting with NeuralGCM# In recent years, the landscape of weather forecasting has evolved tremendously, employing cutting-edge...

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Source: rocm.blogs.amd.com

Vibe Coding with AI: Best Practices for Human-AI Collaboration in Software Development

A growing ecosystem of such tools has emerged, many built on top of familiar development environments such as VS Code. While these platforms offer similar capabilities, they are evolving so rapidly th...

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Source: towardsdatascience.com

Where Do Humans Fit in AI-Assisted Software Development?

Martin Fowler’s blog recently examined the role of humans in AI-assisted software engineering, arguing that developers are unlikely to move entirely "out of the loop". Kief Morris, who authored the ar...

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Source: infoq.com

Windows stack limit checking retrospective: amd64, also known as x86-64

Our survey of stack limit checking reaches the modern day with amd64, also known as x86-64. This time, there are two versions of the function, one for user mode and one for kernel mode. We’ll look at...

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Source: devblogs.microsoft.com

You Have 5000 Days: Navigating the End of Work as We Know It. Part 21: The Dynamic Duo.

You Have 5000 Days: Navigating the End of Work as We Know It. Part 21: The Dynamic Duo. The road ahead is full of pitfalls and opportunities. As meticulously chronicled in the 5000 Days Interregnum se...

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