<?xml version="1.0" encoding="UTF-8"?><rss xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:content="http://purl.org/rss/1.0/modules/content/" xmlns:atom="http://www.w3.org/2005/Atom" version="2.0" xmlns:media="http://search.yahoo.com/mrss/"><channel><title><![CDATA[HHHYPERGROWTH]]></title><description><![CDATA[Covering the technologies powering today's hypergrowth stories... from an investment angle.]]></description><link>https://hhhypergrowth.com/</link><image><url>https://hhhypergrowth.com/favicon.png</url><title>HHHYPERGROWTH</title><link>https://hhhypergrowth.com/</link></image><generator>Ghost 4.48</generator><lastBuildDate>Mon, 05 Oct 2026 15:02:00 GMT</lastBuildDate><atom:link href="https://hhhypergrowth.com/rss/" rel="self" type="application/rss+xml"/><ttl>60</ttl><item><title><![CDATA[Premium: Axon's agentic layers]]></title><description><![CDATA[Axon has several newly emerging product lines that are powered by agentic AI]]></description><link>https://hhhypergrowth.com/premium-axons-agentic-layers/</link><guid isPermaLink="false">6abd589aa777e0069711bab4</guid><category><![CDATA[Earnings]]></category><category><![CDATA[Operational Tooling]]></category><category><![CDATA[AXON]]></category><dc:creator><![CDATA[muji]]></dc:creator><pubDate>Thu, 01 Oct 2026 21:38:55 GMT</pubDate><media:content url="https://hhhypergrowth.com/content/images/2026/10/HHH-AxonAIAgents.png" medium="image"/><content:encoded><![CDATA[<img src="https://hhhypergrowth.com/content/images/2026/10/HHH-AxonAIAgents.png" alt="Premium: Axon&apos;s agentic layers"><p>Now that we&apos;ve looked at <a href="https://hhhypergrowth.com/premium-axons-q226/">Q226</a> results, let&apos;s walk through Axon&apos;s emerging areas and markets beyond US state &amp; local. This ever-broadening platform is adding more products to land and expand into. </p><ul><li>Axon is now <strong>expanding agentic AI capabilities </strong>in several new directions. </li><li>Fusus remains the nerve center, and Axon is extending it with <em>proactive</em> AI agents over camera and sensor feeds, while Axon 911 extends the platform into the first emergency call.</li><li>Axon Vision will help <strong>automate and expand a command center&apos;s real-time view of the world </strong>by continuously monitoring connected live streams.</li><li>Axon Guardian will help <strong>automate safety oversight</strong> by continuously monitoring the personal sensors of frontline officers and workers. </li><li>And from there, their Axon Gravity initiative aims to <strong>pull in even more connected operational tools, sensors, and data sources </strong>&#x2013; making Axon the public safety system of record with AI agents working across that connected data.</li><li>Skydio added a new fixed-wing drone capable of faster flight and a longer radius. Prepared is tying more deeply into DFR drone deployment.</li><li>Their push into other customer segments is gaining traction. International and enterprise bookings both tripled. Federal also appears to be gaining momentum, with several large Q3 orders from DHS and other US civilian agencies.</li></ul><div class="kg-card kg-callout-card kg-callout-card-grey"><div class="kg-callout-emoji">&#x1F441;&#xFE0F;&#x200D;&#x1F5E8;&#xFE0F;</div><div class="kg-callout-text">I previously covered the state of Axon&apos;s ecosystem across <a href="https://hhhypergrowth.com/premium-axon-hits-the-s-curves/">hardware</a> and <a href="https://hhhypergrowth.com/premium-axons-expanding-stack/">software</a> after Axon Week in April. The latter covers the acquisitions of Prepared and Carbyne and the subsequent announcement of Axon 911. (See sections &quot;Acquisitions&quot; and &quot;Axon 911&quot;.)</div></div>]]></content:encoded></item><item><title><![CDATA[Premium: Axon's Q226]]></title><description><![CDATA[A look at Axon's Q2 results and key product lines]]></description><link>https://hhhypergrowth.com/premium-axons-q226/</link><guid isPermaLink="false">6ab69275a777e0069711a48e</guid><category><![CDATA[Earnings]]></category><category><![CDATA[Operational Tooling]]></category><category><![CDATA[AXON]]></category><dc:creator><![CDATA[muji]]></dc:creator><pubDate>Wed, 30 Sep 2026 21:47:12 GMT</pubDate><media:content url="https://hhhypergrowth.com/content/images/2026/09/HHH_Axon_Areas-1.png" medium="image"/><content:encoded/></item><item><title><![CDATA[Premium: The Agentic Era]]></title><description><![CDATA[Anthropic's and OpenAI's enterprise products are driving accelerating demand]]></description><link>https://hhhypergrowth.com/premium-the-agentic-era/</link><guid isPermaLink="false">6a9b13b4a777e00697111c9f</guid><category><![CDATA[AI/ML]]></category><category><![CDATA[Anthropic]]></category><category><![CDATA[OpenAI]]></category><category><![CDATA[Hyperscalers]]></category><category><![CDATA[NVDA]]></category><category><![CDATA[AMD]]></category><category><![CDATA[MSFT]]></category><category><![CDATA[GOOG]]></category><category><![CDATA[AMZN]]></category><category><![CDATA[AVGO]]></category><category><![CDATA[CBRS]]></category><category><![CDATA[Neoclouds]]></category><category><![CDATA[CRWV]]></category><category><![CDATA[NBIS]]></category><category><![CDATA[IREN]]></category><category><![CDATA[HUT]]></category><category><![CDATA[CORZ]]></category><category><![CDATA[RIOT]]></category><category><![CDATA[WULF]]></category><category><![CDATA[CIFR]]></category><category><![CDATA[NSCL]]></category><category><![CDATA[NET]]></category><category><![CDATA[DOCN]]></category><category><![CDATA[SBE]]></category><dc:creator><![CDATA[muji]]></dc:creator><pubDate>Tue, 22 Sep 2026 21:11:11 GMT</pubDate><media:content url="https://hhhypergrowth.com/content/images/2026/09/HHH_FrontierAI_boxing.png" medium="image"/><content:encoded><![CDATA[<img src="https://hhhypergrowth.com/content/images/2026/09/HHH_FrontierAI_boxing.png" alt="Premium: The Agentic Era"><p>The frontier AI market is entering its next phase. The industry is moving beyond consumer chatbots, with enterprises now starting to adopt long-running coding and work agents more deeply<strong> &#x2013; all of which drive <em>token-intensive</em> workflows</strong>. That shift is dramatically increasing revenue and compute consumption, forcing leading AI labs like Anthropic and OpenAI to <strong>secure tens of gigawatts of future capacity.</strong></p><p>Anthropic has captured the early lead in this agentic transition. Its enterprise-first strategy, usage-based pricing, and earlier push into agentic services have driven its exponential acceleration this year, allowing it to <strong>overtake OpenAI in quarterly revenue</strong>. OpenAI is now responding with its <em>own</em> enterprise platform, and has shifted its pricing structure <strong>deeper into metered APIs</strong>. Both now have rapidly expanding roadmaps to drastically increase AI capacity over the next several years, and are relying upon multiple clouds, neoclouds, chip providers, and buildout partners to get there.</p><p>This series provides<strong> a first look at Anthropic and OpenAI</strong> ahead of their coming (albeit delayed) IPOs. This post examines the rise of agentic services, the resulting revenue inflection, and the differing product and pricing strategies behind both companies. Follow-up posts then cover each AI lab&apos;s capacity buildouts and financing strategies. </p><p>This series will be of interest to hyperscale clouds, chip providers (including NVIDIA, AMD, Cerebras, and Broadcom), neocloud &amp; site partners (including CoreWeave, IREN, Nscale, SB Energy, Hut 8, Core Scientific, TeraWulf, Cipher Mining, and Riot), and upstream suppliers.</p><ul><li>Agentic AI is now a top driver of compute demand. These coding agents, work agents, and managed long-running agents consume <em>far</em> more tokens than chatbot usage.</li><li>Anthropic entered this market earlier,<strong> </strong>and<strong> </strong>built its operational model around<strong> <em>usage-based</em> enterprise revenue.</strong> That helped it reach a reported $65B revenue run rate in July, versus $40B for OpenAI. An estimated 75-85% of ARR is driven by consumption-based pricing, vs 15-25% from subscriptions.</li><li>Anthropic has now spread its Claude models across the agentic AI platforms of all 3 top clouds, plus has embedded its full platform into AWS. These cloud partners now drive an estimated 15-20% of ARR, helping Anthropic capture enterprise customers that want to utilize cloud spend commitments. </li><li>OpenAI has<strong> shifted its focus to enterprise over the past year</strong>, and has now assembled a set of competing agentic products (despite any potential headwinds from its major org restructuring, unwinding its exclusivity with Microsoft, and ongoing mgmt churn). Yet OpenAI has been roughly 3-5 months behind Anthropic in releasing competing agentic products.</li><li>Critically, OpenAI has also been expanding more deeply into<strong> consumption-based pricing.</strong> This started in April with a new PAYG Enterprise plan, and its metered API is now backing several new agentic products, including a new managed agent service in AWS Bedrock.</li><li>The gap between these competitors is beginning to close, as <strong>coding and agentic workloads have quickly risen in OpenAI&apos;s mix this year.</strong> Its consumer segment is expected to fall from 65% to 20% of the mix this year, and mgmt noted that its enterprise segment just surpassed consumer in July.</li><li><strong>Metered pricing should drastically improve the economics of both companies in this agentic demand wave.</strong> Revenue can expand with <em>every additional workflow and token</em> rather than adding seats. Anthropic is already hitting non-GAAP profitability, and OpenAI&apos;s shifts into consumption-based pricing should help reverse its worsening margins.</li></ul><p>Compute requirements are rising alongside revenue. SemiAnalysis estimates that OpenAI and Anthropic currently have over 6GW of compute, with combined demand <strong>expected to exceed 100GW</strong> by the end of 2030. Next up are deep dives into Anthropic&apos;s and OpenAI&apos;s ongoing buildouts and financing strategies. </p><div class="kg-card kg-callout-card kg-callout-card-grey"><div class="kg-callout-emoji">&#x1F468;&#x200D;&#x1F4BB;</div><div class="kg-callout-text">Buildout partners SB Energy (expected ticker SBE) and Nscale (expected ticker NSCL) are also about to IPO. Both are covered heavily in the two follow-up posts.</div></div><div class="kg-card kg-callout-card kg-callout-card-red"><div class="kg-callout-emoji">&#x1F9E1;</div><div class="kg-callout-text">A few sidebars also mention Cloudflare and DigitalOcean, both of which offer <em>serverless agentic infrastructure </em>that gives managed agents a secure sandbox they can use for code execution and tool calls<em>.</em></div></div>]]></content:encoded></item><item><title><![CDATA[Premium: A tidal wave of future obligations]]></title><description><![CDATA[NVIDIA's new downstream commitments & guarantees]]></description><link>https://hhhypergrowth.com/premium-a-tidal-wave-of-future-obligations/</link><guid isPermaLink="false">6aa984aca777e00697116c36</guid><category><![CDATA[AI/ML]]></category><category><![CDATA[Hyperscalers]]></category><category><![CDATA[Neoclouds]]></category><category><![CDATA[NVDA]]></category><category><![CDATA[OpenAI]]></category><category><![CDATA[Anthropic]]></category><category><![CDATA[MSFT]]></category><category><![CDATA[GOOG]]></category><category><![CDATA[AMZN]]></category><category><![CDATA[AVGO]]></category><category><![CDATA[CRWV]]></category><category><![CDATA[HUT]]></category><category><![CDATA[Lambda]]></category><category><![CDATA[Nscale]]></category><category><![CDATA[NBIS]]></category><category><![CDATA[IREN]]></category><category><![CDATA[AMD]]></category><category><![CDATA[CBRS]]></category><dc:creator><![CDATA[muji]]></dc:creator><pubDate>Tue, 15 Sep 2026 22:06:15 GMT</pubDate><media:content url="https://hhhypergrowth.com/content/images/2026/09/HHH_NVDA_downstream.png" medium="image"/><content:encoded/></item><item><title><![CDATA[Premium: Getting ahead of demand]]></title><description><![CDATA[A look at NVIDIA's Q227, and its growing upstream and downstream commitments]]></description><link>https://hhhypergrowth.com/premium-getting-ahead-of-demand/</link><guid isPermaLink="false">6a983e46a777e00697110c06</guid><category><![CDATA[Earnings]]></category><category><![CDATA[AI/ML]]></category><category><![CDATA[NVDA]]></category><category><![CDATA[AMD]]></category><category><![CDATA[GOOG]]></category><category><![CDATA[META]]></category><category><![CDATA[AMZN]]></category><category><![CDATA[MSFT]]></category><category><![CDATA[Anthropic]]></category><category><![CDATA[OpenAI]]></category><category><![CDATA[CRWV]]></category><category><![CDATA[NBIS]]></category><category><![CDATA[IREN]]></category><category><![CDATA[SPCX]]></category><category><![CDATA[WULF]]></category><category><![CDATA[HUT]]></category><category><![CDATA[CIFR]]></category><dc:creator><![CDATA[muji]]></dc:creator><pubDate>Wed, 09 Sep 2026 21:24:23 GMT</pubDate><media:content url="https://hhhypergrowth.com/content/images/2026/09/HHH_NVDAQ227.png" medium="image"/><content:encoded/></item><item><title><![CDATA[Premium: Reddit Q226]]></title><description><![CDATA[Reddit's monetization engine continues to improve despite volatility in user acquisition ]]></description><link>https://hhhypergrowth.com/premium-reddit-q226/</link><guid isPermaLink="false">6a8307dba777e0069710f62a</guid><category><![CDATA[Earnings]]></category><category><![CDATA[Ad Tech]]></category><category><![CDATA[RDDT]]></category><dc:creator><![CDATA[muji]]></dc:creator><pubDate>Wed, 19 Aug 2026 20:31:16 GMT</pubDate><content:encoded><![CDATA[<p>I see a lot to like in Reddit&apos;s positioning and deeper monetization via shopping ads. But the market came away <em>highly concerned</em> after its Q2 report, where seasonal weakness in US DAUq combined with mgmt commentary about search referral traffic getting &apos;choppy&apos;. Then add in the <a href="https://hhhypergrowth.com/premium-reddits-shifts/">recent WSJ rumors</a> that implied the data licensing renegotiations with Google were going poorly, and the market <em>panicked</em>. The stock fell about 21% the following day.</p><p>The rise of &#x201C;Google Zero&#x201D; (zero-clickthrough) in AI search summaries has the market far too skittish. The market seems to be assuming that search referrals, an important top-of-funnel acquisition channel for Reddit&#x2019;s &#x201C;seekers,&#x201D; could quickly grind to a halt. However, I believe that Reddit has a lot of sails to tighten or deploy in response to any given discovery headwind. This<em> isn&apos;t the first time </em>Reddit has had to tweak some levers after seeing disruptions in search referrals. </p><p>Yet as Reddit navigates the storm of its <em>own</em> <em>discoverability</em> (across search referrals, AI citations, and data licensing), I am very encouraged that<strong> it continues to significantly improve user engagement and ad performance</strong>, as evidenced by the sustained growth in ARPU and ad pricing. As I go through the financials and some new KPIs, I continue to like what I see. </p><ul><li>Q2 saw an expected rebound after Q1, its seasonally weakest quarter. &#xA0;They delivered their 8th consecutive quarter of over 60% growth, despite a headwind from prior-year overperformance. </li><li>Search referrals became more volatile and US DAUq declined sequentially, triggering the market&#x2019;s post-earnings panic. Yet overall DAUq still grew +18%, WAUq surpassed 500M, and Reddit continues to improve retention and app adoption.</li><li>Monetization continues to dramatically outpace user growth. Global ARPU grew +36% to a record $6.18. <strong>US ARPU increased +51%</strong> to a record $11.85 despite US DAUq growing only 6%. The only disappointment for me was the deceleration in Int&apos;l ARPU growth.</li><li>They continue to increase their operational leverage at scale, with every TTM margin hitting record highs.</li><li>Ad pricing is now the larger contributor to growth, up 40% due to improved ad targeting, conversion, and advertiser demand. This signals a major shift toward relying more on <strong>model improvements &amp; ad performance to drive advertiser demand </strong>rather than expanding ad load and placements. </li><li>The ad platform is moving rapidly down the funnel. Conversion volume more than doubled, click volume grew over 30%, and revenue from DPA &amp; app-install objectives more than doubled.</li><li>Max is gaining significant momentum as Reddit builds its equivalent to Meta Advantage+ and Google PMax. Advertisers using Max increased over 60% sequentially, while MAX revenue grew more than 150%.</li><li>Growth is becoming more diversified. Active advertisers increased over 70%. Int&apos;l revenue rose a record +84%, revenue from mid-market and SMB advertisers doubled, and 11 of Reddit&#x2019;s 15 advertiser verticals grew more than 50%.</li><li>Reddit is increasingly borrowing from Meta&#x2019;s playbook, and is now building a more algorithmically driven content feed and expanding native video. Its recommendation algos currently use only a fraction of available user signals and content, leaving substantial runway to improve discovery and user engagement.</li><li>The investment debate now centers on whether search disruption (user acquisition) outweighs Reddit&#x2019;s improving ad performance, user engagement, automation, and distinctive position between high-intent search and algorithmic social feeds.</li></ul><div class="kg-card kg-callout-card kg-callout-card-grey"><div class="kg-callout-emoji">&#x1F441;&#xFE0F;&#x200D;&#x1F5E8;&#xFE0F;</div><div class="kg-callout-text">Last month, I covered Reddit&apos;s <a href="https://hhhypergrowth.com/premium-reddit-q126/">Q126 results &amp; growth levers</a>, as well as its <a href="https://hhhypergrowth.com/premium-reddits-shifts/">ongoing product moves</a> across new shopping ad formats, campaign automation, and a growing focus on video.</div></div><blockquote>COO in AMA: &quot;Reddit Ads are delivering more outcomes at equal or better prices for those outcomes, making us a very competitive option for advertisers.&quot;</blockquote><p>Since the big drop after Q2 earnings, the stock has had a few brighter moments. One positive development was the advancement of Reddit&#x2019;s case <a href="https://n8nlab.io/news/reddit-perplexity-copyright-lawsuit-advances">against Perplexity</a>, after the court denied Perplexity&#x2019;s motion to dismiss. Another was Reddit&#x2019;s addition <a href="https://redditinc.com/news/reddit-will-be-added-to-the-s-p-500">to the S&amp;P 500</a> on August 18. Yet the company clearly remains in the penalty box thus far in 2026 (-36% YTD), and I think it remains attractive.</p><blockquote>COO in remarks: &quot;Reddit&apos;s billions of conversations across hundreds of thousands of communities give advertisers a unique way to reach high-intent audiences and drive measurable, consistent returns. In the age of AI, authentic human conversations have become more distinctly helpful, desired, and valuable.&quot;</blockquote>]]></content:encoded></item><item><title><![CDATA[Premium: AppLovin stumbles]]></title><description><![CDATA[A look at AppLovin's Q2]]></description><link>https://hhhypergrowth.com/premium-app-stumbles/</link><guid isPermaLink="false">6a7dbd8015a8aa04603c15e7</guid><category><![CDATA[Earnings]]></category><category><![CDATA[Ad Tech]]></category><category><![CDATA[APP]]></category><dc:creator><![CDATA[muji]]></dc:creator><pubDate>Fri, 14 Aug 2026 22:04:11 GMT</pubDate><content:encoded/></item><item><title><![CDATA[Premium: AppLovin's Dual Flywheels]]></title><description><![CDATA[Consumer demand will improve Axon, monetize wasted impressions, and expand mobile game supply]]></description><link>https://hhhypergrowth.com/premium-applovins-dual-flywheels/</link><guid isPermaLink="false">6a58edc715a8aa04603bbbab</guid><category><![CDATA[Ad Tech]]></category><category><![CDATA[APP]]></category><dc:creator><![CDATA[muji]]></dc:creator><pubDate>Wed, 05 Aug 2026 19:25:26 GMT</pubDate><media:content url="https://hhhypergrowth.com/content/images/2026/08/HHH-DualFlywheelsOfScale.png" medium="image"/><content:encoded><![CDATA[<img src="https://hhhypergrowth.com/content/images/2026/08/HHH-DualFlywheelsOfScale.png" alt="Premium: AppLovin&apos;s Dual Flywheels"><p>AppLovin has been executing on its core ad platform and AI improvement loop for years, providing ad solutions for mobile gaming studios across both supply (putting ads in your game to monetize it) and demand (showing ads for user acquisition). It is now expanding the demand side into <em>non-gaming ads</em>, with an initial focus on product ads for e-commerce and DTC brands.</p><p>As I noted in the Q2 preview, the June self-service launch should <strong>materially expand AppLovin&#x2019;s long-term opportunity</strong>, although its contribution will likely <strong>develop <em>incrementally</em></strong> rather than appear as a one-time inflection. To understand that opportunity, we first need to examine AppLovin&#x2019;s revenue streams and how consumer advertising feeds its two reinforcing flywheels: continual AI improvement and operational execution.</p><ul><li>AppLovin monetizes both sides of its advertising marketplace: earning a cut of publisher ad revenue on the supply side and performance fees from advertisers on the demand side.</li><li>The core economics depend on the spread between what AppLovin earns from successful conversions and what it pays publishers for the underlying ad impressions.</li><li>Axon&apos;s predictive performance is the key lever. Even modest conversion rate improvements can materially increase advertiser returns, AppLovin&#x2019;s demand-side revenue, and the value of its existing inventory.</li><li>AppLovin&#x2019;s expansion into consumer advertising and the launch of self-service should bring a much larger and more diverse set of advertisers, products, creatives, and campaigns onto the platform.</li><li>That increased demand density in consumer ads should help monetize impressions that currently generate little value for gaming ads. Gaming ads can be served more selectively when users are most likely to convert.</li><li>Consumer advertising should <em>complement</em> rather than <em>cannibalize</em> gaming: broader data improves ad matching across both verticals, while gaming advertisers retain the highest-converting impressions.</li><li>This creates <strong>an AI flywheel </strong>in which more advertisers and campaign diversity generate more conversion data, which in turn improves Axon&apos;s models and ad performance.</li><li>Improved performance then drives a second, executional flywheel: higher advertiser ROAS leads to larger bids and budgets, higher publisher yields, more ad placements, and additional supply &amp; demand.</li><li>The initial financial benefit may come from higher auction prices and supply-side revenue, but the <strong>larger long-term opportunity is demand-side growth</strong> as conversion rates improve.</li><li>If demand-side revenue grows faster than publisher payouts, <strong>AppLovin could widen its economic spread</strong>, accelerate revenue growth, and further expand its already exceptional margins.</li></ul><div class="kg-card kg-callout-card kg-callout-card-accent"><div class="kg-callout-emoji">&#x1F914;</div><div class="kg-callout-text">AppLovin&apos;s operational prowess is obscured, making it a &quot;black box&quot; to investors and partners/competitors alike &#x2013; which also leads to it frequently becoming the subject of short reports. I had been hesitant to invest heavily in AppLovin due to the lack of regular KPIs that help us see &quot;under the hood&quot; beyond the financials. <br><br>However, mgmt has been giving us the occasional clue, and I, for one, am getting <em>a lot more comfortable </em>in my understanding of their mechanics.</div></div>]]></content:encoded></item><item><title><![CDATA[Premium: AppLovin Q2 preview]]></title><description><![CDATA[A look at AppLovin's Q1 and what to look for in Q2]]></description><link>https://hhhypergrowth.com/premium-applovin-q2-preview/</link><guid isPermaLink="false">6a7258b415a8aa04603c0562</guid><category><![CDATA[Earnings]]></category><category><![CDATA[Ad Tech]]></category><category><![CDATA[APP]]></category><dc:creator><![CDATA[muji]]></dc:creator><pubDate>Wed, 05 Aug 2026 16:26:43 GMT</pubDate><media:content url="https://hhhypergrowth.com/content/images/2026/08/HHH-HighwayMerge.png" medium="image"/><content:encoded><![CDATA[<img src="https://hhhypergrowth.com/content/images/2026/08/HHH-HighwayMerge.png" alt="Premium: AppLovin Q2 preview"><p>Let&apos;s look at how AppLovin is doing as it builds up its new non-gaming vertical and self-service platform. In this first post, I review Q1 results and frame what to expect in Q2. Next is a deep dive into the operating mechanics behind their strategic shift into e-commerce, and how it will flow into financials. Part 3 will cover Q2 results and the strategic priorities on the horizon.</p><ul><li>I was pleased with Q1 performance. They continue to show a gradual top-line slowdown as they scale, but I expect this slowdown to flatten out and turn into a reacceleration as self-service strengthens their flywheel.</li><li>Overall revenue grew +59% to over $1.8B, and TTM grew +66% to $6.2B. </li><li>My only concern was the notable<strong> deceleration in U.S. revenue growth</strong>, which had remained above 60% for the prior year before falling below 50% in Q1.</li><li>Profitability remains jaw-dropping. TTM Adj EBITDA and GAAP net margins hit a record 83.3% and 63.5%. <strong>TTM FCF margins rose +4pp to 71.6%</strong>, putting them at a<strong> Rule of 138 TTM.</strong></li><li>They repurchased $1B in shares (about ~75% of FCF) and have $2.3B remaining under the authorization. Debt is not a concern.</li><li>They continue to see momentum in non-gaming ads, which has now been dubbed their &quot;Consumer vertical&quot; housing e-commerce, DTC, and beyond. They rode holiday momentum into a surprisingly strong Q1, then implemented <strong>a significant model improvement</strong> in mid-April that lifted ROAS. </li><li>They are also seeing renewed momentum in their core vertical. Gaming studios are now leveraging Generative AI to <em>move faster</em>, plus are starting to experiment with <em>hybrid monetization </em>strategies (IAP+ads) now that non-gaming ads are available. </li><li>The self-service platform opened in late June and <strong>will not be a heavy factor in Q2 results </strong>beyond the continued beta. </li><li>I worry about the market&apos;s understanding of their shift into consumer ads and the new self-service platform, and how (and how soon) the financial impacts will become visible. I believe there are some incorrect assumptions that have been muting its stock performance. </li><li>However, <strong>Q2 should see a significant uplift in product ad performance </strong>from that model improvement in mid-April. This would provide a clear sign of their ongoing momentum and help counter any misconceptions about the self-service impacts.</li></ul><h2 id="past-coverage">Past coverage</h2><p>If you need to catch up, I previously covered AppLovin in January and February.</p><ul><li><strong><a href="https://hhhypergrowth.com/premium-ad-nauseum/">Ad nauseum</a> (Jan-26)</strong> covered the mechanics of supply and demand in modern digital advertising, AppLovin&apos;s platform and how it dominated the mobile gaming ad market, and its big pivot into self-service consumer (e-commerce and DTC).</li><li><strong><a href="https://hhhypergrowth.com/premium-evolution-of-axon-ads/">Evolution of Axon ads</a> (Feb-26)</strong> covered their evolution over 2022-2025 and strategic directions across Axon model improvements, e-commerce pilot, AI-generated creatives, and CTV.</li><li><a href="https://hhhypergrowth.com/premium-advertiser-feedback/"><strong>Mixed results from pilot</strong></a><strong> (Feb-26)</strong> looked at the initial results of their e-commerce pilot. </li><li>Also see my recent piece on <strong><a href="https://hhhypergrowth.com/premium-reddits-shifts/">Reddit&apos;s shifts</a> (Jul-26)</strong>, which looked at how AI search is changing discovery, resulting in &quot;Google Zero&quot; (zero click-throughs). I believe <em>this is to AppLovin&apos;s benefit</em> as a unique ad delivery platform over a niche audience of mobile gamers in a high-attention ad format.</li></ul>]]></content:encoded></item><item><title><![CDATA[Premium: Reddit's shifts]]></title><description><![CDATA[Reddit's evolving advertising platform, and the broader shifts (and FUD) in content discovery]]></description><link>https://hhhypergrowth.com/premium-reddits-shifts/</link><guid isPermaLink="false">6a5e8aef15a8aa04603bd4f7</guid><category><![CDATA[Ad Tech]]></category><category><![CDATA[RDDT]]></category><category><![CDATA[APP]]></category><category><![CDATA[GOOG]]></category><category><![CDATA[META]]></category><category><![CDATA[NET]]></category><dc:creator><![CDATA[muji]]></dc:creator><pubDate>Wed, 22 Jul 2026 22:04:35 GMT</pubDate><media:content url="https://hhhypergrowth.com/content/images/2026/07/HHH_RedditExpand-2.png" medium="image"/><content:encoded><![CDATA[<img src="https://hhhypergrowth.com/content/images/2026/07/HHH_RedditExpand-2.png" alt="Premium: Reddit&apos;s shifts"><p>Now that we&apos;ve covered Reddit&apos;s <a href="https://hhhypergrowth.com/premium-reddit-q126/">Q1 results</a> and the strategic priorities across its user and advertising sides, let&apos;s look at how Reddit is evolving across mgmt changes, AI search, and advertising tooling. We&apos;ll also walk through the broader shifts happening in content discovery across AI citations, licensing deals, and legal cases.</p><p><strong>Content discovery is a timely subject.</strong> We&apos;ve had a number of updates this week between <em>legal outcomes</em> on AI use of content, and a steady drumbeat of media coverage on the <em>ongoing declines in click-through traffic. </em>Reddit was down 10% at one point today after <a href="https://www.wsj.com/business/media/google-search-publishers-ai-content-0fb06e41">WSJ</a> pushed rumors as it renegotiates its AI data licensing agreement with Google.</p><ul><li>Reddit has been adding talent from Google and Meta with deep expertise in advertising, personalization, AI search, and video.</li><li>They continue to focus heavily on user engagement. Reddit Search usage and WAUqs are up +30% after new UI changes put it more front and center, and it has become critical to driving engagement by improving content discovery and onboarding. </li><li>Search also gives Reddit a potentially meaningful new monetization surface. Reddit is now adding deeper shopping details to AI search results, leveraging DPA product catalogs into a carousel of relevant product ads.</li><li><strong>The advertiser stack continues to evolve rapidly, </strong>with new DPA formats, e-commerce integrations, automated creative tailoring, AI-generated ads, and improved measurement.</li><li><strong>Max Campaigns is becoming the core automation layer of Reddit Ads Manager.</strong> They are still pushing existing advertisers into Max Campaigns, and will be opening it up to new signups soon.</li><li>New split-testing capabilities allow advertisers to directly test and compare various campaign &amp; ad strategies. Customers can also easily validate the impacts of automated campaign mgmt, targeting, and budget optimization within Max Campaigns. <strong>This should help accelerate the adoption of Max Campaigns,</strong> and embeds <strong>a new feedback loop to <em>continuously</em> improve ad performance. </strong></li><li>DPA still has a substantial runway. The onboarding of mid-market and SMB advertisers is improving through e-commerce integrations with Shopify &amp; WooCommerce. Besides using DPA ads within AI search results, new DPA formats like Collections and multi-vendor Shopping Listings are now emerging. Mgmt also hints at an eventual expansion of DPA beyond e-commerce, into other ad categories such as travel, services, and autos.</li><li>Video is emerging as another growth vector. The new CTO has extensive video and ML algo experience from Facebook, and Reddit is beginning to expand the use of video as another medium for community interaction.</li><li>Reddit remains one of the most-cited sources across major AI engines, despite a citation pullback by Perplexity.</li><li>AI search citations &amp; legal battles are generating a lot of FUD, but I believe Google might be showing us the start of a <em>better path forward</em>. Google plans to increase emphasis <strong>on firsthand opinions and community perspectives in AI Search</strong>, which seems likely to further elevate Reddit&apos;s visibility and brand in its AI results.</li><li><strong>Reddit&apos;s conversational data is becoming an increasingly important asset for brands and AI providers.</strong> The rise of AEO/GEO is encouraging companies to build organic Reddit presences to improve their standing in AI results.</li><li>While licensing negotiations and lawsuits with AI engines could create additional monetization upside in data licensing, the core investment thesis still rests on <strong>Reddit continually strengthening its ad engine</strong>. The financials are showing us that their efforts here to drive user engagement &amp; advertiser demand are clearly working.</li></ul><p>Sections:</p><ul><li>Google Zero</li><li>Mgmt changes</li><li>User engagement moves</li><li>Advertiser tooling moves</li><li>A shift in video strategy?</li><li>Competition from Meta&apos;s Forum app</li><li>Google Search overhaul</li><li>AI citations</li><li>Legal battles</li><li>A new era in web marketing</li><li>Final thoughts</li></ul>]]></content:encoded></item><item><title><![CDATA[Premium: The topic du jour]]></title><description><![CDATA[Reddit had a strong Q1, continues to execute, and is highly focused on its growth levers]]></description><link>https://hhhypergrowth.com/premium-reddit-q126/</link><guid isPermaLink="false">6a58edc015a8aa04603bbba7</guid><category><![CDATA[Earnings]]></category><category><![CDATA[Ad Tech]]></category><category><![CDATA[RDDT]]></category><category><![CDATA[APP]]></category><category><![CDATA[GOOG]]></category><category><![CDATA[META]]></category><category><![CDATA[TTD]]></category><dc:creator><![CDATA[muji]]></dc:creator><pubDate>Tue, 21 Jul 2026 18:32:10 GMT</pubDate><media:content url="https://hhhypergrowth.com/content/images/2026/07/HHH_Supply_and_Demand.png" medium="image"/><content:encoded><![CDATA[<img src="https://hhhypergrowth.com/content/images/2026/07/HHH_Supply_and_Demand.png" alt="Premium: The topic du jour"><p>I continue to like what I am seeing with Reddit&apos;s execution today and its opportunities ahead. Let&apos;s walk through their Q1 results and what they are most focused on going forward.</p><p>In part 1, we&apos;ll walk through Reddit&apos;s appeal, Q126 results, and the main areas of focus across the user and advertiser sides of their ad platform. In part 2, we&apos;ll look at mgmt changes, new monetization directions, and advertiser-focused enhancements. This will also be of interest to other ad tech players like Google, Meta, The Trade Desk, and AppLovin.</p><ul><li>Reddit continues to show strong execution, with TTM revenue growth <strong>accelerating to over 70%</strong>. Int&apos;l continues to grow faster, and is now nearly 21% of the mix.</li><li>Profitability continues to impress, with every TTM margin rising to a new high. With TTM FCF margin hitting a record 35%, <strong>they are now at a Rule of 106 TTM.</strong></li><li>Despite slowing user growth, <strong>Reddit continues to <em>dramatically</em> improve its ad revenue per user.</strong> ARPU has grown more than 40% for 4Qs straight, and their most mature market, the US, has grown more than 50%.</li><li>Their international expansion efforts continue to show results. <strong>Int&apos;l ARPU growth<em> accelerated sharply</em> to over 50%,</strong> now matching the pace that the US has sustained over the past year.</li><li>They continue to focus their efforts on improving user onboarding &amp; engagement (driving page views &amp; ad impressions), improving audience targeting (driving ad performance), and automating advertiser tooling (driving ad demand). </li><li>Users are clearly engaged, with Reddit&apos;s pool of content growing roughly +21% over the past year. <strong>Shopping related conversations grew even faster at +40%.</strong></li><li>Their advertising base continues to broaden into shopping (e-commerce &amp; DTC) and B2B brands, with <strong>advertisers growing more than 75% </strong>and newer products (such as Dynamic Product Ads and Reddit Max) delivering meaningful improvements in advertiser results. </li><li>Reddit is rapidly automating its ad tech stack to allow advertisers to more easily find relevant audiences and convert purchase intent. They recently added Generative AI-backed features that give it the ability to tailor an ad to a specific persona, and to generate more relevant long-form ads based on community commentary.</li></ul><div class="kg-card kg-callout-card kg-callout-card-grey"><div class="kg-callout-emoji">&#x1F441;&#xFE0F;&#x200D;&#x1F5E8;&#xFE0F;</div><div class="kg-callout-text">I previously wrote a multi-part series on Reddit in March:<br><br>&#x2022; <a href="https://hhhypergrowth.com/premium-understanding-reddit/">Understanding Reddit</a> looked at the mechanics of its platform and the main levers it has to increase user session length (page views), ad performance, and ARPU.<br><br>&#x2022; <a href="https://hhhypergrowth.com/premium-reddit-financials/">A deeper look at Reddit</a> walked through the financials from IPO into Q425.<br><br>&#x2022; <a href="https://hhhypergrowth.com/premium-reddits-levers/">Reddit&apos;s levers</a> covered its heavy use of AI/ML across international translation efforts, AI search (Reddit Answers), contextual awareness over audience &amp; content (Community Intelligence), and ad campaign automation (Reddit Max).<br><br>&#x2022; <a href="https://hhhypergrowth.com/premium-reddits-access-points/">Searching for Reddit</a> covered their user-facing changes in AI search and onboarding.</div></div><p>Sections:</p><ul><li>Not like the others</li><li>Q126 financial results &amp; KPIs</li><li>User engagement</li><li>Content pool</li><li>Advertiser performance</li><li>Macro impacts?</li></ul>]]></content:encoded></item><item><title><![CDATA[Premium: Agentic waves]]></title><description><![CDATA[Cloudflare is capturing agentic use cases, which will drive demand into other Workers and SASE capabilities]]></description><link>https://hhhypergrowth.com/premium-agentic-primitives/</link><guid isPermaLink="false">6a42a70815a8aa04603ba8fd</guid><category><![CDATA[Edge Networks]]></category><category><![CDATA[AI/ML]]></category><category><![CDATA[DevOps Tooling]]></category><category><![CDATA[NET]]></category><category><![CDATA[FSLY]]></category><category><![CDATA[RDDT]]></category><category><![CDATA[GOOG]]></category><category><![CDATA[OpenAI]]></category><category><![CDATA[Anthropic]]></category><dc:creator><![CDATA[muji]]></dc:creator><pubDate>Wed, 01 Jul 2026 19:27:55 GMT</pubDate><media:content url="https://hhhypergrowth.com/content/images/2026/07/HHH_Cloudflare_Workers_Expansion.png" medium="image"/><content:encoded/></item><item><title><![CDATA[Premium: Agentic leverage]]></title><description><![CDATA[Cloudflare is showing how agentic AI can be operationalized by any enterprise]]></description><link>https://hhhypergrowth.com/premium-cloudflare-q126/</link><guid isPermaLink="false">6a0cbfc015a8aa04603b09ec</guid><category><![CDATA[Earnings]]></category><category><![CDATA[Edge Networks]]></category><category><![CDATA[AI/ML]]></category><category><![CDATA[NET]]></category><dc:creator><![CDATA[muji]]></dc:creator><pubDate>Mon, 29 Jun 2026 20:19:50 GMT</pubDate><media:content url="https://hhhypergrowth.com/content/images/2026/06/HHH_CloudflareOS.png" medium="image"/><content:encoded><![CDATA[<img src="https://hhhypergrowth.com/content/images/2026/06/HHH_CloudflareOS.png" alt="Premium: Agentic leverage"><p>I looked at Cloudflare&apos;s <a href="https://hhhypergrowth.com/premium-cloud-flair/">Q4 results</a> back in February, and their <a href="https://hhhypergrowth.com/premium-agentic-orange/">positioning in agentic AI</a> in April. As I posited then, their Q1 is typically the <em>seasonally weakest</em> and are likely to provide an entry point. However, the market decided to go <em>all in</em> on Cloudflare in the week leading up, with the stock rising ~25% into Q1 results. The results were good, but a surprise RIF caused the stock to plummet back by around that same percentage. </p><p>I hoped to hear more on the RIF during the IR briefing a month later, and it <em>instead</em> provided more context on the <em>reasons</em> <em>why. </em><strong>They have been busy developing an AI &amp; data stack for internal use</strong>, noted on the earnings call as &quot;Cloudflare OS&quot; that is now available to every employee across the organization. The CFO provided major margin target updates based on the projected productivity gains from this new tool, which will spread agentic use more deeply across R&amp;D, S&amp;M, and G&amp;A teams. Like with Q1 earnings, the stock rose into the week leading up to IR day only to fade back again after. Thankfully, it is now up +25% YTD.</p><ul><li>Cloudflare&#x2019;s Q1 results were strong for its seasonally weakest quarter, with revenue growth reaccelerating to +33.5% and mgmt raising its FY26 guide to nearly 30%.</li><li>The headline issue was not the quarter itself, but the surprise RIF that <strong>slims their workforce by 20%</strong>, which mgmt framed as <strong>a one-time <em>organizational reset</em> around internal AI productivity</strong> rather than a traditional cost-cutting exercise.</li><li>The core message across IR Day was that <strong>Cloudflare is becoming <em>agentic-first</em></strong>, leveraging its own Act 2 and Act 3 stacks to automate work across R&amp;D, S&amp;M, finance, and other operations. </li><li>Their main effort here is a new<strong> internal AI operating layer</strong> called Cloudflare OS, which gives employees secure and governed access to agentic models, operational context, internal pools of data, and dynamic model routing. Cloudflare is now using this to automate employee workflows, improve productivity, and support higher long-term margin targets.</li><li>Cloudflare OS also provides a <em>key</em> proof point for their agentic AI ambitions in Workers, as it <strong>ties together multiple parts of their platform </strong>(Workers, Workers AI, AI Gateway, Sandboxes, and Cloudflare One) into a <strong>working example of what enterprise agentic AI infrastructure</strong> should look like.</li><li>They are not only showcasing this internal tooling stack to top customers to drive Workers and Cloudflare One demand, but are also toying with <strong>spinning it into a new managed Agentic Ops product </strong>for less technical enterprises without the resources to build it themselves.</li><li>Large-customer momentum remains strong, with faster revenue growth than overall. And that momentum increases further upmarket, with deals over $1M up sharply, and their largest customer segment (&gt;$5M in ARR) growing +50%.</li><li>It also looks like Workers and agentic AI are driving some momentum in smaller customers too, implying strong sequential growth over the past 2Qs.</li><li>Workers remains the biggest emerging growth vector, with active developers reaching 5.5M after adding <strong>a massive +1M net new developers this quarter alone</strong>. They noted at IR day that Workers drove ARR growth of +137% in FY25, and called out several new initiatives at frontier AI labs and AI providers that are being backed by Workers.</li><li>Its Zero Trust capabilities are becoming more strategically important as Workers and AI agents need secure access into private apps, databases, and API/MCP servers. They noted at IR day that Cloudflare One drove ARR growth of +43% in FY25.</li><li>Despite near-term margin disruption from the RIF and ongoing gross margin pressure from Workers demand rising so quickly, Cloudflare&#x2019;s AI productivity gains while <em>leveraging its own agentic infrastructure</em> give it strong operational leverage going forward. Mgmt is now raising long-term operating margin targets from 20% to 30%, free cash flow margin targets from 25% to 30-35%+, and are expecting GAAP profitability in 2028.</li><li>Cloudflare is also shifting its long-term financial &#x201C;north star&#x201D; beyond Rule of 40, suggesting visibility to Rule of 50 in FY27 and further upside beyond.</li></ul><p>Part 2 will cover the agentic layers in Workers being adopted by frontier AI labs, as well as their strategic positioning with Act 4.</p>]]></content:encoded></item><item><title><![CDATA[Premium: Rubrik's new agentic layer]]></title><description><![CDATA[A look at Rubrik's Q127 and how its platform shifted at FORWARD]]></description><link>https://hhhypergrowth.com/premium-rubrik-q127/</link><guid isPermaLink="false">6a396cb915a8aa04603b8360</guid><category><![CDATA[Earnings]]></category><category><![CDATA[Next-gen Security]]></category><category><![CDATA[RBRK]]></category><category><![CDATA[CRWD]]></category><category><![CDATA[Data & Analytics]]></category><category><![CDATA[GOOG]]></category><category><![CDATA[AMZN]]></category><category><![CDATA[MSFT]]></category><category><![CDATA[Databricks]]></category><category><![CDATA[SNOW]]></category><category><![CDATA[PANW]]></category><category><![CDATA[OKTA]]></category><category><![CDATA[DDOG]]></category><category><![CDATA[NET]]></category><category><![CDATA[Anthropic]]></category><category><![CDATA[OpenAI]]></category><dc:creator><![CDATA[muji]]></dc:creator><pubDate>Wed, 24 Jun 2026 20:03:28 GMT</pubDate><media:content url="https://hhhypergrowth.com/content/images/2026/06/HHH_RubrikAgenticLayer.png" medium="image"/><content:encoded><![CDATA[<img src="https://hhhypergrowth.com/content/images/2026/06/HHH_RubrikAgenticLayer.png" alt="Premium: Rubrik&apos;s new agentic layer"><p>Rubrik just reported its latest Q127 in early June, then turned around days later to hold its annual FORWARD conference and first dedicated IR briefing.</p><p>Let&apos;s look at how Rubrik is progressing in my <a href="https://hhhypergrowth.com/premium-rubik-appeal/">ongoing thesis</a>, and how its resiliency platform is expanding into Agentic Ops. Beyond the hyperscaler clouds and other next-gen security providers, this will also be of interest to data lakehouses like Snowflake &amp; Databricks and AI providers like Anthropic &amp; OpenAI.</p><ul><li>Rubrik is starting to see the artificial <em>tailwinds</em> of material rights shift into artificial <em>headwinds</em>, which will worsen across FY27.</li><li>I believe the emergence of new Identity and AI Ops (RAC) solutions will drive continued hypergrowth, to greatly counter (and possibly offset) those headwinds. Identity is already hitting $50M in ARR in its first year, and RAC was implied to be growing even faster.</li><li>Profitability continues to trend well. They&apos;ve been cash flow positive now for 6Qs, and non-GAAP profitable for 3Qs. </li><li>Land and expand continues to trend well, with record net new large customers (outside of their seasonally strongest Q4) and rising deal sizes.</li><li>They embedded a new agentic orchestration layer into their overall platform stack, powered by their Predibase acquisition. </li><li><strong>This new layer enables <em>multiple</em> new product directions</strong>, including Rubrik AI, Agentic Ops (Rubrik Agent Cloud), and several new <em>automated</em> remediation services (Cloud Apps, Identity Roll Forward, and SaaS Enterprise Tools recovery) that greatly simplify IT recovery complexity for enterprise customers.</li><li>They expanded their Identity solution with a unique new post-intrusion recovery offering (Roll Forward), and acquired a startup to add Identity Continuity (high availability after an identity service failure). </li><li>This startup also recently added two new services that could greatly enhance the agentic identity security capabilities within RAC.</li><li>Annapurna has been revamped into a new module within Rubrik Agent Cloud. This service now enables an AI agent to <strong>securely access an enterprise&apos;s pool of unstructured data </strong>without needing the overhead of data pipelines and ETL workflows.</li><li>Misunderstanding of these artificial headwinds seems likely to create entry points over the next few earnings reports, at least until RAC &amp; Annapurna revenue starts showing up in earnest or GAAP profitability hits breakeven.</li></ul>]]></content:encoded></item><item><title><![CDATA[Premium: Farther out waves]]></title><description><![CDATA[Spreading the ecosystem out into autonomous devices, edge systems, industrial AI, and communication networks]]></description><link>https://hhhypergrowth.com/premium-farther-out-waves/</link><guid isPermaLink="false">6a28799115a8aa04603b64a2</guid><category><![CDATA[AI/ML]]></category><category><![CDATA[NVDA]]></category><category><![CDATA[CBRS]]></category><category><![CDATA[AMD]]></category><category><![CDATA[Hyperscalers]]></category><category><![CDATA[GOOG]]></category><category><![CDATA[AMZN]]></category><category><![CDATA[MSFT]]></category><category><![CDATA[Anthropic]]></category><category><![CDATA[OpenAI]]></category><category><![CDATA[Neoclouds]]></category><category><![CDATA[CRWV]]></category><category><![CDATA[NBIS]]></category><category><![CDATA[IREN]]></category><category><![CDATA[Robotics]]></category><dc:creator><![CDATA[muji]]></dc:creator><pubDate>Fri, 12 Jun 2026 21:48:43 GMT</pubDate><media:content url="https://hhhypergrowth.com/content/images/2026/06/HHH_WavesOut-1.png" medium="image"/><content:encoded><![CDATA[<img src="https://hhhypergrowth.com/content/images/2026/06/HHH_WavesOut-1.png" alt="Premium: Farther out waves"><p>NVIDIA hopes physical AI and edge AI will spread this agentic demand wave farther out, as AI agents help to automate and streamline operations across every industry. NVIDIA wants to <strong>spread its entire ecosystem <em>outward,</em></strong> anchoring itself as the end-to-end stack powering the <em>coming waves of demand</em> from autonomous vehicles, robotics, smart devices, industrial automation, and smarter communication networks.</p><p>I&apos;ve been entirely focused on NVIDIA&apos;s success in AI data centers in my coverage thus far. Let&apos;s finally walk through these <em>further out</em> waves, as its ecosystem spreads across physical and edge AI, NVLink Fusion partnerships, and the roadmap beyond Vera Rubin. It will also be of interest to the hyperscalers and neoclouds that hope to serve this physical AI demand wave.</p><ul><li>Physical AI is starting to fully unleash autonomous vehicles, robotics, drones, and other devices. NVIDIA is <strong>seeding each of these areas</strong> with ecosystems, software stacks, and open models.</li><li>Physical AI, edge AI, and industrial AI will eventually build towards <em>another inflection point</em> for agentic AI, as compute demand increases further from the ongoing automation of enterprise &amp; industrial workflows. </li><li>NVIDIA is spreading GPU capacity out <em>across multiple levels</em> for these needs &#x2013; from on-device systems, workstations, edge servers, on-premise clusters, regional or sovereign neoclouds, and hyperscalers. Users will have flexibility to choose between open models running locally, on-demand cloud inference, or dedicated AI capacity.</li><li>They recently announced a new line of superchips designed to reinvent the modern Windows laptop. Let&apos;s hope it goes better than their first foray with DGX Spark.</li><li>NVLink Fusion lets partners combine their custom CPU and AI chips into NVIDIA&apos;s scale-up fabric, expanding the overall AI ecosystem while <strong>preserving NVIDIA&apos;s fabric as the anchor point. </strong>These partners gain an immediate scale-up network, and it seems likely to also position them for pairing with NVL72 GPUs in disaggregated inference.</li><li>Vera Rubin Ultra and Feynman will see a major expansion of their scale-up networking and introduce optics, resulting in larger supercomputer clusters.</li></ul><hr><p>Part 4:</p><ul><li>Expanding compute outward</li><li>Physical AI</li><li>Edge compute systems</li><li>NVLink Fusion</li><li>Future Roadmap</li></ul>]]></content:encoded></item></channel></rss>