https://macworks.dev/tags/ai-research/Recent content in Ai Research on MacWorksHugoenhttps://macworks.dev/docs/today/x-2026-05-21/Mon, 01 Jan 0001 00:00:00 +0000https://macworks.dev/docs/today/x-2026-05-21/<details> <summary>Sources</summary> <div class="markdown-inner"> <ul> <li><a href="https://twitter.macworks.dev/levie/rss">Aaron Levie / @levie</a></li> <li><a href="https://twitter.macworks.dev/karpathy/rss">Andrej Karpathy / @karpathy</a></li> <li><a href="https://twitter.macworks.dev/AndrewYNg/rss">Andrew Ng / @AndrewYNg</a></li> <li><a href="https://twitter.macworks.dev/AravSrinivas/rss">Aravind Srinivas / @AravSrinivas</a></li> <li><a href="https://twitter.macworks.dev/awnihannun/rss">Awni Hannun / @awnihannun</a></li> <li><a href="https://twitter.macworks.dev/drfeifei/rss">Fei-Fei Li / @drfeifei</a></li> <li><a href="https://twitter.macworks.dev/GaryMarcus/rss">Gary Marcus / @GaryMarcus</a></li> <li><a href="https://twitter.macworks.dev/sama/rss">Sam Altman / @sama</a></li> <li><a href="https://twitter.macworks.dev/Steve_Yegge/rss">Steve Yegge / @Steve_Yegge</a></li> <li><a href="https://twitter.macworks.dev/trq212/rss">Thariq / @trq212</a></li> <li><a href="https://twitter.macworks.dev/ylecun/rss">Yann LeCun / @ylecun</a></li> </ul> </div> </details> <h1 id="the-ai-reality-check-token-shock-100x-orgs-and-valuation-absurdity--2026-05-21">The AI Reality Check: Token Shock, 100x Orgs, and Valuation Absurdity — 2026-05-21<a class="anchor" href="#the-ai-reality-check-token-shock-100x-orgs-and-valuation-absurdity--2026-05-21">#</a></h1> <h2 id="highlights">Highlights<a class="anchor" href="#highlights">#</a></h2> <p>The AI industry is currently experiencing a massive collision between theoretical valuations and harsh operational realities. While the &ldquo;token subsidy era&rdquo; is reportedly ending as staggering compute costs evaporate enterprise budgets, forward-looking organizations are aggressively restructuring to become &ldquo;AI-native&rdquo; by replacing human software bottlenecks with high-leverage agent managers. Concurrently, astronomical claims around total addressable markets and impending mega-IPOs are drawing sharp skepticism from observers who argue the math no longer adds up.</p>