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	<title>research &#8211; Noise</title>
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	<link>https://noise.getoto.net</link>
	<description>The collective thoughts of the interwebz</description>
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		<title>From Extortion to E-commerce: How Ransomware Groups Turn Breaches into Bidding Wars</title>
		<link>https://noise.getoto.net/2025/11/24/from-extortion-to-e-commerce-how-ransomware-groups-turn-breaches-into-bidding-wars/</link>
		
		<dc:creator><![CDATA[Alexandra Blia]]></dc:creator>
		<pubDate>Mon, 24 Nov 2025 14:21:37 +0000</pubDate>
				<category><![CDATA[dark web]]></category>
		<category><![CDATA[Labs]]></category>
		<category><![CDATA[ransomware]]></category>
		<category><![CDATA[research]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=d6687a388a2c90a7ec4fd7e392d5b1ef</guid>

					<description><![CDATA[Ransomware has evolved from simple digital extortion into a structured, profit-driven criminal enterprise. Over time, it has led to the development of a complex ecosystem where stolen data is not only leveraged for ransom, but also sold to the highest ...]]></description>
		
		
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		<item>
		<title>CVE-2025-13315, CVE-2025-13316: Critical Twonky Server Authentication Bypass (NOT FIXED)</title>
		<link>https://noise.getoto.net/2025/11/19/cve-2025-13315-cve-2025-13316-critical-twonky-server-authentication-bypass-not-fixed/</link>
		
		<dc:creator><![CDATA[Ryan Emmons]]></dc:creator>
		<pubDate>Wed, 19 Nov 2025 17:30:41 +0000</pubDate>
				<category><![CDATA[research]]></category>
		<category><![CDATA[Vulnerability Disclosure]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=4d2e29fd9db2cdc97524d0f7a864f6fc</guid>

					<description><![CDATA[OverviewTwonky Server version 8.5.2 is susceptible to two vulnerabilities that facilitate administrator authentication bypass on Linux and Windows. An unauthenticated attacker can improperly access a privileged web API endpoint to leak application logs...]]></description>
		
		
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		<item>
		<title>Threat Landscape of the Building and Construction Sector Part Two: Ransomware</title>
		<link>https://noise.getoto.net/2025/11/14/threat-landscape-of-the-building-and-construction-sector-part-two-ransomware/</link>
		
		<dc:creator><![CDATA[Jeremy Makowski]]></dc:creator>
		<pubDate>Fri, 14 Nov 2025 14:31:42 +0000</pubDate>
				<category><![CDATA[ransomware]]></category>
		<category><![CDATA[research]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=d8bd5ab795dae4bf8b942774b0136ace</guid>

					<description><![CDATA[In this second installment of our two-part series on the construction industry, Rapid7 is looking at the specific threat ransomware poses, why the industry is particularly vulnerable, and ways in which threat actors exploit its weaknesses to great effe...]]></description>
		
		
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		<item>
		<title>Attackers accelerate, adapt, and automate: Rapid7’s Q3 2025 Threat Landscape Report</title>
		<link>https://noise.getoto.net/2025/11/12/attackers-accelerate-adapt-and-automate-rapid7s-q3-2025-threat-landscape-report/</link>
		
		<dc:creator><![CDATA[Rapid7]]></dc:creator>
		<pubDate>Wed, 12 Nov 2025 13:55:11 +0000</pubDate>
				<category><![CDATA[Labs]]></category>
		<category><![CDATA[ransomware]]></category>
		<category><![CDATA[research]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=888e09e8938ef6b76532dc25dfedde4e</guid>

					<description><![CDATA[The Q3 2025 Threat Landscape Report, authored by the Rapid7 Labs team, paints a clear picture of an environment where attackers are moving faster, working smarter, and using artificial intelligence to stay ahead of defenders. The findings reveal a thre...]]></description>
		
		
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		<item>
		<title>Threat Landscape of the Building and Construction Sector, Part One: Initial Access, Supply Chain, and the Internet of Things</title>
		<link>https://noise.getoto.net/2025/11/07/threat-landscape-of-the-building-and-construction-sector-part-one-initial-access-supply-chain-and-the-internet-of-things/</link>
		
		<dc:creator><![CDATA[Jeremy Makowski]]></dc:creator>
		<pubDate>Fri, 07 Nov 2025 14:00:00 +0000</pubDate>
				<category><![CDATA[IOT]]></category>
		<category><![CDATA[Phishing]]></category>
		<category><![CDATA[research]]></category>
		<category><![CDATA[Supply Chain Security]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=70a891654bf9ab055393dc5004f871a5</guid>

					<description><![CDATA[In 2025, the construction industry stands at the crossroads of digital transformation and evolving cybersecurity risks, making it a prime target for threat actors. Cyber adversaries, including ransomware operators, organized cybercriminal networks, and...]]></description>
		
		
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			</item>
		<item>
		<title>How AI shapes your feed: An explainable social media simulator for the classroom</title>
		<link>https://noise.getoto.net/2025/11/06/how-ai-shapes-your-feed-an-explainable-social-media-simulator-for-the-classroom/</link>
		
		<dc:creator><![CDATA[Diana Kirby]]></dc:creator>
		<pubDate>Thu, 06 Nov 2025 14:01:40 +0000</pubDate>
				<category><![CDATA[AI education]]></category>
		<category><![CDATA[AI literacy]]></category>
		<category><![CDATA[digital literacy]]></category>
		<category><![CDATA[research]]></category>
		<category><![CDATA[research seminar]]></category>
		<category><![CDATA[Uncategorized]]></category>
		<guid isPermaLink="false">https://www.raspberrypi.org/?p=91867</guid>

					<description><![CDATA[<p>Social media can have a powerful impact on the way we see and experience the world. What we see in our feeds is not random: it is determined by AI-driven systems that collect vast amounts of data, build user profiles, analyse engagement, and generate recommendations. But while young people are prolific users of social media,…</p>
<p>The post <a href="https://www.raspberrypi.org/blog/how-ai-shapes-your-feed-an-explainable-social-media-simulator-for-the-classroom/">How AI shapes your feed: An explainable social media simulator for the classroom</a> appeared first on <a href="https://www.raspberrypi.org/">Raspberry Pi Foundation</a>.</p>]]></description>
		
		
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			</item>
		<item>
		<title>Fresh insights from old data: corroborating reports of Turkmenistan IP unblocking and firewall testing</title>
		<link>https://noise.getoto.net/2025/11/03/fresh-insights-from-old-data-corroborating-reports-of-turkmenistan-ip-unblocking-and-firewall-testing/</link>
		
		<dc:creator><![CDATA[Luke Valenta]]></dc:creator>
		<pubDate>Mon, 03 Nov 2025 13:00:00 +0000</pubDate>
				<category><![CDATA[Consumer Services]]></category>
		<category><![CDATA[Internet Shutdown]]></category>
		<category><![CDATA[Internet Trends]]></category>
		<category><![CDATA[Radar]]></category>
		<category><![CDATA[research]]></category>
		<category><![CDATA[Trends]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=c1ee9f34566a7a4da63f7f6e01a217fe</guid>

					<description><![CDATA[Cloudflare used historical data to investigate reports of potential new firewall tests in Turkmenistan. Shifts in TCP resets/timeouts across ASNs corroborate large-scale network control system changes.]]></description>
		
		
		<enclosure url="" length="0" type="" />

			</item>
		<item>
		<title>Beyond IP lists: a registry format for bots and agents</title>
		<link>https://noise.getoto.net/2025/10/31/beyond-ip-lists-a-registry-format-for-bots-and-agents/</link>
		
		<dc:creator><![CDATA[Thibault Meunier]]></dc:creator>
		<pubDate>Thu, 30 Oct 2025 22:00:00 +0000</pubDate>
				<category><![CDATA[bots]]></category>
		<category><![CDATA[research]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=5d5123e52e5d0a1e583357be4b60b4e2</guid>

					<description><![CDATA[We propose an open registry format for Web Bot Auth to move beyond IP-based identity. This allows any origin to discover and verify cryptographic keys for bots, fostering a decentralized and more trustworthy ecosystem.]]></description>
		
		
		<enclosure url="" length="0" type="" />

			</item>
		<item>
		<title>Anonymous credentials: rate-limiting bots and agents without compromising privacy</title>
		<link>https://noise.getoto.net/2025/10/30/anonymous-credentials-rate-limiting-bots-and-agents-without-compromising-privacy/</link>
		
		<dc:creator><![CDATA[Thibault Meunier]]></dc:creator>
		<pubDate>Thu, 30 Oct 2025 13:00:00 +0000</pubDate>
				<category><![CDATA[Rate-limiting]]></category>
		<category><![CDATA[research]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=d42311e433041d590729da71b97aea26</guid>

					<description><![CDATA[As AI agents change how the Internet is used, they create a challenge for security. We explore how Anonymous Credentials can rate limit agent traffic and block abuse without tracking users or compromising their privacy.]]></description>
		
		
		<enclosure url="" length="0" type="" />

			</item>
		<item>
		<title>What should be included in a data science curriculum for schools?</title>
		<link>https://noise.getoto.net/2025/10/30/what-should-be-included-in-a-data-science-curriculum-for-schools/</link>
		
		<dc:creator><![CDATA[Jan Ander]]></dc:creator>
		<pubDate>Thu, 30 Oct 2025 11:24:44 +0000</pubDate>
				<category><![CDATA[AI]]></category>
		<category><![CDATA[AI education]]></category>
		<category><![CDATA[AI literacy]]></category>
		<category><![CDATA[data literacy]]></category>
		<category><![CDATA[Data Science]]></category>
		<category><![CDATA[machine learning]]></category>
		<category><![CDATA[research]]></category>
		<guid isPermaLink="false">https://www.raspberrypi.org/?p=91761</guid>

					<description><![CDATA[<p>Current artificial intelligence (AI) methods, especially machine learning (ML), rely heavily on data. To complement our work on AI literacy, we have been investigating what data science teaching resources and education research are currently available. Our goal is to work out what data science concepts should be taught in a data science curriculum for schools.…</p>
<p>The post <a href="https://www.raspberrypi.org/blog/what-should-be-included-in-a-data-science-curriculum-for-schools/">What should be included in a data science curriculum for schools?</a> appeared first on <a href="https://www.raspberrypi.org/">Raspberry Pi Foundation</a>.</p>]]></description>
		
		
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			</item>
		<item>
		<title>How to build your own VPN, or: the history of WARP</title>
		<link>https://noise.getoto.net/2025/10/29/how-to-build-your-own-vpn-or-the-history-of-warp/</link>
		
		<dc:creator><![CDATA[Chris Branch]]></dc:creator>
		<pubDate>Wed, 29 Oct 2025 13:00:00 +0000</pubDate>
				<category><![CDATA[linux]]></category>
		<category><![CDATA[research]]></category>
		<category><![CDATA[warp]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=f789317da24339edd66973ae0692d5b0</guid>

					<description><![CDATA[WARP’s initial implementation resembled a VPN that allows Internet access through it. Here’s how we built it – and how you can, too.]]></description>
		
		
		<enclosure url="" length="0" type="" />

			</item>
		<item>
		<title>One IP address, many users: detecting CGNAT to reduce collateral effects</title>
		<link>https://noise.getoto.net/2025/10/29/one-ip-address-many-users-detecting-cgnat-to-reduce-collateral-effects/</link>
		
		<dc:creator><![CDATA[Vasilis Giotsas]]></dc:creator>
		<pubDate>Wed, 29 Oct 2025 13:00:00 +0000</pubDate>
				<category><![CDATA[Better Internet]]></category>
		<category><![CDATA[bots]]></category>
		<category><![CDATA[IPv4]]></category>
		<category><![CDATA[Network Services]]></category>
		<category><![CDATA[research]]></category>
		<category><![CDATA[security]]></category>
		<category><![CDATA[waf]]></category>
		<category><![CDATA[web application firewall]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=211db358e38e28075473ef44a621991e</guid>

					<description><![CDATA[IPv4 scarcity drives widespread use of Carrier-Grade Network Address Translation, a practice in ISPs and mobile networks that places many users behind each IP address, along with their collected activity and volumes of traffic. We introduce the method we’ve developed to detect large-scale IP sharing globally and mitigate the issues that result.]]></description>
		
		
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		<item>
		<title>Measuring characteristics of TCP connections at Internet scale</title>
		<link>https://noise.getoto.net/2025/10/29/measuring-characteristics-of-tcp-connections-at-internet-scale/</link>
		
		<dc:creator><![CDATA[Suleman Ahmad]]></dc:creator>
		<pubDate>Wed, 29 Oct 2025 13:00:00 +0000</pubDate>
				<category><![CDATA[Better Internet]]></category>
		<category><![CDATA[Insights]]></category>
		<category><![CDATA[research]]></category>
		<category><![CDATA[TCP]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=a27d48a2f2030c4142506e48bd9b613d</guid>

					<description><![CDATA[Researchers and practitioners have been studying connections almost as long as the Internet that supports them. Today, Cloudflare’s global network receives millions of connections per second. We explore various characteristics of TCP connections, including lifetimes, sizes, and more.]]></description>
		
		
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		<item>
		<title>So long, and thanks for all the fish: how to escape the Linux networking stack</title>
		<link>https://noise.getoto.net/2025/10/29/so-long-and-thanks-for-all-the-fish-how-to-escape-the-linux-networking-stack/</link>
		
		<dc:creator><![CDATA[Chris Branch]]></dc:creator>
		<pubDate>Wed, 29 Oct 2025 13:00:00 +0000</pubDate>
				<category><![CDATA[Egress]]></category>
		<category><![CDATA[linux]]></category>
		<category><![CDATA[research]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=91256c9be3cbd319968a5d477320c197</guid>

					<description><![CDATA[Many products at Cloudflare aren’t possible without pushing the limits of network hardware and software to deliver improved performance, increased efficiency, or novel capabilities such as soft-unicast, our method for sharing IP subnets across data centers. Happily, most people do not need to know the intricacies of how your operating system handles network and Internet access in general. Yes, even most people within Cloudflare. But sometimes we try to push well beyond the design intentions of Linux’s networking stack. This is a story about one of those attempts.]]></description>
		
		
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		<item>
		<title>Defending QUIC from acknowledgement-based DDoS attacks</title>
		<link>https://noise.getoto.net/2025/10/29/defending-quic-from-acknowledgement-based-ddos-attacks/</link>
		
		<dc:creator><![CDATA[Apoorv Kothari]]></dc:creator>
		<pubDate>Wed, 29 Oct 2025 13:00:00 +0000</pubDate>
				<category><![CDATA[protocols]]></category>
		<category><![CDATA[QUIC]]></category>
		<category><![CDATA[research]]></category>
		<category><![CDATA[security]]></category>
		<category><![CDATA[vulnerabilities]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=d9c3956d5bb8890f8c2889755f12242f</guid>

					<description><![CDATA[We identified and patched two DDoS vulnerabilities in our QUIC implementation related to packet acknowledgements. Cloudflare customers were not affected. We examine the "Optimistic ACK" attack vector and our solution, which dynamically skips packet numbers to validate client behavior. ]]></description>
		
		
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		<item>
		<title>A framework for measuring Internet resilience</title>
		<link>https://noise.getoto.net/2025/10/28/a-framework-for-measuring-internet-resilience/</link>
		
		<dc:creator><![CDATA[Vasilis Giotsas]]></dc:creator>
		<pubDate>Tue, 28 Oct 2025 13:00:00 +0000</pubDate>
				<category><![CDATA[Better Internet]]></category>
		<category><![CDATA[Insights]]></category>
		<category><![CDATA[research]]></category>
		<category><![CDATA[Routing Security]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=5f041c90da72825bb59ad3c56b55b9ae</guid>

					<description><![CDATA[We present a data-driven framework to quantify cross-layer Internet resilience. We also share a list of measurements with which to quantify facets of Internet resilience for geographical areas.]]></description>
		
		
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		<item>
		<title>Keeping the Internet fast and secure: introducing Merkle Tree Certificates</title>
		<link>https://noise.getoto.net/2025/10/28/keeping-the-internet-fast-and-secure-introducing-merkle-tree-certificates/</link>
		
		<dc:creator><![CDATA[Luke Valenta]]></dc:creator>
		<pubDate>Tue, 28 Oct 2025 13:00:00 +0000</pubDate>
				<category><![CDATA[chrome]]></category>
		<category><![CDATA[Cloudflare Workers]]></category>
		<category><![CDATA[Cryptography]]></category>
		<category><![CDATA[google]]></category>
		<category><![CDATA[IETF]]></category>
		<category><![CDATA[open source]]></category>
		<category><![CDATA[post quantum]]></category>
		<category><![CDATA[research]]></category>
		<category><![CDATA[Rust]]></category>
		<category><![CDATA[security]]></category>
		<category><![CDATA[TLS]]></category>
		<category><![CDATA[transparency]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=12d96be530965ce03ad288b3fe57a503</guid>

					<description><![CDATA[Cloudflare is launching an experiment with Chrome to evaluate fast, scalable, and quantum-ready Merkle Tree Certificates, all without degrading performance or changing WebPKI trust relationships.]]></description>
		
		
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		<item>
		<title>State of the post-quantum Internet in 2025</title>
		<link>https://noise.getoto.net/2025/10/28/state-of-the-post-quantum-internet-in-2025/</link>
		
		<dc:creator><![CDATA[Bas Westerbaan]]></dc:creator>
		<pubDate>Tue, 28 Oct 2025 13:00:00 +0000</pubDate>
				<category><![CDATA[post quantum]]></category>
		<category><![CDATA[research]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=11b28485290dfc1ab67bad9e8d56df9c</guid>

					<description><![CDATA[Today over half of human-initiated traffic with Cloudflare is protected against harvest-now/decrypt-later with post-quantum encryption. What once was a cool science project, is the new security baseline for the Internet. We’re not done yet: in this blog post we’ll take measure where we are, what we expect for the coming years, and what you can do today.]]></description>
		
		
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		<item>
		<title>The tricky science of Internet measurement</title>
		<link>https://noise.getoto.net/2025/10/27/the-tricky-science-of-internet-measurement/</link>
		
		<dc:creator><![CDATA[Marwan Fayed]]></dc:creator>
		<pubDate>Mon, 27 Oct 2025 13:00:00 +0000</pubDate>
				<category><![CDATA[research]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=7d6bae43e8783179b14f9746bafbce9b</guid>

					<description><![CDATA[The Internet is one big open system composed of many closed boxes — which makes measuring the Internet difficult. In this post we explore Internet measurement as a science.]]></description>
		
		
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		<item>
		<title>How does Cloudflare’s Speed Test really work?</title>
		<link>https://noise.getoto.net/2025/10/27/how-does-cloudflares-speed-test-really-work/</link>
		
		<dc:creator><![CDATA[Lai Yi Ohlsen]]></dc:creator>
		<pubDate>Mon, 27 Oct 2025 12:00:00 +0000</pubDate>
				<category><![CDATA[research]]></category>
		<category><![CDATA[Speed]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=243af6d5b7c33c4bb7ed849e946f6f9e</guid>

					<description><![CDATA[In this blog post we’ll discuss how Cloudflare thinks about measuring Internet quality, how our own Cloudflare speed test works, and our future plans for providing Internet measurement tools that help everyone build a better Internet.]]></description>
		
		
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