AI citation tracking: How to track (and grow) AI engine citations




AI search engine citation tracking helps measure brand visibility and authority in AI-powered search results. As AI-powered search experiences reshape how people discover information, evaluate vendors, and build shortlists, visibility inside AI answers is no longer a vanity metric. If AI engines aren’t citing your brand, you’re missing influence at the exact moment buyers are forming opinions.
Digital Marketing

Axios npm Supply Chain Compromise – Guidance for Azure Pipelines Customers

On March 31, 2026, malicious versions of the widely used JavaScript HTTP client library Axios were briefly published to the npm registry as part of a supply chain attack. The affected versions — 1.14.1 and 0.30.4 — included a hidden malicious dependency that executed during installation and connected to attacker-controlled command-and-control (C2) infrastructure to retrieve […]
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Optimizing Git policy management at scale

With just a single improvement in the REST API of Azure DevOps, we achieved a massive reduction in CPU usage and execution time when managing Git policies: 2x less CPU and 10-15x faster execution! This change is already available to all users of Azure DevOps, and it’s time to share a bit more detail: the […]
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Public Preview: Actual Result for Manual Tests in Azure Test Plans

We’re excited to announce the public preview of the highly anticipated Actual Result (AR) feature for manual testing in Azure Test Plans! This feature has been one of the top requests of the community, and we’re thrilled to make it available for you. Why use the Actual Result feature? Manual testing is a critical part […]
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AEO Strategy for B2B: 9 Tactics to Increase B2B Answer Engine Visibility




Research shows that 32% of buyers discover new B2B vendors using generative AI chatbots. This is why an answer engine optimization (AEO) strategy for B2B businesses is essential. AI-driven answer engines help buyers discover, evaluate, and shortlist vendors. The same research found that buyers start with an average of 7.6 potential vendors and narrow this to 3.5 before making their final decision.
Digital Marketing

Azure DevOps MCP Server April Update

This update brings a set of improvements and changes across both local and remote Azure DevOps MCP Servers. Here’s a summary of what’s changed. Query work items with WIQL We’ve introduced a new wit_query_by_wiql tool that enables users to construct and run work item WIQL queries. For our remote MCP, to ensure reliability and performance, […]
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The future of generative engine optimization: How 5 GEO trends reshape loop and inbound marketing




​​GEO — or, as HubSpot refers to it, AEO — has found its place in the search landscape, and it’s reasonable to think that the future of generative engine optimization is guaranteed. According to Datos’s State of Search report, Q4-2025 saw some interesting changes. For the first time, AI tools had a consistent 1.31% to 1.34% of visits in the U.S. In previous quarters and reports, traffic to AI tools was growing. This stability in traffic suggests that AI search tools may have found their place in the wider search landscape.
Digital Marketing

One-click security scanning and org-wide alert triage come to Advanced Security

We’re shipping two major capabilities that change how security teams enable and act on application security in Azure DevOps: CodeQL default setup makes it possible to enable code scanning across your organization without configuring a single pipeline, and a new combined alerts experience in Security Overview gives security administrators a single place to search, filter, […]
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Answer engine optimization case studies that prove the ROI of AEO in 2026




Answer engines are already influencing how buyers discover brands — and the results are measurable. According to the 2026 HubSpot State of Marketing report, 58% of marketers say visitors referred by AI tools convert at higher rates than traditional organic traffic. As platforms like ChatGPT, Perplexity, and Gemini increasingly shape buying decisions, visibility inside AI-generated answers is quickly becoming a competitive advantage.
Digital Marketing

April Patches for Azure DevOps Server

We are releasing patches for our self‑hosted product, Azure DevOps Server. We strongly recommend that all customers remain on the latest, most secure version to ensure optimal protection and reliability. The latest release of Azure DevOps Server is available from the download page. This patch applies to the most recent version, Azure DevOps Server, and […]
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How HubSpot became the #1 CRM in AI search [A case study]




Today, more and more buyers are beginning their journey with an AI-search. They may ask ChatGPT to compare products or use an AI-powered platform like Perplexity. Or, they're just Googling an offering and reading the AI Overview, all without clicking a link. 
HubSpot realized that our buyers were moving from search engines to answer engines like ChatGPT, Gemini, and Perplexity — but we had no reliable way to measure AI visibility and understand whether our AEO plays were working.
Digital Marketing

AEO Insights: Building an Informed Answer Engine Strategy




By now, you know that everyone’s buzzing over answer engine optimization (AEO). So, just what is AEO in marketing? It’s a new way of ensuring your brand shows up in the places your prospects are using more and more: AI tools like Gemini, Perplexity, and ChatGPT. These AEO insights will catch you up on the most crucial information to get started now.
Artificial Intelligence

Marketing forecast fundamentals every growth team needs




A marketing forecast estimates future marketing results, such as leads, pipeline, and revenue, using historical data and conversion assumptions. Marketing forecasting connects planned activity to expected outcomes, helping teams understand what performance is likely to look like before campaigns are executed. This approach supports clearer planning, more predictable growth, and stronger alignment between marketing inputs and revenue targets.
Digital Marketing

Improving the Markdown Editor for Work Items

We introduced the Markdown editor in July 2025 to bring Markdown support to large text fields in work items. Since then, we’ve received valuable customer feedback highlighting challenges with the editing experience, particularly when switching in and out of edit mode. Many users found the current interaction model confusing and, at times, disruptive. For example, […]
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Kali Linux 2026.1 Release (2026 Theme & BackTrack Mode)

New year, new release - Kali 2026.1 is here! There is everything from a fresh coat of paint to a nod to our roots, with normal ongoing improvements.
Building on from December’s 2025.4, the summary of the changelog:

2026 Theme Refresh - Our yearly theme refresh
BackTrack Mode For Kali-Undercover - New mode celebrating BackTrack’s 20th anniversary
Kali’s 13th Birthday Event - A little community event
New Tools - 8 new programs


2026 Theme Refresh
As with previous 20xx.1 releases, this major update brings our annual theme refresh, a long-standing tradition that keeps the Kali Linux interface as modern and innovative. This year’s release unveils a brand-new theme from the moment you boot. Everything from the boot menu, installer to the login display, and a fresh set of desktop wallpapers.
Boot Animation
The changes to the boot animation are subtle, but now the animation is fixed for live images, where it used to get stuck at the beginning, showing only the tail. It will also restart the loop in case the boot process takes longer, making it look smoother.



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Boot Menu







Graphical Installer







Login







Desktop







Kali Purple Desktop







New Wallpapers







BackTrack Mode For Kali-Undercover
2026 marks the 20th anniversary of BackTrack Linux, the predecessor to Kali. To celebrate this milestone, we wanted to bring back some nostalgia for longtime users of this legendary cybersecurity distribution by adding a “BackTrack mode” to kali-undercover. This mode transforms the desktop to recreate the look and feel of BackTrack 5, with the same wallpaper, colors, and window themes.
You can run it directly from the menu or by running kali-undercover --backtrack in the terminal. You can switch back to the default Kali desktop (or not) by running it again.


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Here is a screenshot of BackTrack 5, so you can compare it with our theme:






Kali’s 13th Birthday Event
Kali recently had our 13th birthday. To celebrate this, our discord had a little event and prize give away to mark the occasion.
Shout-out to the people who managed to solve it already:

@AI Program
@Arszilla
@UltraStrawberryDream

Even though the top 3 places and prizes have been claimed, we will keep it open for a little longer.
To help you get started, Kali is always getting new tools, it can take some patience to learn about each of them.

The Quieter You Become, The More You Are Able To Hear

Thanks to @BeamOfOldLight and @cr4mb0 from the DAFreqs for creating the puzzles!
New Tools in Kali
It would not be a Kali release without some new tools!
Here is a quick rundown of the 8 new tools which have been added (to the network repositories):

AdaptixC2 - Extensible post-exploitation and adversarial emulation framework
Atomic-Operator - Execute Atomic Red Team tests across multiple operating system environments
Fluxion - Security auditing and social-engineering research tool
GEF - Modern experience for GDB with advanced debugging capabilities
MetasploitMCP - MCP server for Metasploit
SSTImap - Automatic SSTI detection tool with interactive interface
WPProbe - Fast WordPress plugin enumeration tool
XSStrike - Advanced XSS scanner

There have been a total of 25 new packages, 9 removed, and 183 updates. On top of that, we also bump the Kali kernel to 6.18.
Known Issues
Bad news for users of the kali-tools-sdr metapackage (aka. Software Defined Radio): the GNU Radio ecosystem is not in great shape in this release. Tools like gr-air-modes or gqrx-sdr are known to be broken. Maybe other related tools as well. We expect it to be fixed in the next release though, so no need to panic!
Kali NetHunter Updates
We are starting this year fresh with some cleaning, providing improvements to the Kali NetHunter app, such as the WPS scan bug, HID permission check, or the back button issue.







Redmi Note 8 (Ginkgo)
The Redmi Note 8 now has a new kernel for Android 16 by @ikteach.

Wardriving with Samsung S10
The Samsung S10 series are now even happier thanks to @Quazi Anwar, his patch of libnexmonkali fixes the use of internal wireless firmware in Kali chroot. That means reaver, bully, and even kismet is finally working!







KITT is alive and he is hacking all the things!
Kristopher Wilson has turned his Civic Type-R into a pentesting tool using Kali NetHunter rootless on 4 wheels.
And if AI is your thing, you can read what he is done using that.







Wireless Injection on QCACLD-3.0
Drumroll - the first working patch for injection is landed by @Loukious after several years! That will potentially unlock the ability to port the patch to most of phones that use Qualcomm chipsets. If you would like to try it on your kernel source, you can find the commit here.

Kali NetHunter Podcast - Nexmon Team
Meet the Nexmon team! The masters behind wireless injection on internal chipsets. If you ever wondered who are they, and how they started working on firmware reversing, @yesimxev had a great talk on episode 2 with @Matthias Schulz and @Jakob Link. We appreciate them for coming onto their first podcast ever! The session is also available on Spotify if you want to listen on the go.



Kali Blog Recap
Since our last release, we have published the following blog posts:

Kali & LLM: macOS with Claude Desktop & Anthropic Sonnet LLM
Kali & LLM: Completely local with Ollama & 5ire

Community Shout-Outs
These are members of the community who have supported Kali and the team throughout the last release. We want to recognize and thank them for their contributions (we believe in giving credit where it is due!):
Packaging:

@Arszilla who has been helping with kali-meta and netexec
@Giovanni Terranova who has been helping with legion
@Jürgen who has been helping with mcp-kali-server
@Shubham Vishwakarma who has been helping with kali-meta

Kali Documentation:

@Chen-Yuanmeng
@mr00k3
@Simeon_YT
@Soroush Nekoozadeh

Anyone and everyone is welcomed to get involved!

@Tristram has a few words they would like to say:

As a defender, my role centers on protecting organizations, strengthening systems, and continuously identifying opportunities for improvement. But effective security is not built by defenders alone. It is shaped through the combined efforts of both blue teamers and penetration testers, each bringing a different perspective to the same mission. Where one side looks to defend, the other works to challenge, expose gaps, and ultimately make those defenses stronger.
That relationship is critical. Penetration testers help uncover weaknesses before adversaries do, while defenders take those insights and turn them into actionable improvements. When that exchange is rooted in respect and a shared purpose, it creates a feedback loop that benefits the entire cybersecurity ecosystem. The result is not just better tools or processes, but a more resilient and adaptive security posture.
With that in mind, I want to call out @Aura and @Greenjam for their contributions to the Kali Linux Community. Their work represents the best of what this collaboration should look like. Through their willingness to share knowledge, support others, and contribute meaningfully to the community, they help bridge the gap between offensive and defensive security in a way that strengthens both sides.
In a field that is constantly evolving, it is this kind of collaboration and mindset that makes the difference. Whether you are on the blue team or working in an offensive role, we are all working toward the same goal. Contributions like theirs help ensure that we continue to learn from one another, improve together, and build a stronger, more unified cybersecurity community.
With love,
Tristram

New Kali Mirrors
We welcomed 4 new mirrors during this release cycle:

Azerbaijan: mirror.yer.az, sponsored by YER Hosting.
China: mirrors.qlu.edu.cn, sponsored by the Qilu University of Technology and thanks to 刘正阳.
South Korea: mirror.wane.kr, thanks to “@parkard” and “@kmw”.
Spain: mirror.raiolanetworks.com, sponsored by Raiola Networks and thanks to @Martin Gomez.

If you have the disk space and bandwidth, we always welcome new mirrors.

Get Kali Linux 2026.1
Fresh Images:
So what are you waiting for? Go get Kali already!
Seasoned Kali Linux users are already aware of this, but for those who are not, we also produce weekly builds that you can use. If you cannot wait for our next release and you want the latest packages (or bug fixes) when you download the image, you can just use the weekly image instead.
This way you will have fewer updates to do.
Just know that these are automated builds that we do, not QA like we do for our standard release images. But we gladly take bug reports about those images because we want any issues to be fixed before our next release!
Existing Installs:
If you already have an existing Kali Linux installation, remember you can always do a quick update:
┌──(kali㉿kali)-[~]
└─$ echo "deb http://http.kali.org/kali kali-rolling main contrib non-free non-free-firmware" | sudo tee /etc/apt/sources.list
[...]
┌──(kali㉿kali)-[~]
└─$ sudo apt update && sudo apt -y full-upgrade
[...]
┌──(kali㉿kali)-[~]
└─$ cp -vrbi /etc/skel/. ~/
[...]
┌──(kali㉿kali)-[~]
└─$ [ -f /var/run/reboot-required ] && sudo reboot -f

You should now be on Kali Linux 2026.1. We can do a quick check by doing:
┌──(kali㉿kali)-[~]
└─$ grep VERSION /etc/os-release
VERSION="2026.1"
VERSION_ID="2026.1"
VERSION_CODENAME="kali-rolling"
┌──(kali㉿kali)-[~]
└─$ uname -v
#1 SMP PREEMPT_DYNAMIC Kali 6.18.12-1kali1 (2026-02-25)
┌──(kali㉿kali)-[~]
└─$ uname -r
6.18.12+kali-amd64

NOTE: The output of uname -r may be different depending on the system architecture.

As always, should you come across any bugs in Kali, please submit a report on our bug tracker. We will never be able to fix what we do not know is broken! And Social networks are not bug trackers!

Want to keep up-to-date easier? We’ve got you!

Blog? Use our RSS feed and newsletter
Download? We have a Torrent RSS feed
Socials? Bluesky, Facebook, Instagram, Mastodon & X
Cybersecurity

Search Central Live Asia Pacific 2026: Get Ready for Sydney and more!


It's that time of the year again! Let's talk about the Search Central Live (SCL) schedule for the
Asia Pacific (APAC) region. We have mapped out a series of events designed to connect you with our
Search teams and fellow community members. Here is everything you need to know about our plans for
the year, at least for the APAC region.
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Search Central Live is coming to Canada!



Our event series, Search Central Live, is coming to Toronto, Canada on April 21, 2026 for the first time!
The event series has been a great way for communities to connect with each other and Googlers to learn
more about the web ecosys...
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