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    <title>Gurwinder Gulati</title>
    <link>https://ggulati.com/</link>
    <description>Articles and links from Gurwinder Gulati.</description>
    <language>en-us</language>
    <item>
      <title>Links for July 15, 2026</title>
      <link>https://ggulati.com/links/2026/07-15.html</link>
      <guid>https://ggulati.com/links/2026/07-15.html</guid>
      <pubDate>Wed, 15 Jul 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.gameaipro.com/&quot;&gt;Game AI Pro&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://blog.alexewerlof.com/p/principal-engineer&quot;&gt;Principal Engineer&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.derekthompson.org/p/a-philosophers-one-word-theory-to&quot;&gt;A Philosopher’s One-Word Theory to Explain Why the World Feels So Weird&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48919363&quot;&gt;Sleep regularity is a stronger predictor of mortality risk than sleep duration (2023) | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48920432&quot;&gt;The Three-Second Theft: Why AI Voice Fraud Outruns Every Defence | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.reuters.com/world/beijing-is-looking-curbing-overseas-access-chinas-top-ai-models-sources-say-2026-07-07/&quot;&gt;Beijing is looking at curbing overseas access to China&amp;apos;s top AI models, sources say&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://hardcoresoftware.learningbyshipping.com/p/240-banning-ai-in-law-school-weve&quot;&gt;240. Banning AI in Law School: We&amp;apos;ve Seen This Before&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.chinatalk.media/p/eastern-data-western-compute-is-fake&quot;&gt;“Eastern Data, Western Compute” is Fake&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://x.com/i/status/2069417525947912540&quot;&gt;The Ultimate Guide to Build and Scale Consumer Apps - CalAI&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.ayush.digital/blog/the-memory-heist&quot;&gt;The Memory Heist&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
    </item>
    <item>
      <title>Links for July 14, 2026</title>
      <link>https://ggulati.com/links/2026/07-14.html</link>
      <guid>https://ggulati.com/links/2026/07-14.html</guid>
      <pubDate>Tue, 14 Jul 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://othermeans.substack.com/p/generating-effects&quot;&gt;Generating Effects&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
    </item>
    <item>
      <title>Links for July 13, 2026</title>
      <link>https://ggulati.com/links/2026/07-13.html</link>
      <guid>https://ggulati.com/links/2026/07-13.html</guid>
      <pubDate>Mon, 13 Jul 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://systima.ai/blog/claude-code-vs-opencode-token-overhead&quot;&gt;Claude Code Is Way More Token-Hungry Than OpenCode. We Measured Exactly How Much&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48883275&quot;&gt;Claude Code sends 33k tokens before reading the prompt; OpenCode sends 7k | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://research.google/blog/the-power-of-collaboration-how-we-can-reduce-traffic-congestion/&quot;&gt;The power of collaboration: How we can reduce traffic congestion&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48881967&quot;&gt;How we can reduce traffic congestion | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://antirez.com/news/169&quot;&gt;Control the ideas, not the code&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48891184&quot;&gt;Control the Ideas, Not the Code | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
    </item>
    <item>
      <title>Links for July 12, 2026</title>
      <link>https://ggulati.com/links/2026/07-12.html</link>
      <guid>https://ggulati.com/links/2026/07-12.html</guid>
      <pubDate>Sun, 12 Jul 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.seangoedecke.com/pure-and-impure-engineering/&quot;&gt;Pure and impure software engineering&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=45165753&quot;&gt;Pure and Impure Software Engineering | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;100% endorse. I made a very simple interactive applet for the Membership 101 article.

I also have been playing around with it for reviewing code at work, and of course for designing new features. Not quite there yet to work generically for visualizing any PR, but a good chance to get there with some effort over a week or two; and ofc model improvements in the next 6m will also help&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://terrytao.wordpress.com/2026/07/11/old-and-new-apps-via-modern-coding-agents/&quot;&gt;Old and new apps, via modern coding agents&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48880170&quot;&gt;Old and new apps, via modern coding agents | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;http://www.ggulati.com/articles/2026/membership-101.html&quot;&gt;Membership 101&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.austinvernon.site/blog/ukrainewar.html&quot;&gt;How Ukraine Built a War Fighting State&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
    </item>
    <item>
      <title>Links for July 11, 2026</title>
      <link>https://ggulati.com/links/2026/07-11.html</link>
      <guid>https://ggulati.com/links/2026/07-11.html</guid>
      <pubDate>Sat, 11 Jul 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://lethain.com/make-no-assumptions/&quot;&gt;Make no assumptions.&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
    </item>
    <item>
      <title>Links for July 10, 2026</title>
      <link>https://ggulati.com/links/2026/07-10.html</link>
      <guid>https://ggulati.com/links/2026/07-10.html</guid>
      <pubDate>Fri, 10 Jul 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.nytimes.com/2026/07/10/us/politics/ai-terrorism-boko-haram-nigeria.html&quot;&gt;How Terrorist Groups Are Using A.I. to Gain an Edge in Battle&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
    </item>
    <item>
      <title>Links for July 9, 2026</title>
      <link>https://ggulati.com/links/2026/07-09.html</link>
      <guid>https://ggulati.com/links/2026/07-09.html</guid>
      <pubDate>Thu, 09 Jul 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.databricks.com/blog/benchmarking-coding-agents-databricks-multi-million-line-codebase&quot;&gt;Benchmarking Coding Agents on Databricks&amp;apos; Multi-Million Line Codebase&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;v cool demo examples&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://openai.com/index/gpt-5-6/&quot;&gt;GPT-5.6: Frontier intelligence that scales with your ambition&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;See for example comments on benchmarking&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48846184&quot;&gt;Muse Spark 1.1 | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.ben-evans.com/benedictevans/2026/7/9/ways-to-think-about-token-pricing&quot;&gt;Ways to think about token pricing&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.economicforces.xyz/p/where-the-returns-to-ai-go&quot;&gt;Where the returns to AI go&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.patrick-breyer.de/en/eu-parliament-greenlights-chat-control-1-0-breyer-our-children-lose-out/&quot;&gt;EU Parliament greenlights Chat Control 1.0 - Breyer: &amp;quot;Our children lose out&amp;quot;&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48843923&quot;&gt;EU Parliament greenlights Chat Control 1.0 | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
    </item>
    <item>
      <title>Links for July 8, 2026</title>
      <link>https://ggulati.com/links/2026/07-08.html</link>
      <guid>https://ggulati.com/links/2026/07-08.html</guid>
      <pubDate>Wed, 08 Jul 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://competency-gaps.github.io/&quot;&gt;Competency Gaps&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.gao.gov/products/gao-26-108193&quot;&gt;Nuclear Waste Cleanup: Changes Needed to Ensure DOE Is Not Prematurely Excluding Less Expensive Options for Large Projects&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48824826&quot;&gt;Nuclear Waste Cleanup: Changes Needed to Ensure DOE Is Not Prematurely Excluding Less Expensive Options for Large Projects | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
    </item>
    <item>
      <title>Links for July 7, 2026</title>
      <link>https://ggulati.com/links/2026/07-07.html</link>
      <guid>https://ggulati.com/links/2026/07-07.html</guid>
      <pubDate>Tue, 07 Jul 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.jessicariedl.blog/p/so-you-want-to-work-in-washington&quot;&gt;So You Want to Work in Washington D.C.?&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://tech.yahoo.com/general/articles/world-first-fully-robot-run-184455211.html&quot;&gt;World&amp;apos;s First Fully Robot-Run Hotel Is Opening in China&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://davidbessis.substack.com/p/the-fall-of-the-theorem-economy&quot;&gt;The fall of the theorem economy&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48758048&quot;&gt;The fall of the theorem economy | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://asteriskmag.com/issues/14/in-praise-of-observational-evidence&quot;&gt;In Praise of Observational Evidence&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48748522&quot;&gt;In Praise of Observational Evidence | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://tedthoughts.substack.com/p/the-end-of-the-working-writer&quot;&gt;The end of the working writer&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.dw.com/en/germany-migrants-skilled-workers-integration-labor-market-bureaucracy-language-housing/a-77853162&quot;&gt;Why migrants come to Germany for work and then leave again&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48815982&quot;&gt;Why skilled workers come to Germany and then leave again | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.astralcodexten.com/p/the-ai-superforecasters-are-here&quot;&gt;The AI Superforecasters Are Here&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for July 6, 2026</title>
      <link>https://ggulati.com/links/2026/07-06.html</link>
      <guid>https://ggulati.com/links/2026/07-06.html</guid>
      <pubDate>Mon, 06 Jul 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.rstreet.org/commentary/the-siren-song-of-the-golden-share-the-troubled-history-of-government-equity-in-technology/&quot;&gt;The Siren Song of the Golden Share: The Troubled History of Government Equity in Technology&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.thediff.co/archive/cultural-stasis-or-just-rising-budgets-a-limited-supply-of-good-movie-release-dates-and-the-kelly-criterion/&quot;&gt;Cultural Stasis? Or Just Rising Budgets, a Limited Supply of Good Movie Release Dates, and the Kelly Criterion?&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for July 5, 2026</title>
      <link>https://ggulati.com/links/2026/07-05.html</link>
      <guid>https://ggulati.com/links/2026/07-05.html</guid>
      <pubDate>Sun, 05 Jul 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;p&gt;Discussion better than article etc&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://unsung.aresluna.org/if-youre-a-button-you-have-one-job/&quot;&gt;If you&amp;apos;re a button, you have one job&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48790689&quot;&gt;If you&amp;apos;re a button, you have one job | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for July 4, 2026</title>
      <link>https://ggulati.com/links/2026/07-04.html</link>
      <guid>https://ggulati.com/links/2026/07-04.html</guid>
      <pubDate>Sat, 04 Jul 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;p&gt;Fable prompts - way more ambitious than my current side projects (with Codex)!&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://github.com/petergpt/3d-prompt-collection&quot;&gt;petergpt/3d-prompt-collection: A presentation-order collection of 3D prompts for copying and reuse.&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://github.com/ammaarreshi/Generals-Mac-iOS-iPad/tree/main&quot;&gt;ammaarreshi/Generals-Mac-iOS-iPad: Command &amp;amp; Conquer Generals: Zero Hour running natively on macOS, iPhone &amp;amp; iPad&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48788283&quot;&gt;Command &amp;amp; Conquer Generals: Zero Hour running natively on macOS, iPhone &amp;amp; iPad | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for July 3, 2026</title>
      <link>https://ggulati.com/links/2026/07-03.html</link>
      <guid>https://ggulati.com/links/2026/07-03.html</guid>
      <pubDate>Fri, 03 Jul 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://archive.is/udprt&quot;&gt;How Britain Became as Poor as Mississippi - The Atlantic&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;Related:&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://danluu.com/ai-coding/&quot;&gt;Agentic test processes, LLM benchmarks, and other notes on agentic coding from Galapagos Island&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://danluu.com/testing/&quot;&gt;Given that we spend little effort on testing, how should we test software?&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for July 2, 2026</title>
      <link>https://ggulati.com/links/2026/07-02.html</link>
      <guid>https://ggulati.com/links/2026/07-02.html</guid>
      <pubDate>Thu, 02 Jul 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://dynomight.substack.com/p/horse&quot;&gt;Integer programming easily encloses horse&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://danielfetz.io/p/how-many-people-have-ever-lived-in-the-united-states&quot;&gt;How Many People Have Ever Lived in the United States?&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.chinatalk.media/p/how-to-buy-cheap-claude-tokens-in&quot;&gt;How to Buy Cheap Claude Tokens in China&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for July 1, 2026</title>
      <link>https://ggulati.com/links/2026/07-01.html</link>
      <guid>https://ggulati.com/links/2026/07-01.html</guid>
      <pubDate>Wed, 01 Jul 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://raiderking.com/inside-chinas-50-billion-gaming-market-and-the-piracy-loophole-threatening-foreign-developers-who-try-to-enter-it/&quot;&gt;Inside China&amp;apos;s $50 Billion Gaming Market - And the Piracy Loophole Threatening Foreign Developers Who Try to Enter It&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://pradyuprasad.com/writings/how-to-ask-for-help/&quot;&gt;How to ask for help from people who don&amp;apos;t know you&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://blog.cloudflare.com/monetization-gateway/&quot;&gt;Announcing the Monetization Gateway: charge for any resource behind Cloudflare via x402&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48746914&quot;&gt;Monetization Gateway: Charge for any resource behind Cloudflare via x402 | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for June 30, 2026</title>
      <link>https://ggulati.com/links/2026/06-30.html</link>
      <guid>https://ggulati.com/links/2026/06-30.html</guid>
      <pubDate>Tue, 30 Jun 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://waag.org/en/article/european-digital-id-wallets-are-gift-google-and-apple/&quot;&gt;European digital ID wallets are a gift to Google and Apple&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48730729&quot;&gt;European digital ID wallets rely on safety services of Google and Apple | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for June 29, 2026</title>
      <link>https://ggulati.com/links/2026/06-29.html</link>
      <guid>https://ggulati.com/links/2026/06-29.html</guid>
      <pubDate>Mon, 29 Jun 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.thediff.co/archive/the-mythical-agent-minute/&quot;&gt;The Mythical Agent-Minute&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://endsdontjustifythemeans.com/p/why-its-all-about-space-stupid&quot;&gt;Why it&amp;apos;s all about space, stupid!&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://scottsumner.substack.com/p/alan-greenspan-rip&quot;&gt;Alan Greenspan, RIP&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://blog.colinbreck.com/when-impressive-performance-gains-do-not-matter/&quot;&gt;When Impressive Performance Gains Do Not Matter&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://lobste.rs/s/fok2dp/when_impressive_performance_gains_do_not&quot;&gt;When Impressive Performance Gains Do Not Matter | Lobsters&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.theguardian.com/us-news/2026/jun/29/supreme-court-geofence-warrants-case-decision&quot;&gt;US supreme court rules geofence warrants require constitutional privacy protections&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48720924&quot;&gt;US Supreme Court rules geofence warrants require constitutional protections | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://danunparsed.com/p/hackerrank-open-source-ats&quot;&gt;HackerRank open sourced its ATS. My resume scored 90/100. Oh wait 74/100. No - 88/100. Actually 83/100.&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48713832&quot;&gt;HackerRank open sourced its ATS. My resume scored 90/100. Oh wait 74. No - 88 | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://tidal.com/ai-policy&quot;&gt;Tidal AI Policy&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48718840&quot;&gt;Tidal AI Policy | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://charitydotwtf.substack.com/p/make-ai-boring-again&quot;&gt;Make AI Boring Again&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://jackdanger.com/technical-debt-financing/&quot;&gt;Technical Debt Financing&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://hamel.dev/blog/posts/eval-smell/&quot;&gt;It&amp;apos;s Hard to Eval Is a Product Smell&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48709670&quot;&gt;GLM 5.2 beats Claude in our benchmarks | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
    </item>
    <item>
      <title>Links for June 28, 2026</title>
      <link>https://ggulati.com/links/2026/06-28.html</link>
      <guid>https://ggulati.com/links/2026/06-28.html</guid>
      <pubDate>Sun, 28 Jun 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;p&gt;Example of the pitfalls of vibecoded handbooks&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48696982&quot;&gt;Fintech Engineering Handbook | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://cephalosec.com/blog/cybersecurity-in-the-post-mythos-era-keep-calm-and-carry-on/&quot;&gt;Cybersecurity in the post-mythos era: Keep calm and carry on!&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48698559&quot;&gt;Post-Mythos Cybersecurity: Keep calm and carry on | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.clinicaltrialsabundance.blog/p/why-were-covid-vaccine-trials-so-fast&quot;&gt;Why were Covid vaccine trials so fast?&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
    </item>
    <item>
      <title>Links for June 27, 2026</title>
      <link>https://ggulati.com/links/2026/06-27.html</link>
      <guid>https://ggulati.com/links/2026/06-27.html</guid>
      <pubDate>Sat, 27 Jun 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://blog.weineng.me/posts/slowest_add/&quot;&gt;Data Access Patterns That Makes Your CPU Really Angry&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://lobste.rs/s/xmsj3r/data_access_patterns_makes_your_cpu&quot;&gt;Data Access Patterns That Makes Your CPU Really Angry | Lobsters&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48696585&quot;&gt;DSpark: Speculative decoding accelerates LLM inference [pdf] | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://spectrum.ieee.org/ai-radio-chip-design&quot;&gt;AI Learns the Dark Art of RF Chip Design&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48660021&quot;&gt;AI learns the dark art of RFIC design | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
    </item>
    <item>
      <title>Links for June 26, 2026</title>
      <link>https://ggulati.com/links/2026/06-26.html</link>
      <guid>https://ggulati.com/links/2026/06-26.html</guid>
      <pubDate>Fri, 26 Jun 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://letter.palladiummag.com/p/war-by-other-means&quot;&gt;War by Other Means&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.theargumentmag.com/p/elon-musks-zero-accountability-life&quot;&gt;Yes, Elon Musk is responsible for the deaths of millions&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
    </item>
    <item>
      <title>Links for June 25, 2026</title>
      <link>https://ggulati.com/links/2026/06-25.html</link>
      <guid>https://ggulati.com/links/2026/06-25.html</guid>
      <pubDate>Thu, 25 Jun 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;p&gt;Extremely good for soft skills &amp; business impact (see especially: &quot;Defining DevRel at Google&quot; at 1:29:20)&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://youtu.be/UlXpOGIpITM&quot;&gt;Kubernetes and retiring at the top with Kelsey Hightower&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;See also: First 90 Days&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://keavy.com/work/where-to-start/&quot;&gt;Where to Start&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48664814&quot;&gt;Anthropic says Alibaba illicitly extracted Claude AI model capabilities | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://blog.jim-nielsen.com/2026/blogging-stating-the-obvious/&quot;&gt;Blogging Can Just Be Stating The Obvious&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48666927&quot;&gt;Blogging can just be stating the obvious | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://mullvad.net/en/why-privacy-matters/state-mass-surveillance&quot;&gt;Democratic and authoritarian countries are competing to see which of them can carry out mass surveillance most and best (worst).&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48672764&quot;&gt;Countries are competing to see which can carry out mass surveillance the best | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.fashionablylatetakes.com/p/architectural-studies-02&quot;&gt;Architectural Studies #02&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.stripeeconomics.com/p/the-age-of-the-solopreneur&quot;&gt;The age of the solopreneur&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://worksinprogress.co/issue/why-the-west-stopped-making-land/&quot;&gt;Why the West stopped making land&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.exponentialview.co/p/the-state-of-the-ai-economy&quot;&gt;The state of the AI economy&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://scrollprize.org/firstscroll&quot;&gt;An entire Herculaneum scroll has been read for the first time&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48675179&quot;&gt;An entire Herculaneum scroll has been read for the first time | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://daringfireball.net/linked/2026/06/25/apple-raises-prices&quot;&gt;Apple Raises Prices on Most Products by 15-25 Percent, but Not iPhones, Watches, or AirPods&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48672732&quot;&gt;Apple raises prices of MacBooks, iPads | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
    </item>
    <item>
      <title>Links for June 24, 2026</title>
      <link>https://ggulati.com/links/2026/06-24.html</link>
      <guid>https://ggulati.com/links/2026/06-24.html</guid>
      <pubDate>Wed, 24 Jun 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://paolino.me/founding-a-company-in-germany/&quot;&gt;Founding a Company in Germany: EUR9,600, 152 Days, and I Still Can&amp;apos;t Send an Invoice&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48658718&quot;&gt;Founding a company in Germany: EUR9600, 152 days and I still can&amp;apos;t send an invoice | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://devblogs.microsoft.com/oldnewthing/20260622-00/?p=112451&quot;&gt;In memory of the man who put red and green squiggles under words&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48648959&quot;&gt;In memory of the man who put red and green squiggles under words | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.sciencenews.org/article/deadly-fungus-cats-people-spreading&quot;&gt;A deadly fungus that can infect cats and people is spreading&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48658186&quot;&gt;A deadly fungus that can infect cats and people is spreading | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48659451&quot;&gt;Slate EV truck starts at $24,950 | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://ben-mini.com/2026/stealing-is-a-skill&quot;&gt;Stealing is a Skill&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48659165&quot;&gt;Stealing Is a Skill | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.krea.ai/blog/krea-2-technical-report&quot;&gt;Krea 2 Technical Report&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48646659&quot;&gt;Krea 2: SOTA open-weights 12B image model | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;Recommended by a generative model researcher I know (see also: Karpathy&apos;s GPT2 youtube series)&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://cs336.stanford.edu/&quot;&gt;Stanford CS336 | Language Modeling from Scratch&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.nature.com/articles/s41467-024-45965-x&quot;&gt;TacticAI: an AI assistant for football tactics&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.deadcarl.com/p/the-death-of-conquest-and-the-costs&quot;&gt;The Death of Conquest and the Costs of Incompetence&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
    </item>
    <item>
      <title>Links for June 23, 2026</title>
      <link>https://ggulati.com/links/2026/06-23.html</link>
      <guid>https://ggulati.com/links/2026/06-23.html</guid>
      <pubDate>Tue, 23 Jun 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.abundanceandgrowth.org/p/ai-science-bottleneck&quot;&gt;Our grandchildren&amp;apos;s AI-science bottleneck&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://unsloth.ai/docs/models/glm-5.2&quot;&gt;GLM-5.2 - How to Run Locally&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48636377&quot;&gt;GLM-5.2 - How to Run Locally | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;see also: cattle, not pets&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://lucumr.pocoo.org/2026/6/23/the-coming-loop/&quot;&gt;The Coming Loop&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48643180&quot;&gt;The Coming Loop | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://ipvm.com/reports/police-chiefs-track&quot;&gt;Flock-Powered Police Chiefs Stalking Women Shows Why Warrants Are Needed&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48634694&quot;&gt;Flock-Powered Police Chiefs Stalking Women Shows Why Warrants Are Needed | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.nytimes.com/interactive/2026/06/21/us/trucks-suv-pedestrian-crashes.html&quot;&gt;The Deadly Rise of Giant Trucks and S.U.V.s&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48623347&quot;&gt;The deadly rise of giant trucks and SUVs | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.theargumentmag.com/p/why-is-it-so-hard-for-liberals-to&quot;&gt;Why is it so hard for liberals to take the W?&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://daringfireball.net/linked/2026/06/22/apple-device-prices-when&quot;&gt;Apple Is Going to Raise Device Prices - but When?&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.aipolicyperspectives.com/p/q-and-a-pangram-ceo&quot;&gt;Q&amp;amp;A: Pangram CEO&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
    </item>
    <item>
      <title>Links for June 22, 2026</title>
      <link>https://ggulati.com/links/2026/06-22.html</link>
      <guid>https://ggulati.com/links/2026/06-22.html</guid>
      <pubDate>Mon, 22 Jun 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;p&gt;(based on 2024 data)&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.politico.com/news/2026/06/21/rent-collections-are-down-in-new-york-and-no-ones-sure-why-00966982&quot;&gt;Rent collections are down in New York and no one&amp;apos;s sure why&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48622987&quot;&gt;Rent collections are down in New York | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.thediff.co/archive/blind-extrapolation-as-a-powerful-force-in-finance/&quot;&gt;Blind Extrapolation as a Powerful Force in Finance&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;Lots of debates on utility, but prob will have some demand from consumers but tbd on medical industry&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.midjourney.com/medical/blogpost&quot;&gt;Midjourney Medical&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48579650&quot;&gt;Midjourney Medical | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://www.astralcodexten.com/p/preliminary-thoughts-on-the-midjourney&quot;&gt;Preliminary Thoughts On The Midjourney Scanner&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://gothamist.com/news/artificial-intelligence-firms-are-feasting-on-manhattan-office-space&quot;&gt;Artificial intelligence firms are feasting on Manhattan office space&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://worksinprogress.co/issue/why-american-data-centers-cant-plug-in/&quot;&gt;Why American data centers can&amp;apos;t plug in&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;RIP&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://futurism.com/advanced-transport/waymo-defeated-new-york-city&quot;&gt;Waymo Has Been Defeated by New York City&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
    </item>
    <item>
      <title>Links for June 21, 2026</title>
      <link>https://ggulati.com/links/2026/06-21.html</link>
      <guid>https://ggulati.com/links/2026/06-21.html</guid>
      <pubDate>Sun, 21 Jun 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.dwarkesh.com/p/the-sample-efficiency-black-hole&quot;&gt;The data black hole at the center of AI&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://lobste.rs/s/d0vsgl/is_ai_ruining_our_skills_early_results_are&quot;&gt;Is AI ruining our skills? Early results are in and they&amp;apos;re not good | Lobsters&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48618455&quot;&gt;Identity verification on Claude | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://fosterelli.co/developers-dont-understand-cors&quot;&gt;Developers don&amp;apos;t understand CORS&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://developer.mozilla.org/en-US/docs/Web/HTTP/Guides/CORS&quot;&gt;Cross-Origin Resource Sharing (CORS)&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48614844&quot;&gt;Developers don&amp;apos;t understand CORS | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.persuasion.community/p/the-myth-of-authoritarian-efficiency&quot;&gt;The Myth of Authoritarian Efficiency&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
    </item>
    <item>
      <title>Links for June 20, 2026</title>
      <link>https://ggulati.com/links/2026/06-20.html</link>
      <guid>https://ggulati.com/links/2026/06-20.html</guid>
      <pubDate>Sat, 20 Jun 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.thediff.co/archive/longreads-open-thread-187/&quot;&gt;Longreads + Open Thread&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://sebastiangarren.com/2026/06/17/lending-is-meritorious-and-should-be-praised-how-the-fifth-lateran-council-unlocked-financial-theory/&quot;&gt;&amp;quot;Lending is Meritorious and Should be Praised&amp;quot;: How The Fifth Lateran Council Unlocked Financial Theory&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://moultano.wordpress.com/2026/06/19/where-to-find-the-colors-your-screen-cant-show-you/&quot;&gt;Where to Find the Colors Your Screen Can&amp;apos;t Show You&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48606140&quot;&gt;Where to Find the Colors Your Screen Can&amp;apos;t Show You | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://ianbarber.blog/2026/06/19/llms-are-complicated-now/&quot;&gt;LLMs are complicated now&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48605355&quot;&gt;LLMs are complicated now | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48598586&quot;&gt;How many of the 170k English words do you know? | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.reuters.com/technology/norway-imposes-near-ban-ai-elementary-school-2026-06-19/&quot;&gt;Norway imposes near ban on AI in elementary school&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48600093&quot;&gt;Norway imposes near ban on AI in elementary school | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
    </item>
    <item>
      <title>Links for June 19, 2026</title>
      <link>https://ggulati.com/links/2026/06-19.html</link>
      <guid>https://ggulati.com/links/2026/06-19.html</guid>
      <pubDate>Fri, 19 Jun 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://agglomerations.eig.org/p/ai-versus-the-china-shock&quot;&gt;AI versus the China Shock&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://blog.jxmo.io/p/zen-and-the-art-of-machine-learning&quot;&gt;Zen and the Art of Machine Learning Research&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48549118&quot;&gt;Zen and the Art of Machine Learning Research | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for June 18, 2026</title>
      <link>https://ggulati.com/links/2026/06-18.html</link>
      <guid>https://ggulati.com/links/2026/06-18.html</guid>
      <pubDate>Thu, 18 Jun 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;p&gt;tl;dr: good idea for those 50+ to get the shingles vaccine; also seems to have ~20% reduction in dementia diagnosis&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://erictopol.substack.com/p/spotlight-on-the-shingles-vaccineagain&quot;&gt;Spotlight on the Shingles Vaccine-Again!&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.midjourney.com/medical/blogpost&quot;&gt;Midjourney Medical&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48579650&quot;&gt;Midjourney Medical | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48580209&quot;&gt;Local Qwen isn&amp;apos;t a worse Opus, it&amp;apos;s a different tool | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.elastic.co/search-labs/blog/agent-memory-elasticsearch&quot;&gt;How we built a persistent agent memory layer on Elasticsearch with 0.89 recall and zero tenant leaks&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://storage.googleapis.com/deepmind-media/DeepMind.com/Blog/securing-the-future-of-ai-agents/gdm-ai-control-roadmap.pdf&quot;&gt;Google DeepMind AI Control Roadmap&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for June 17, 2026</title>
      <link>https://ggulati.com/links/2026/06-17.html</link>
      <guid>https://ggulati.com/links/2026/06-17.html</guid>
      <pubDate>Wed, 17 Jun 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://charitydotwtf.substack.com/p/ai-demands-more-engineering-discipline&quot;&gt;AI demands more engineering discipline. Not less&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48570948&quot;&gt;AI demands more engineering discipline. Not less | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.thesignalist.io/s/the-dialogue-dividend/&quot;&gt;The Dialogue Dividend&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48569894&quot;&gt;The Dialogue Dividend | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;Equally / more so applies with AI coding&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.scattered-thoughts.net/writing/setting-goals/&quot;&gt;Setting goals&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://lethain.com/revised-rules-of-engineering-leadership/&quot;&gt;Revised rules of engineering leadership.&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for June 16, 2026</title>
      <link>https://ggulati.com/links/2026/06-16.html</link>
      <guid>https://ggulati.com/links/2026/06-16.html</guid>
      <pubDate>Tue, 16 Jun 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;p&gt;It&apos;s a hard problem! In my side project I also use a consistent, game-local seeded RNG so runs/simulations/etc are all fully deterministic &amp; repeatable. But leads to challenges like the above.&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://tck.mn/blog/correlated-randomness-sts2/&quot;&gt;Correlated randomness in Slay the Spire 2&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48552844&quot;&gt;Correlated randomness in Slay the Spire 2 | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48550779&quot;&gt;I admire Fabrice Bellard. He is almost certainly a better overall programmer | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://roman.pt/posts/linkedin-backdoor/&quot;&gt;A backdoor in a LinkedIn job offer&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48546294&quot;&gt;A backdoor in a LinkedIn job offer | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for June 15, 2026</title>
      <link>https://ggulati.com/links/2026/06-15.html</link>
      <guid>https://ggulati.com/links/2026/06-15.html</guid>
      <pubDate>Mon, 15 Jun 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://archive.is/J1Nv0&quot;&gt;Forget the World Cup. Culture is becoming more fragmented&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.bakerinstitute.org/research/locked-low-gear-mexicos-struggling-economy&quot;&gt;Locked in Low Gear: Mexico&amp;apos;s Struggling Economy&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://stratechery.com/2026/anthropics-safety-superpower/&quot;&gt;Anthropic&amp;apos;s Safety Superpower&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48539078&quot;&gt;Anthropic&amp;apos;s Safety Superpower | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;&quot;Champions of a European AI model should ask themselves if a European effort would be more effective than Meta, which this year will spend more on chips ($125 billion) than Germany spends on defense ($114 billion) and offer salaries of over $100 million to attract the best researchers, and is still failing to catch up. Elon Musk tried and failed to build a good AI model.&quot;&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.siliconcontinent.com/p/nineteen-thoughts-on-ai-and-europe&quot;&gt;Nineteen thoughts on AI and Europe&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://pgasawa.bearblog.dev/unsafe-ai-or-consolidated-power-ais-false-dichotomy/&quot;&gt;Unsafe AI or Consolidated Power: AI&amp;apos;s False Dichotomy&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://worksinprogress.co/issue/albertas-war-on-rats/&quot;&gt;How Alberta eradicated rats&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://vladfeinberg.com/2026/05/10/how-to-land-a-job-at-a-frontier-lab.html&quot;&gt;How to Land a Frontier Lab Job&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for June 14, 2026</title>
      <link>https://ggulati.com/links/2026/06-14.html</link>
      <guid>https://ggulati.com/links/2026/06-14.html</guid>
      <pubDate>Sun, 14 Jun 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.overcomingbias.com/p/the-promise-of-polymath-llms&quot;&gt;The Promise of Polymath LLMs&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://massaitc.org/2025/07/02/2025-a2-national-symposium-plenary-talk-michael-kahana-phd-managing-cognitive-impairment-from-early-diagnosis-to-support-care/&quot;&gt;2025 a2 National Symposium Plenary Talk: Michael Kahana, PhD - AI-Guided Closed-Loop Stimulation to Enhance Memory&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://medium.com/@jamesacowling/stepping-stones-not-milestones-e6be0073563f&quot;&gt;Stepping Stones not Milestones&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.swissinfo.ch/eng/swiss-politics/swiss-voters-reject-proposal-to-cap-population-at-ten-million/91548146&quot;&gt;Swiss voters reject proposal to cap population at ten million&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48529149&quot;&gt;Swiss voters reject proposal to cap population at ten million | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for June 13, 2026</title>
      <link>https://ggulati.com/links/2026/06-13.html</link>
      <guid>https://ggulati.com/links/2026/06-13.html</guid>
      <pubDate>Sat, 13 Jun 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;p&gt;Sarah Paine, more historical background here (vs just modern history)&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://youtu.be/OS1NZLgKM2c&quot;&gt;Sarah Paine - Why Putin and Xi can&amp;apos;t escape geography&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://x.com/i/status/2065778604110184742&quot;&gt;Anton Leicht on the Fable ban&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://tim.blog/2026/06/12/has-ai-already-killed-nonfiction/&quot;&gt;Has AI Already Killed How-To Nonfiction? Sales Trends, My Personal Data, and What It Might Mean for the Future&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://bycig.substack.com/p/the-economics-behind-the-spurs&quot;&gt;The economics behind the Spurs.&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;Codex $100 is plenty for even dedicated hobbyist coding IME, but if you&apos;re doing a startup I would get double $200 subs (OpenAI + Anthropic) and go from there. Paying API rates for me at work is thousands per month spend.&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48518969&quot;&gt;AI coding at home without going broke | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://archive.is/u0qdF&quot;&gt;How a Tiny British Island Fell Into an International Gambling Scandal&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://gwern.net/guardian-angel&quot;&gt;Guardian Angels: LLM Personalization for Productivity and Security&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;OpenRouter trying to standardize the common practice of blending expensive &amp; cheap models. Also interesting is the &quot;Preventing Models From Cheating&quot; section, b/c it is a bit of tooling/tech to be able to run evals on models that can access eval-related data/solutions through general search (web, code search, or internal company search tools)&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://openrouter.ai/blog/announcements/fusion-beats-frontier/&quot;&gt;Surpassing Frontier Performance with Fusion&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://tonsky.me/blog/every-frame-perfect/&quot;&gt;Every Frame Perfect&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48516251&quot;&gt;Every Frame Perfect | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://archive.fo/BIOej&quot;&gt;Police officer under criminal investigation over alleged use of AI&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48520807&quot;&gt;Police officer investigated for using AI to &amp;apos;create evidence&amp;apos; in multiple cases | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for June 12, 2026</title>
      <link>https://ggulati.com/links/2026/06-12.html</link>
      <guid>https://ggulati.com/links/2026/06-12.html</guid>
      <pubDate>Fri, 12 Jun 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.writingruxandrabio.com/p/manufacturing-requirements-are-killing&quot;&gt;Manufacturing requirements are killing cell and gene therapy&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://archive.is/YEwiT&quot;&gt;Urban pollution in wealthy world still adding to heart damage, study finds&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.scattered-thoughts.net/writing/writing/&quot;&gt;Writing&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48509143&quot;&gt;MMORPG world of ClaudeCraft, vibe coded with Fable 5 | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for June 11, 2026</title>
      <link>https://ggulati.com/links/2026/06-11.html</link>
      <guid>https://ggulati.com/links/2026/06-11.html</guid>
      <pubDate>Thu, 11 Jun 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48464140&quot;&gt;What it feels like to work with Mythos | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://www.endorlabs.com/learn/claude-fable-5-mythos-grade-hype&quot;&gt;Claude Fable 5: Mythos-grade hype, record cheating, and a few hall-of-fame entries&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48492210&quot;&gt;Claude Fable 5: mid-tier results on coding tasks | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;Roughly endorse the first couple sections; a prior manager I had also recommended having 20% slack [at work] - which can be used for reading, thinking, etc; and when it’s crunch time can ofc allocate that as needed

Lately I’ve been using my “20% time” at work to be putting out one side project or another, typically done by a Claude or two in the background of my main work. Not sure on the implications of that for having real slack time to think/process/etc in the background&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.seangoedecke.com/doing-nothing-at-work/&quot;&gt;Doing nothing at work&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48442880&quot;&gt;Doing nothing at work | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://blog.janestreet.com/formal-methods-at-jane-street-index/&quot;&gt;Formal methods and the future of programming&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for June 10, 2026</title>
      <link>https://ggulati.com/links/2026/06-10.html</link>
      <guid>https://ggulati.com/links/2026/06-10.html</guid>
      <pubDate>Wed, 10 Jun 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;p&gt;Some of this philosophy is why my personal website is a simple static site (but ofc I can embed JS plugins so not entirely)&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://mohkohn.co.uk/writing/html-first/&quot;&gt;How building an HTML-first site doubled our users overnight&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://lobste.rs/s/esvncd/how_building_html_first_site_doubled_our&quot;&gt;How building an HTML-first site doubled our users overnight | Lobsters&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48475483&quot;&gt;How building an HTML-first site doubled our users overnight | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://the-decoder.com/landmark-german-ruling-declares-googles-ai-overviews-are-googles-own-words-and-makes-it-liable-for-false-answers/&quot;&gt;Landmark German ruling declares Google&amp;apos;s AI Overviews are Google&amp;apos;s own words and makes it liable for false answers&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48470248&quot;&gt;Landmark German ruling declares Google&amp;apos;s AI Overviews are Google&amp;apos;s own words and makes it liable for false answers | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;p classic prompt injection&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://blue41.com/blog/how-we-helped-bunq-secure-their-financial-ai-assistant/&quot;&gt;How we helped Bunq secure their financial AI assistant&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;Jailbreaking LLM auto analysis by adding nuclear &amp; bio weapons text, so it triggers LLM safety refusals&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://socket.dev/blog/mini-shai-hulud-miasma-and-hades-worms-target-bioinformatics-and-mcp-developers-via-malicious&quot;&gt;Mini Shai-Hulud, Miasma, and Hades Worms Target Bioinformatics and MCP Developers via Malicious PyPI Wheels&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for June 9, 2026</title>
      <link>https://ggulati.com/links/2026/06-09.html</link>
      <guid>https://ggulati.com/links/2026/06-09.html</guid>
      <pubDate>Tue, 09 Jun 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://tratt.net/laurie/blog/2026/test_case_reducers_are_underappreciated_debugging_tools.html&quot;&gt;Test-case Reducers Are Underappreciated Debugging Tools&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://lobste.rs/s/zwn4xe/test_case_reducers_are_underappreciated&quot;&gt;Test-case Reducers Are Underappreciated Debugging Tools | Lobsters&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.oneusefulthing.org/p/what-it-feels-like-to-work-with-mythos&quot;&gt;What it feels like to work with Mythos&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48464140&quot;&gt;What it feels like to work with Mythos | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for June 8, 2026</title>
      <link>https://ggulati.com/links/2026/06-08.html</link>
      <guid>https://ggulati.com/links/2026/06-08.html</guid>
      <pubDate>Mon, 08 Jun 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://srajagopalan.substack.com/p/a-for-effort-how-ai-upends-copyright&quot;&gt;A for Effort: How AI Upends Copyright Law&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://artificialauthority.ai/p/the-lump-of-law-fallacy&quot;&gt;The Lump of Law Fallacy&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.troyhunt.com/1000-data-breaches-later-the-disclosure-lag-is-worse-than-ever/&quot;&gt;1,000 Data Breaches Later, the Disclosure Lag is Worse Than Ever&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48440952&quot;&gt;1k Data Breaches Later, the Disclosure Lag Is Worse | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48437290&quot;&gt;Making peace with your unlived dreams | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.thediff.co/archive/its-maturity-transformation-all-the-way-down/&quot;&gt;It&amp;apos;s Maturity Transformation All the Way Down&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for June 6, 2026</title>
      <link>https://ggulati.com/links/2026/06-06.html</link>
      <guid>https://ggulati.com/links/2026/06-06.html</guid>
      <pubDate>Sat, 06 Jun 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.economicforces.xyz/p/a-compute-tax-is-a-really-dumb-idea&quot;&gt;A compute tax is a REALLY dumb idea&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.construction-physics.com/p/how-long-does-it-take-to-plan-a-bridge&quot;&gt;How Long Does It Take to Plan a Bridge?&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://scottsumner.substack.com/p/the-world-is-bigger-than-you-can&quot;&gt;The world is bigger than you can imagine&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for June 5, 2026</title>
      <link>https://ggulati.com/links/2026/06-05.html</link>
      <guid>https://ggulati.com/links/2026/06-05.html</guid>
      <pubDate>Fri, 05 Jun 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.anthropic.com/institute/recursive-self-improvement&quot;&gt;When AI builds itself&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://claude.com/blog/how-anthropic-enables-self-service-data-analytics-with-claude&quot;&gt;How Anthropic enables self-service data analytics with Claude&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://writing.antonleicht.me/p/betting-on-humans&quot;&gt;Betting On Humans&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://marginalrevolution.com/marginalrevolution/2026/06/sentences-to-ponder-139.html&quot;&gt;Sentences to ponder&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://davidoks.blog/p/why-china-got-rich-and-india-didnt&quot;&gt;Why China got rich and India didn&amp;apos;t&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for June 2, 2026</title>
      <link>https://ggulati.com/links/2026/06-02.html</link>
      <guid>https://ggulati.com/links/2026/06-02.html</guid>
      <pubDate>Tue, 02 Jun 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.ggd.world/p/how-does-female-emancipation-affect&quot;&gt;How does Female Emancipation affect GDP?&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://archive.ph/DqPNZ&quot;&gt;Americans don&amp;apos;t know how to fight AI. So they&amp;apos;re fighting data centers.&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://blog.washi.dev/posts/custom-attributes-and-why-they-suck/&quot;&gt;Why Custom Attributes in .NET give me Nightmares&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48343435&quot;&gt;Why Custom Attributes in .NET Give Me Nightmares | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://research.perplexity.ai/articles/rethinking-search-as-code-generation&quot;&gt;Rethinking Search as Code Generation&lt;/a&gt;&lt;/li&gt;&lt;li&gt;Related: &lt;a href=&quot;https://davistreybig.substack.com/p/how-agents-use-systems-differently&quot;&gt;How Agents Use Systems Differently&lt;/a&gt; (&lt;a href=&quot;/links/2026/05-14.html&quot;&gt;previously shared&lt;/a&gt;)&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://worksinprogress.co/issue/samurai-city/&quot;&gt;Samurai city&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://coveillance.org/a-walking-tour-of-surveillance-infrastructure-in-seattle/&quot;&gt;A walking tour of surveillance infrastructure in Seattle&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48369980&quot;&gt;A walking tour of surveillance infrastructure in Seattle (2020) | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.platformer.news/boris-cherny-interview-ai-jobs/&quot;&gt;Claude Code&amp;apos;s creator on the end of the software engineer&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for June 1, 2026</title>
      <link>https://ggulati.com/links/2026/06-01.html</link>
      <guid>https://ggulati.com/links/2026/06-01.html</guid>
      <pubDate>Mon, 01 Jun 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.0xsid.com/blog/meta-account-takeover-fiasco&quot;&gt;The newest Instagram &amp;quot;exploit&amp;quot; is the goofiest I&amp;apos;ve seen&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48358646&quot;&gt;Anthropic confidentially submits draft S-1 to the SEC | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.thediff.co/archive/using-ai-for-writing-like-a-responsible-adult/&quot;&gt;Using AI for Writing like a Responsible Adult&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://30fps.net/pages/255-vs-256-division/&quot;&gt;Should you normalize RGB values by 255 or 256?&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for May 31, 2026</title>
      <link>https://ggulati.com/links/2026/05-31.html</link>
      <guid>https://ggulati.com/links/2026/05-31.html</guid>
      <pubDate>Sun, 31 May 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;p&gt;Interesting interview with a well known name about the hedge fund industry, starting with an introductory 201-level explanation of what a quant is, what hedge funds do, etc. Recommended by a Citadel analyst&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://youtu.be/yxqTervPZe8?si=c7nR_DGyxTKdUsPG&quot;&gt;Giuseppe Paleologo - Multi-Manager Hedge Funds &amp;amp; Thinking Deeply About Simple Things (S7E11)&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://techcrunch.com/2026/05/27/meta-officially-launches-instagram-facebook-and-whatsapp-subscriptions-with-more-to-come-including-ai-plans/&quot;&gt;Meta officially launches Instagram, Facebook, and WhatsApp subscriptions&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48347354&quot;&gt;Meta launches Instagram, Facebook, and WhatsApp subscriptions | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://blog.lauramichet.com/what-its-like-to-have-the-machine-that-keeps-you-alive-die-while-youre-on-vacation/&quot;&gt;What it&amp;apos;s like to have the machine that keeps you alive die while you&amp;apos;re on vacation&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48313427&quot;&gt;Having your insulin pump die while you&amp;apos;re on vacation | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for May 30, 2026</title>
      <link>https://ggulati.com/links/2026/05-30.html</link>
      <guid>https://ggulati.com/links/2026/05-30.html</guid>
      <pubDate>Sat, 30 May 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://marginalrevolution.com/marginalrevolution/2026/05/80000-hours-the-book.html&quot;&gt;80,000 Hours: The Book&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.bain.com/insights/synthetic-customers-earn-their-stripes/&quot;&gt;Synthetic Customers Earn Their Stripes&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://listomania.substack.com/p/soft-serve-and-soft-power&quot;&gt;Soft Serve and Soft Power&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://listomania.substack.com/p/celtuce-and-the-city-foreign-chains&quot;&gt;Celtuce and the City: Foreign Chains&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48338660&quot;&gt;OpenRouter raises $113M Series B | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
    </item>
    <item>
      <title>Links for May 29, 2026</title>
      <link>https://ggulati.com/links/2026/05-29.html</link>
      <guid>https://ggulati.com/links/2026/05-29.html</guid>
      <pubDate>Fri, 29 May 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://blog.cryptographyengineering.com/2026/05/29/fooling-around-with-encrypted-reasoning-blobs/&quot;&gt;Fooling around with encrypted reasoning blobs&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.construction-physics.com/p/where-are-the-economies-of-scale&quot;&gt;Where Are the Economies of Scale in Homebuilding?&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for May 28, 2026</title>
      <link>https://ggulati.com/links/2026/05-28.html</link>
      <guid>https://ggulati.com/links/2026/05-28.html</guid>
      <pubDate>Thu, 28 May 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;p&gt;Quality is the real challenge, not orchestration technical capability IMO&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://claude.com/blog/introducing-dynamic-workflows-in-claude-code&quot;&gt;Introducing dynamic workflows in Claude Code&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48311705&quot;&gt;Introducing dynamic workflows in Claude Code | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for May 27, 2026</title>
      <link>https://ggulati.com/links/2026/05-27.html</link>
      <guid>https://ggulati.com/links/2026/05-27.html</guid>
      <pubDate>Wed, 27 May 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://simonwillison.net/2026/May/27/product-market-fit/&quot;&gt;I think Anthropic and OpenAI have found product-market fit&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48296794&quot;&gt;I think Anthropic and OpenAI have found product-market fit | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://worksinprogress.co/issue/review-recession-the-real-reasons-economies-shrink-and-what-to-do-about-it/&quot;&gt;Review: Recession, The Real Reasons Economies Shrink and What to Do About It&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for May 26, 2026</title>
      <link>https://ggulati.com/links/2026/05-26.html</link>
      <guid>https://ggulati.com/links/2026/05-26.html</guid>
      <pubDate>Tue, 26 May 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.thediff.co/archive/the-rocketship/&quot;&gt;The RocketshipSpaceX is finally going public&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.reuters.com/business/spain-blocks-prediction-markets-polymarket-kalshi-over-lack-gambling-licences-2026-05-26/&quot;&gt;Spain blocks prediction markets Polymarket, Kalshi over lack of gambling licences&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48279316&quot;&gt;Spain blocks prediction markets Polymarket, Kalshi over lack of gambling licence | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://dynomight.net/crc-rates/&quot;&gt;Is &amp;quot;colorectal cancer&amp;quot; rising in &amp;quot;young people&amp;quot;?&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48281539&quot;&gt;Is &amp;quot;colorectal cancer&amp;quot; rising in &amp;quot;young people&amp;quot;? | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.faangfire.com/p/my-direct-indexing-experience-year&quot;&gt;My Direct Indexing Experience (Year 2)&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for May 25, 2026</title>
      <link>https://ggulati.com/links/2026/05-25.html</link>
      <guid>https://ggulati.com/links/2026/05-25.html</guid>
      <pubDate>Mon, 25 May 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.youtube.com/watch?v=MurmAcAQNtg&quot;&gt;Wendougee: The Most Interesting Manufacturer in China?&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://notcompeting.substack.com/p/kids-and-china-in-central-asia&quot;&gt;Kids and China in Central Asia&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for May 24, 2026</title>
      <link>https://ggulati.com/links/2026/05-24.html</link>
      <guid>https://ggulati.com/links/2026/05-24.html</guid>
      <pubDate>Sun, 24 May 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;p&gt;People are using this to turn 2d AI art to 3D to then use in game dev / animations. Both directly (3D game etc) and indirectly (3D model, rotated and posed in different ways to make a consistent 2D spritesheet, which is otherwise hard / requires LoRA etc)&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.tripo3d.ai/&quot;&gt;Tripo | Easy 2D to 3D: Free AI 3D Models From Images or Texts&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;His next finished series&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://acoup.blog/2026/05/22/collections-raising-carthaginian-armies-part-v-how-a-carthaginian-army-fights/&quot;&gt;Collections: Raising Carthaginian Armies, Part V: How a Carthaginian Army Fights&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48256953&quot;&gt;DeepSeek Reasonix, DeepSeek native coding agent with high caching and low cost | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for May 23, 2026</title>
      <link>https://ggulati.com/links/2026/05-23.html</link>
      <guid>https://ggulati.com/links/2026/05-23.html</guid>
      <pubDate>Sat, 23 May 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://horace.io/brrr_intro.html&quot;&gt;Making Deep Learning Go Brrrr From First Principles&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48246889&quot;&gt;Making Deep Learning Go Brrrr From First Principles | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;li&gt;Related: &lt;a href=&quot;https://www.youtube.com/watch?v=xmkSf5IS-zw&quot;&gt;How GPT, Claude, and Gemini are actually trained and served - Reiner Pope&lt;/a&gt;&lt;/li&gt;&lt;li&gt;Flashcards for the above: &lt;a href=&quot;https://flashcards.dwarkesh.com/&quot;&gt;Dwarkesh Podcast Flashcards&lt;/a&gt;&lt;/li&gt;&lt;li&gt;Also related: &lt;a href=&quot;https://www.youtube.com/watch?v=139UPjoq7Kw&quot;&gt;Building Machine Learning Systems for a Trillion Trillion Floating Point Operations&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;By Knausgaard&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://granta.com/a-strange-birds-cry/&quot;&gt;A Strange Bird&amp;apos;s Cry&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://nicholasdecker.substack.com/p/what-do-unions-do&quot;&gt;What Do Unions Do?&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://americanaffairsjournal.org/2026/05/the-appreciation-constituency-land-credit-and-the-politics-of-protected-assets/&quot;&gt;The Appreciation Constituency: Land, Credit, and the Politics of Protected Assets&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://x.com/i/status/2058231818076242297&quot;&gt;Built my own thematic coding engine for @deuteroai&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for May 22, 2026</title>
      <link>https://ggulati.com/links/2026/05-22.html</link>
      <guid>https://ggulati.com/links/2026/05-22.html</guid>
      <pubDate>Fri, 22 May 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://modelrift.com/blog/openscad-llm-benchmark/&quot;&gt;OpenSCAD LLM Benchmark: Building the Pantheon&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48234090&quot;&gt;OpenSCAD LLM Benchmark: Building the Pantheon | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;Shreya is always excellent&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.sh-reya.com/blog/ai-qual-analysis/&quot;&gt;Exploring Agent-Assisted Qualitative Analysis&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;Pretty classic, it&apos;s why I got my new PC early last year (also pre-tariffs) and new phones earlier this year

In general suggest getting your long-lived consumer hardware now, b/c it will prob take 1-2y (or more) before prices drop meaningfully. And rn many manufacturers are still semi-subsidizing/not pricing in cost increases just yet due to manufacturing &amp; stocking timelines (e.g. recent Switch price increases)&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://davidoks.blog/p/ai-is-killing-the-cheap-smartphone&quot;&gt;AI is killing the cheap smartphone&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48229319&quot;&gt;AI is killing the cheap smartphone | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;comments better than article&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://davidoks.blog/p/why-japanese-companies-do-so-many&quot;&gt;Why Japanese companies do so many different things&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48237163&quot;&gt;Why Japanese companies do so many different things | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.anthropic.com/research/glasswing-initial-update&quot;&gt;Project Glasswing: An initial update&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48240419&quot;&gt;Project Glasswing: An initial update | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for May 21, 2026</title>
      <link>https://ggulati.com/links/2026/05-21.html</link>
      <guid>https://ggulati.com/links/2026/05-21.html</guid>
      <pubDate>Thu, 21 May 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;p&gt;Related: residential proxy abuse makes scraper traffic harder to block.&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://weirdgloop.org/blog/clankers&quot;&gt;Aggressive AI scrapers are making it kinda suck to run wikis&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://lobste.rs/s/k21pdb/aggressive_ai_scrapers_are_making_it&quot;&gt;Aggressive AI scrapers are making it kinda suck to run wikis | Lobsters&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://cloud.google.com/blog/topics/threat-intelligence/disrupting-largest-residential-proxy-network&quot;&gt;No Place Like Home Network: Disrupting the World&amp;apos;s Largest Residential Proxy Network&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://blog.google/products/ads-commerce/google-marketing-live-search-ads/&quot;&gt;New Gemini-powered ad formats coming to Google Search&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48220105&quot;&gt;New Gemini-powered ad formats coming to Google Search | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://indevelopmentmag.substack.com/p/cheap-drugs-arent-enough-fixing-opioid&quot;&gt;India&amp;apos;s Treatable Crisis: Why 7 Million Opioid Patients Go Without Care&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.hollywoodreporter.com/music/music-industry-news/spotify-will-start-reserving-concert-tickets-for-superfans-1236603106/&quot;&gt;Spotify Will Start Reserving Concert Tickets for Superfans&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48225357&quot;&gt;Spotify Will Start Reserving Concert Tickets for Superfans | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://techcrunch.com/2026/05/21/waymo-pauses-atlanta-service-as-its-robotaxis-keep-driving-into-floods/&quot;&gt;Waymo pauses Atlanta service as its robotaxis keep driving into floods&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48225426&quot;&gt;Waymo pauses Atlanta service as its robotaxis keep driving into floods | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;Retraglutide is achieving bariatric-surgery-scale results&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.cnbc.com/2026/05/21/eli-lilly-weight-loss-drug-retatrutide-clears-obesity-trial.html&quot;&gt;Eli Lilly says new weight loss drug clears obesity trial&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for May 20, 2026</title>
      <link>https://ggulati.com/links/2026/05-20.html</link>
      <guid>https://ggulati.com/links/2026/05-20.html</guid>
      <pubDate>Wed, 20 May 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://ourworldindata.org/data-insights/tajikistans-remittances-are-worth-nearly-half-the-countrys-gdp&quot;&gt;Tajikistan&amp;apos;s remittances are worth nearly half the country&amp;apos;s GDP&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://openai.com/index/model-disproves-discrete-geometry-conjecture/&quot;&gt;An OpenAI model has disproved a central conjecture in discrete geometry&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for May 19, 2026</title>
      <link>https://ggulati.com/links/2026/05-19.html</link>
      <guid>https://ggulati.com/links/2026/05-19.html</guid>
      <pubDate>Tue, 19 May 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48188183&quot;&gt;The last six months in LLMs in five minutes | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-3-5/#frontier-intelligence&quot;&gt;Gemini 3.5: frontier intelligence with action&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48196570&quot;&gt;Gemini 3.5: frontier intelligence with action | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://krebsonsecurity.com/2026/05/cisa-admin-leaked-aws-govcloud-keys-on-github/&quot;&gt;CISA Admin Leaked AWS GovCloud Keys on Github&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48190454&quot;&gt;CISA Admin Leaked AWS GovCloud Keys on Github | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://nanransohoff.substack.com/p/the-third-wave-of-american-philanthropy&quot;&gt;The Third Wave of American Philanthropy&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://nanransohoff.substack.com/p/there-should-be-general-managers&quot;&gt;There Should Be General Managers&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for May 18, 2026</title>
      <link>https://ggulati.com/links/2026/05-18.html</link>
      <guid>https://ggulati.com/links/2026/05-18.html</guid>
      <pubDate>Mon, 18 May 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://lalitm.com/post/dont-answer-the-first-question/&quot;&gt;Don&amp;apos;t answer the first question&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://lobste.rs/s/dt92ad/don_t_answer_first_question&quot;&gt;Don&amp;apos;t answer the first question | Lobsters&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.thediff.co/archive/what-can-you-learn-from-a-deterministically-chaotic-market-simulation/&quot;&gt;What Can You Learn From a Deterministically Chaotic Market Simulation?&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;&quot;Apparently, in the era of AI, there are a lot of delusional old people out there! They can&apos;t tell fact from fiction, but in many cases have unwarranted confidence in their ability to do so. This seems like a very bad combination, and indicates that the elderly will be falling for a lot of scams over the next few decades, in the same way they fall for non-AI internet and telemarketing scams.&quot;&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.richardhanania.com/p/can-ai-replace-me-already&quot;&gt;Can AI Replace Me Already?&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.theargumentmag.com/p/we-tested-one-of-the-medias-favorite&quot;&gt;We tested one of the media&amp;apos;s favorite economic theories&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for May 17, 2026</title>
      <link>https://ggulati.com/links/2026/05-17.html</link>
      <guid>https://ggulati.com/links/2026/05-17.html</guid>
      <pubDate>Sun, 17 May 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://openai.com/index/malta-chatgpt-plus-partnership/&quot;&gt;OpenAI and Malta partner to bring ChatGPT Plus to all citizens&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://archive.is/ytw2m&quot;&gt;Everlane Is Selling Out to Shein&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for May 16, 2026</title>
      <link>https://ggulati.com/links/2026/05-16.html</link>
      <guid>https://ggulati.com/links/2026/05-16.html</guid>
      <pubDate>Sat, 16 May 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://archive.is/ztNDS&quot;&gt;Why birth rates are falling everywhere all at once&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;The specific exhaustion of being a mother.&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://archive.is/fD61k&quot;&gt;Why Am I So Tired?&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.seangoedecke.com/steering-vectors/&quot;&gt;DeepSeek-V4-Flash means LLM steering is interesting again&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48160807&quot;&gt;DeepSeek-V4-Flash means LLM steering is interesting again | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for May 15, 2026</title>
      <link>https://ggulati.com/links/2026/05-15.html</link>
      <guid>https://ggulati.com/links/2026/05-15.html</guid>
      <pubDate>Fri, 15 May 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48141234&quot;&gt;Claude for Legal | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;tl;dr: Restaurant patrons in a recent study tipped their servers up to about 1 percentage point less on Saturdays and Sundays.&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://archive.is/aDZSP&quot;&gt;Why Do People Tip Less on the Weekends?&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.theintrinsicperspective.com/p/how-the-mfa-swallowed-literature&quot;&gt;How the MFA swallowed literature&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://chreke.com/posts/sql-incorrect-by-construction&quot;&gt;SQL: Incorrect by Construction&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://lobste.rs/s/wehmq6/sql_incorrect_by_construction&quot;&gt;SQL: Incorrect by Construction | Lobsters&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for May 14, 2026</title>
      <link>https://ggulati.com/links/2026/05-14.html</link>
      <guid>https://ggulati.com/links/2026/05-14.html</guid>
      <pubDate>Thu, 14 May 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://x.com/i/status/2054866460900536689&quot;&gt;Why aren&amp;apos;t oil prices higher?&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://davistreybig.substack.com/p/how-agents-use-systems-differently&quot;&gt;How Agents Use Systems Differently&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;Some inside baseball
&quot;Let me paint two scenarios. In one, people are fine with AI-generated slop despite their protests, the platforms shrug, and feeds become a slop war. In the otherwhich I think is more likely people hit a threshold where the internet enshittifies to the point of being unusable and they retreat into private spaces with trusted voices.

If that happens, parasocial relationships with creators will hit warp speed. People will seek out the creators, influencers, and voices they really want to hear from by going to them directly. And their real conversations move further underground into group chats, WhatsApp groups, Instagram DMs, Snapchat, Discord servers.&quot;

I also agree the second scenario is more likely - see also Imas&apos;s articles on &apos;what is scarce&apos;, relational economy, etc&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.thebulwark.com/p/heres-what-i-told-the-dnc-autopsy-biden-harris-2024-lessons-democrats-2028&quot;&gt;Here&amp;apos;s What I Told the DNC Autopsy&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://aleximas.substack.com/p/what-will-be-scarce&quot;&gt;What will be scarce?&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://jasmi.news/p/party-in-the-permanent-underclass&quot;&gt;Notes on AI, Labor, and China&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for May 13, 2026</title>
      <link>https://ggulati.com/links/2026/05-13.html</link>
      <guid>https://ggulati.com/links/2026/05-13.html</guid>
      <pubDate>Wed, 13 May 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://lobste.rs/s/oznirn/redis_cost_ambition&quot;&gt;Redis and the Cost of Ambition | Lobsters&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48120629&quot;&gt;I moved my digital stack to Europe | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.tomshardware.com/tech-industry/spacex-files-for-55-billion-semiconductor-fab-in-rural-texas&quot;&gt;SpaceX files for $55 billion semiconductor fab in rural Texas for Musk&amp;apos;s Terafab - total chipmaking fab investment could reach $119 billion&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://openai.com/index/new-ways-to-buy-chatgpt-ads/&quot;&gt;New ways to buy ChatGPT ads&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://blog.google/products-and-platforms/products/search/explore-web-generative-ai-search/&quot;&gt;5 new ways to explore the web with generative AI in Search&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;Related: Amazon delivered more parcels in 2025 than the Big 3 domestically in the US.&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.aboutamazon.com/news/retail/amazon-supply-chain-services-for-business&quot;&gt;Amazon launches Supply Chain Services for businesses of all sizes&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://shipmatrix.com/wp-content/uploads/2026/03/SMx-Press-Release-on-2025-Parcel-Market-3.16.2026.pdf&quot;&gt;Amazon delivered more parcels in 2025 than the Big 3&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.healthsystemtracker.org/brief/what-drives-health-spending-in-the-u-s-compared-to-other-countries/&quot;&gt;What drives health spending in the U.S. compared to other countries?&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://freesystems.substack.com/p/the-politics-of-jobless-prosperity&quot;&gt;The Politics of Jobless Prosperity&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for May 12, 2026</title>
      <link>https://ggulati.com/links/2026/05-12.html</link>
      <guid>https://ggulati.com/links/2026/05-12.html</guid>
      <pubDate>Tue, 12 May 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://matklad.github.io/2026/05/12/software-architecture.html&quot;&gt;Learning Software Architecture&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48106024&quot;&gt;Learning Software Architecture | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://www.scattered-thoughts.net/writing/reflections-on-a-decade-of-coding/&quot;&gt;Reflections on a decade of coding&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48100433&quot;&gt;If AI writes your code, why use Python? | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://martin.sh/i-let-ai-build-a-tool-to-help-me-figure-out-what-was-waking-me-up-at-night/&quot;&gt;I Let AI Build a Tool to Help Me Figure Out What Was Waking Me Up at Night&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48100662&quot;&gt;I let AI build a tool to help me figure out what was waking me up at night | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://cayimby.org/blog/the-legal-trap-thats-making-california-condos-unaffordable-and-its-not-what-you-think/&quot;&gt;The Legal Trap That&amp;apos;s Making California Condos Unaffordable-And It&amp;apos;s Not What You Think&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://www.therebuild.pub/p/a-starter-home-is-whatever-we-want&quot;&gt;A Starter Home is Whatever We Want it to Be&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Membership 101</title>
      <link>https://ggulati.com/articles/2026/membership-101.html</link>
      <guid>https://ggulati.com/articles/2026/membership-101.html</guid>
      <pubDate>Mon, 11 May 2026 00:00:00 GMT</pubDate>
      <description>In my hot new AI startup, I&apos;m charging $20 a month for an AI that automatically sends you photos of your pet whenever your Ring camera spots them.</description>
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      <title>Links for May 11, 2026</title>
      <link>https://ggulati.com/links/2026/05-11.html</link>
      <guid>https://ggulati.com/links/2026/05-11.html</guid>
      <pubDate>Mon, 11 May 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.thediff.co/archive/why-does-resource-extraction-produce-such-concentrated-wealth/&quot;&gt;Why does Resource Extraction Produce Such Concentrated Wealth?&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for May 10, 2026</title>
      <link>https://ggulati.com/links/2026/05-10.html</link>
      <guid>https://ggulati.com/links/2026/05-10.html</guid>
      <pubDate>Sun, 10 May 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48073680&quot;&gt;Bun&amp;apos;s experimental Rust rewrite hits 99.8% test compatibility on Linux x64 glibc | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48047930&quot;&gt;Idempotency is easy until the second request is different | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.cnn.com/2026/05/06/health/andes-strain-hantavirus-explained&quot;&gt;What doctors know about how the Andes hantavirus spreads&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;Interesting wrt incremental derisking (pop ups, cooking show, then restaurant). Also Nishaan runs off social media (TikTok, IG) - tourists visiting NYC (including esp muslims) go specially to it - can see that mentioned frequently on reviews&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.cnbc.com/2026/04/10/34-year-old-product-manager-opened-a-restaurant-after-being-laid-off-it-brings-in-up-to-140000-a-month.html&quot;&gt;34-year-old product manager opened a restaurant after being laid off - it brings in up to $140,000 a month&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://old.reddit.com/r/AskNYC/comments/1t8on4o/just_for_discussion_what_does_it_cost_to_open_up/?sort=confidence&quot;&gt;Just for discussion: what does it cost to open up a small coffee shop in this city?&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.opendata.dev/blog/faster-timeseries-aggregations&quot;&gt;Faster Timeseries Aggregations&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://www.vldb.org/pvldb/vol8/p1816-teller.pdf&quot;&gt;Gorilla: A Fast, Scalable, In-Memory Time Series Database&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
    </item>
    <item>
      <title>Links for May 9, 2026</title>
      <link>https://ggulati.com/links/2026/05-09.html</link>
      <guid>https://ggulati.com/links/2026/05-09.html</guid>
      <pubDate>Sat, 09 May 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://x.com/i/status/2053117812227596653&quot;&gt;In 2017, a Chinese company called GoGoChicken began sticking ankle bracelets onto all of their newly-hatched chickens to track their locations (via GPS), daily steps, the local air quality, and more.&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://x.com/trq212/status/2052809885763747935&quot;&gt;Using Claude Code: The Unreasonable Effectiveness of HTML&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://thariqs.github.io/html-effectiveness/&quot;&gt;The unreasonable effectiveness of HTML — examples&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48071262&quot;&gt;A recent experience with ChatGPT 5.5 Pro | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://openai.com/index/delivering-low-latency-voice-ai-at-scale/&quot;&gt;How OpenAI delivers low-latency voice AI at scale&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48013919&quot;&gt;How OpenAI delivers low-latency voice AI at scale | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://moq.dev/blog/webrtc-is-the-problem/&quot;&gt;OpenAI&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48051951&quot;&gt;OpenAI’s WebRTC problem | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
    </item>
    <item>
      <title>Links for May 8, 2026</title>
      <link>https://ggulati.com/links/2026/05-08.html</link>
      <guid>https://ggulati.com/links/2026/05-08.html</guid>
      <pubDate>Fri, 08 May 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://apnews.com/article/poland-economy-growth-g20-gdp-26fe06e120398410f8d773ba5661e7aa&quot;&gt;Poland is now among the world&amp;apos;s 20 largest economies. How it happened&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48062117&quot;&gt;Poland is now among the 20 largest economies | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.theargumentmag.com/p/you-cant-redistribute-your-way-out&quot;&gt;You can&amp;apos;t redistribute your way out of a housing shortage&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.ggd.world/p/patriarchal-rents&quot;&gt;Patriarchal Rents&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for May 7, 2026</title>
      <link>https://ggulati.com/links/2026/05-07.html</link>
      <guid>https://ggulati.com/links/2026/05-07.html</guid>
      <pubDate>Thu, 07 May 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.economicforces.xyz/p/you-are-not-a-horse&quot;&gt;You are not a horse&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://deepmind.google/blog/alphaevolve-impact/&quot;&gt;AlphaEvolve: Gemini-powered coding agent scaling impact across fields — Google DeepMind&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48050278&quot;&gt;AlphaEvolve: Gemini-powered coding agent scaling impact across fields | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.anthropic.com/research/natural-language-autoencoders&quot;&gt;Natural Language Autoencoders&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48052537&quot;&gt;Natural Language Autoencoders: Turning Claude&amp;apos;s Thoughts into Text | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for May 6, 2026</title>
      <link>https://ggulati.com/links/2026/05-06.html</link>
      <guid>https://ggulati.com/links/2026/05-06.html</guid>
      <pubDate>Wed, 06 May 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://simonwillison.net/2026/May/6/vibe-coding-and-agentic-engineering/&quot;&gt;Vibe coding and agentic engineering are getting closer than I’d like&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for May 5, 2026</title>
      <link>https://ggulati.com/links/2026/05-05.html</link>
      <guid>https://ggulati.com/links/2026/05-05.html</guid>
      <pubDate>Tue, 05 May 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;p&gt;related to the main discussion here&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.thediff.co/archive/dead-airlines/&quot;&gt;Dead Airlines&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://davidoks.blog/p/why-airlines-are-always-going-bankrupt&quot;&gt;Why airlines are always going bankrupt&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.cnbc.com/2026/04/28/openai-reportedly-missed-revenue-targets-shares-of-oracle-and-these-chip-stocks-are-falling.html&quot;&gt;OpenAI reportedly missed revenue targets. Shares of Oracle and these chip stocks are falling&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.reuters.com/world/asia-pacific/china-blocks-foreign-acquisition-ai-startup-manus-2026-04-27/&quot;&gt;China orders Meta to unwind $2 billion purchase of AI startup Manus&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.anthropic.com/news/finance-agents&quot;&gt;Agents for financial services&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48023533&quot;&gt;Agents for financial services and insurance | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://blog.google/innovation-and-ai/technology/developers-tools/multi-token-prediction-gemma-4/&quot;&gt;Accelerating Gemma 4: faster inference with multi-token prediction drafters&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48024540&quot;&gt;Accelerating Gemma 4: faster inference with multi-token prediction drafters | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for May 4, 2026</title>
      <link>https://ggulati.com/links/2026/05-04.html</link>
      <guid>https://ggulati.com/links/2026/05-04.html</guid>
      <pubDate>Mon, 04 May 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.thediff.co/archive/dead-airlines/&quot;&gt;Dead Airlines&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.cnn.com/2026/05/01/tech/pentagon-ai-anthropic&quot;&gt;Pentagon strikes deals with 8 Big Tech companies after shunning Anthropic&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://openai.com/index/delivering-low-latency-voice-ai-at-scale/&quot;&gt;How OpenAI delivers low-latency voice AI at scale&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=48013919&quot;&gt;How OpenAI delivers low-latency voice AI at scale | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
    </item>
    <item>
      <title>Links for May 3, 2026</title>
      <link>https://ggulati.com/links/2026/05-03.html</link>
      <guid>https://ggulati.com/links/2026/05-03.html</guid>
      <pubDate>Sun, 03 May 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.hhs.se/en/about-us/news/sse/2026/scrapped-inheritance-tax-linked-to-stronger-growth-in-private-firms-with-heirs-swedish-study-shows/&quot;&gt;Study on inheritance tax in Sweden - hhs.se - Stockholm School of Economics&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.city-journal.org/article/loudoun-county-virginia-data-centers-construction&quot;&gt;Loudoun County, Virginia: The Heart of the Data-Center Boom&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for May 2, 2026</title>
      <link>https://ggulati.com/links/2026/05-02.html</link>
      <guid>https://ggulati.com/links/2026/05-02.html</guid>
      <pubDate>Sat, 02 May 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.thediff.co/archive/longreads-open-thread-180/&quot;&gt;Longreads + Open Thread&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://psyche.co/ideas/have-online-worlds-become-the-last-free-places-for-children&quot;&gt;Have online worlds become the last free places for children?&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://indevelopmentmag.com/jakarta-transit-transformation/&quot;&gt;Jakarta’s Remarkable Urban Transit Transformation – In Development&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for May 1, 2026</title>
      <link>https://ggulati.com/links/2026/05-01.html</link>
      <guid>https://ggulati.com/links/2026/05-01.html</guid>
      <pubDate>Fri, 01 May 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.theargumentmag.com/p/i-can-never-talk-to-an-ai-anonymously&quot;&gt;I can never talk to an AI anonymously again&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=47951295&quot;&gt;Opus 4.7 knows the real Kelsey | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for Apr 30, 2026</title>
      <link>https://ggulati.com/links/2026/04-30.html</link>
      <guid>https://ggulati.com/links/2026/04-30.html</guid>
      <pubDate>Thu, 30 Apr 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://kristoff.it/blog/contributor-poker-and-ai/&quot;&gt;Contributor Poker and Zig&amp;apos;s AI Ban&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://lobste.rs/s/ifcyr1/contributor_poker_zig_s_ai_ban&quot;&gt;Contributor Poker and Zig&amp;apos;s AI Ban&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://openai.com/index/where-the-goblins-came-from/&quot;&gt;Where the goblins came from&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=47957688&quot;&gt;Where the goblins came from | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://blog.pragmaticengineer.com/the-pulse-token-spend-breaks-budgets-what-next/&quot;&gt;The Pulse: token spend breaks budgets – what next?&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.construction-physics.com/p/how-an-oil-refinery-works&quot;&gt;How an Oil Refinery Works&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for Apr 29, 2026</title>
      <link>https://ggulati.com/links/2026/04-29.html</link>
      <guid>https://ggulati.com/links/2026/04-29.html</guid>
      <pubDate>Wed, 29 Apr 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://marginalrevolution.com/marginalrevolution/2026/04/capitalism-and-modernity.html&quot;&gt;Capitalism and Modernity - Marginal REVOLUTION&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.diagrid.io/blog/why-mcp-gateways-are-not-enough&quot;&gt;Why MCP Gateways Are Not Enough for AI Agent Security&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.chrisbrunet.com/p/third-editor-fired-in-elseviers-citation&quot;&gt;Third Editor Fired in Elsevier&amp;apos;s Citation Cartel Crackdown; Hundreds of Papers At Risk of Retraction&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://corrode.dev/blog/bugs-rust-wont-catch/&quot;&gt;Bugs Rust Won&amp;apos;t Catch | corrode Rust Consulting&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=47943499&quot;&gt;Bugs Rust won&amp;apos;t catch | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for Apr 28, 2026</title>
      <link>https://ggulati.com/links/2026/04-28.html</link>
      <guid>https://ggulati.com/links/2026/04-28.html</guid>
      <pubDate>Tue, 28 Apr 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://dan.bjorkegren.com/blog/2026/04/the-intelligence-is-plenty-but-the-workers-are-few/&quot;&gt;The intelligence is plenty but the workers are few&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://buttondown.com/hillelwayne/archive/illegal-vs-unwanted-states/&quot;&gt;Illegal vs Unwanted States&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://lethain.com/early-late-stage-hypergrowth/&quot;&gt;Early and late-stage hypergrowth.&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://lethain.com/agents-as-scaffolding/&quot;&gt;Agents as scaffolding for recurring tasks.&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;&quot;With large gains in life expectancy, the population share of disability due to cognitive decline and dementia has substantially increased. Many older adults in the United States leave the workforce well before age 65. Correlational evidence suggests that leaving the workforce before retirement age could accelerate the pace of cognitive decline. We offer causal evidence, using HRS data for the United States, exploiting plausibly exogenous shifts in labor demand in local labor markets as a Bartik instrument for employment variation across these markets. We find substantial declines over time in cognitive scores stemming from negative labor demand shocks. These findings are concentrated among men aged 51 to 64, whose employment decisions and outcomes may be more sensitive to local labor market conditions than are these decisions or outcomes for women or for older men. Our evidence extends past work focusing narrowly on the retirement age window and provides further support to the notion that working to older ages may delay age-related cognitive decline.&quot;&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.nber.org/papers/w35117&quot;&gt;Does Employment Slow Cognitive Decline? Evidence from Labor Market Shocks&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;Big step for OpenAI to compete for corporate contracts (wrt regulations, easier procurement, etc)&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://openai.com/index/openai-on-aws/&quot;&gt;OpenAI models, Codex, and Managed Agents come to AWS&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://stratechery.com/2026/an-interview-with-openai-ceo-sam-altman-and-aws-ceo-matt-garman-about-bedrock-managed-agents/&quot;&gt;An Interview with OpenAI CEO Sam Altman and AWS CEO Matt Garman About Bedrock Managed Agents&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for Apr 27, 2026</title>
      <link>https://ggulati.com/links/2026/04-27.html</link>
      <guid>https://ggulati.com/links/2026/04-27.html</guid>
      <pubDate>Mon, 27 Apr 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://sftw.substack.com/p/the-case-of-missing-american-mushrooms&quot;&gt;The case of missing American mushrooms&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://indevelopmentmag.com/exporters-without-borders-why-you-should-start-a-company-instead-of-working-in-aid/&quot;&gt;Exporters Without Borders: Why You Should Start a Company Instead of Working in Aid – In Development&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.dwarkesh.com/p/what-ive-been-thinking-april-27&quot;&gt;What I&amp;apos;ve been thinking about this weekend - More open questions, intelligence vs power, the problem of verification in science, the parallel discovery of Darwinism&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.strangeloopcanon.com/p/agent-know-thyself-and-bid-accordingly&quot;&gt;Agent, Know Thyself! (and bid accordingly)&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=47920787&quot;&gt;Show HN: OSS Agent I built topped the TerminalBench on Gemini-3-flash-preview | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://simonwillison.net/2026/Apr/28/talkie/&quot;&gt;Introducing talkie: a 13B vintage language model from 1930&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for Apr 26, 2026</title>
      <link>https://ggulati.com/links/2026/04-26.html</link>
      <guid>https://ggulati.com/links/2026/04-26.html</guid>
      <pubDate>Sun, 26 Apr 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://theterminalist.substack.com/p/the-distribution-fallacy-moats-mechanisms&quot;&gt;The Distribution Fallacy — Moats, Mechanisms, and Misreads&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for Apr 25, 2026</title>
      <link>https://ggulati.com/links/2026/04-25.html</link>
      <guid>https://ggulati.com/links/2026/04-25.html</guid>
      <pubDate>Sat, 25 Apr 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.scientificamerican.com/article/amateur-armed-with-chatgpt-vibe-maths-a-60-year-old-problem/&quot;&gt;Even experts are surprised by AI’s latest ‘vibe-mathing’ advance&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for Apr 24, 2026</title>
      <link>https://ggulati.com/links/2026/04-24.html</link>
      <guid>https://ggulati.com/links/2026/04-24.html</guid>
      <pubDate>Fri, 24 Apr 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://conversationswithtyler.com/episodes/kim-bowes/&quot;&gt;Kim Bowes on the Economic Lives of Rome&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://investor.regeneron.com/news-releases/news-release-details/otarmenitm-lunsotogene-parvec-cwha-approved-fda-first-and-only&quot;&gt;Otarmeni (lunsotogene parvec-cwha) Approved by FDA as First and Only Gene Therapy for Genetic Hearing Loss; Regeneron to Provide Otarmeni for Free in the U.S.&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://raoulruparel.substack.com/p/ai-in-an-open-economy-reshaping-terms&quot;&gt;AI in an open economy: reshaping terms of trade &amp;amp; comparative advantage [Part 1]&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://archive.ph/u274V&quot;&gt;Google Plans to Invest Up to $40 Billion in Anthropic&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.anthropic.com/features/project-deal&quot;&gt;Project Deal: our Claude-run marketplace experiment | Anthropic&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for Apr 23, 2026</title>
      <link>https://ggulati.com/links/2026/04-23.html</link>
      <guid>https://ggulati.com/links/2026/04-23.html</guid>
      <pubDate>Thu, 23 Apr 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.anduril.com/news/yfq-44a-integrates-with-the-experimental-operations-unit&quot;&gt;YFQ-44A Integrates with the Experimental Operations Unit | Anduril&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;Prediction markets in everything&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://abcnews.com/US/doj-arrests-soldier-made-400000-betting-maduros-removal/story?id=132325426&quot;&gt;DOJ arrests soldier who made $400,000 betting on Maduro&amp;apos;s removal&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.derekthompson.org/p/if-americas-so-rich-howd-it-get-so&quot;&gt;If America&amp;apos;s So Rich, How&amp;apos;d It Get So Sad?&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://nicholasdecker.substack.com/p/will-price-transparency-cure-americas&quot;&gt;Will Price Transparency Cure America&amp;apos;s High Healthcare Costs?&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for Apr 22, 2026</title>
      <link>https://ggulati.com/links/2026/04-22.html</link>
      <guid>https://ggulati.com/links/2026/04-22.html</guid>
      <pubDate>Wed, 22 Apr 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://tech.yahoo.com/ai/meta-ai/articles/exclusive-meta-start-capturing-employee-162745587.html&quot;&gt;Exclusive-Meta to start capturing employee mouse movements, keystrokes for AI training data&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://digiday.com/marketing/openai-has-quietly-launched-its-ads-manager-as-it-races-to-build-out-its-ads-business/&quot;&gt;OpenAI has quietly launched its ads manager as it races to build out its ads business&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://archive.is/UBX2g&quot;&gt;China shock 2.0: the flood of high-tech goods that will change the world&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://archive.is/TbT59&quot;&gt;Chinas Control Over Tech Is Threatening Indias Manufacturing Dreams&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.lawfaremedia.org/article/china-s-agentic-ai-controversy&quot;&gt;China’s Agentic AI Controversy&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.chinatalk.media/p/chinas-ai-companies-are-going-closed&quot;&gt;China’s AI Companies Are Going Closed Source&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.chinatalk.media/p/how-many-chips-does-china-have&quot;&gt;How Much Compute Does China Have?&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for Apr 19, 2026</title>
      <link>https://ggulati.com/links/2026/04-19.html</link>
      <guid>https://ggulati.com/links/2026/04-19.html</guid>
      <pubDate>Sun, 19 Apr 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://worksinprogress.co/issue/why-japan-has-such-good-railways/&quot;&gt;Why Japan has such good railways - Works in Progress Magazine&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://worksinprogress.co/issue/why-communist-reforms-nearly-always-failed/&quot;&gt;Why Communist reforms nearly always failed - Works in Progress Magazine&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://worksinprogress.co/issue/escaping-the-ogallala-trap/&quot;&gt;Escaping the Ogallala trap - Works in Progress Magazine&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.npr.org/2023/04/17/1169844428/this-floating-ocean-garbage-is-home-to-a-surprising-amount-of-life-from-the-coas&quot;&gt;This floating ocean garbage is home to a surprising amount of life from the coasts&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://worksinprogress.co/issue/how-australia-really-stopped-the-boats/&quot;&gt;How Australia really stopped the boats - Works in Progress Magazine&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;Lot of people are working on how to use LLMs effectivey in writing prose (as opposed to code) - see Gwern, romance mass production novelists, this article, etc. Mostly around the harness layer, tho they (except for Gwern) might not phrase it that way

Prob low hanging fruit in cross applying learnings &amp; techniques from coding harnesses to prose&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.danvillesanramon.com/guest-opinion/2026/04/08/guest-opinion-what-we-learned-after-producing-play-written-by-ai/&quot;&gt;Guest Opinion: What we learned after producing play written by AI&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;[11:50 PM, 4/20/2026] Veer&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://religionandbusiness.substack.com/p/the-richest-places-on-earth&quot;&gt;The Richest Place(s) on Earth&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://www.reuters.com/technology/john-ternus-become-apple-ceo-tim-cook-become-executive-chairman-2026-04-20/&quot;&gt;Apple turns to hardware veteran Ternus as CEO to succeed Cook in AI age&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for Apr 18, 2026</title>
      <link>https://ggulati.com/links/2026/04-18.html</link>
      <guid>https://ggulati.com/links/2026/04-18.html</guid>
      <pubDate>Sat, 18 Apr 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://newsletter.rootsofprogress.org/p/ai-is-already-10x-ing-academic-research&quot;&gt;AI is already 10x-ing academic research. How do we get to 100x?&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://aleximas.substack.com/p/what-will-be-scarce&quot;&gt;What will be scarce?&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.anthropic.com/news/claude-design-anthropic-labs&quot;&gt;Introducing Claude Design by Anthropic Labs&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=47806725&quot;&gt;Claude Design | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for Apr 17, 2026</title>
      <link>https://ggulati.com/links/2026/04-17.html</link>
      <guid>https://ggulati.com/links/2026/04-17.html</guid>
      <pubDate>Fri, 17 Apr 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://indevelopmentmag.com/money-for-nothing-the-roles-of-evidence-in-givedirectlys-journey-to-1-billion-delivered/&quot;&gt;Money for nothing: the roles of evidence in GiveDirectly’s journey to $1 billion delivered – In Development&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;Good advice&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://old.reddit.com/r/gamedev/comments/1snuc93/the_same_marketing_strategy_that_got_me_40000/?sort=confidence&quot;&gt;The same marketing strategy that got me 40,000 sales on my first game is failing for my second game.&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for Apr 16, 2026</title>
      <link>https://ggulati.com/links/2026/04-16.html</link>
      <guid>https://ggulati.com/links/2026/04-16.html</guid>
      <pubDate>Thu, 16 Apr 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.ggd.world/p/when-cities-outrun-the-state&quot;&gt;When Cities Outrun the State&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;original paper (above article seems LLM generated)&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://scienceblog.com/wildscience/2025/11/19/sperm-whales-may-be-speaking-in-vowels-too/&quot;&gt;Sperm Whales May Be Speaking In Vowels Too&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://direct.mit.edu/opmi/article/doi/10.1162/OPMI.a.252/133906/Vowel-and-Diphthong-Like-Spectral-Patterns-in&quot;&gt;Vowel- and Diphthong-Like Spectral Patterns in Sperm Whale Codas&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://www.scientificamerican.com/article/sperm-whales-may-make-their-own-vowel-sounds-similar-to-human-language/&quot;&gt;Sperm whales may make their own vowel sounds, similar to human language&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.oxfordenergy.org/publications/energy-quantamentals-the-oil-crisis-in-the-eyes-of-a-financial-trader/&quot;&gt;Energy Quantamentals: The Oil Crisis in the Eyes of a Financial Trader - Oxford Institute for Energy Studies&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://bourseandbazaar.substack.com/p/irans-capital-markets-shaken-after&quot;&gt;Iran&amp;apos;s Capital Markets Shaken After Two Wars&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.theguardian.com/technology/2026/apr/16/man-pleads-guilty-false-statements-shut-down-london-nightclub-heaven&quot;&gt;Man used AI to make false statements to shut down London nightclub, police say&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for Apr 15, 2026</title>
      <link>https://ggulati.com/links/2026/04-15.html</link>
      <guid>https://ggulati.com/links/2026/04-15.html</guid>
      <pubDate>Wed, 15 Apr 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;p&gt;&quot;Quince’s Best-Kept Secret Isn’t Its Cheap Cashmere and Couches&quot;&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://archive.is/npULz&quot;&gt;Quinces Best-Kept Secret Isnt Its Cheap Cashmere and Couches&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for Apr 13, 2026</title>
      <link>https://ggulati.com/links/2026/04-13.html</link>
      <guid>https://ggulati.com/links/2026/04-13.html</guid>
      <pubDate>Mon, 13 Apr 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.construction-physics.com/p/helium-is-hard-to-replace&quot;&gt;Helium Is Hard to Replace&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://scottsumner.substack.com/p/the-odd-disappearance-of-the-business&quot;&gt;The odd disappearance of the business cycle&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for Apr 11, 2026</title>
      <link>https://ggulati.com/links/2026/04-11.html</link>
      <guid>https://ggulati.com/links/2026/04-11.html</guid>
      <pubDate>Sat, 11 Apr 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.reuters.com/world/china/how-china-built-its-manhattan-project-rival-west-ai-chips-2025-12-17/&quot;&gt;Exclusive: How China built its Manhattan Project to rival the West in AI chips&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://thatvastvariety.substack.com/p/top-performers-are-pathologically&quot;&gt;Top Performers are Pathologically Ambitious&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://cayimby.org/blog/the-legal-trap-thats-making-california-condos-unaffordable-and-its-not-what-you-think/&quot;&gt;The Legal Trap That&amp;apos;s Making California Condos Unaffordable&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for Apr 10, 2026</title>
      <link>https://ggulati.com/links/2026/04-10.html</link>
      <guid>https://ggulati.com/links/2026/04-10.html</guid>
      <pubDate>Fri, 10 Apr 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://articlesofinterest.substack.com/p/paisley&quot;&gt;Paisley&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://technologik.substack.com/p/musings-on-recursive-self-improvement&quot;&gt;Musings on Recursive Self-Improvement&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;also this; about halfway through and it’s interesting wrt what are the specific bottlenecks for scaling AI

Stratechery also cites him (Dylan Patel, SemiAnalysis): 
Also aligns with this discussion&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://newsletter.semianalysis.com/p/google-gemini-eats-the-world-gemini&quot;&gt;Google Gemini Eats The World – Gemini Smashes GPT-4 By 5X, The GPU-Poors&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for Apr 9, 2026</title>
      <link>https://ggulati.com/links/2026/04-09.html</link>
      <guid>https://ggulati.com/links/2026/04-09.html</guid>
      <pubDate>Thu, 09 Apr 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://theamericanscholar.org/the-importance-of-being-idle/&quot;&gt;The Importance of Being Idle - The American Scholar&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;&quot;5. A big win from using AI agents is tackling stuff that you wouldn’t have before. A senior engineer at 37signals ran a “P1 optimization” project to improve the fastest 1% of requests. They optimized the P1 from being at 4 milliseconds, to under half a millisecond. This is the sort of work that wouldn’t have been considered previously!”

100%, I usually have an “eng excellence” task going in the background while I focus on feature work. Lets me continuously try out new ideas, deliver improvements, clean up code, etc&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://newsletter.pragmaticengineer.com/p/dhhs-new-way-of-writing-code&quot;&gt;DHH’s new way of writing code&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;Inference has ties to the Harness engineering as well - can have clever tricks like fine-tune the LLM to plan tool calls in parallel, which ofc relies on your harness supporting that capability
(that said I’m a little tired of all the Foo Engineering catchphrases, we can just call it platform &amp; infra eng with a focus on LLMs lol)&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://newsletter.pragmaticengineer.com/p/what-is-inference-engineering&quot;&gt;What is inference engineering? Deepdive&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for Apr 8, 2026</title>
      <link>https://ggulati.com/links/2026/04-08.html</link>
      <guid>https://ggulati.com/links/2026/04-08.html</guid>
      <pubDate>Wed, 08 Apr 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;p&gt;“GLM-5.1: Towards Long-Horizon Tasks”&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://z.ai/blog/glm-5.1&quot;&gt;GLM-5.1: Towards Long-Horizon Tasks&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=47677853&quot;&gt;GLM-5.1: Towards Long-Horizon Tasks | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://blog.cloudflare.com/post-quantum-roadmap/&quot;&gt;Cloudflare targets 2029 for full post-quantum security&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=47675625&quot;&gt;Cloudflare targets 2029 for full post-quantum security | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://nehanarula.org/2026/04/03/bitcoin-and-quantum-computing.html&quot;&gt;Neha&amp;apos;s Writings&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=47681274&quot;&gt;Bitcoin and quantum computing | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://gizmodo.com/waymo-has-stopped-testing-its-robotaxis-in-new-york-city-and-no-one-knows-what-happens-next-2000743053&quot;&gt;Waymo Has Stopped Testing Its Robotaxis in New York City and No One Knows What Happens Next&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://blog.cloudflare.com/post-quantum-roadmap/&quot;&gt;Cloudflare targets 2029 for full post-quantum security&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=47675625&quot;&gt;Cloudflare targets 2029 for full post-quantum security | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://nehanarula.org/2026/04/03/bitcoin-and-quantum-computing.html&quot;&gt;Neha&amp;apos;s Writings&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=47681274&quot;&gt;Bitcoin and quantum computing | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://gizmodo.com/waymo-has-stopped-testing-its-robotaxis-in-new-york-city-and-no-one-knows-what-happens-next-2000743053&quot;&gt;Waymo Has Stopped Testing Its Robotaxis in New York City and No One Knows What Happens Next&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://newsletter.semianalysis.com/p/the-great-gpu-shortage-rental-capacity&quot;&gt;The Great GPU Shortage – Rental Capacity – Launching our H100 1 Year Rental Price Index&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://ai.meta.com/blog/introducing-muse-spark-msl/&quot;&gt;Introducing Muse Spark: Scaling Towards Personal Superintelligence&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=47692043&quot;&gt;Muse Spark: Scaling towards personal superintelligence | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;We’ll get there tho, you can see e.g. Anthropic is working on the building blocks with subagents + coordination mechanisms, plan mode, Claude Code for the Web (containerized execution) - I would expect within 3 - 6m at most we’ll see full workflow / team orchestration as a product release from them

Ditto for Codex

MVP version might not be there tho even with strong eng teams, might need another model bump or two, or more “harness engineering” and thoughtful human in the loop. Maybe end of this year / early next Tough to really say given exponentials

Here you go&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://claude.com/blog/claude-managed-agents&quot;&gt;Claude Managed Agents: get to production 10x faster | Claude&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for Apr 7, 2026</title>
      <link>https://ggulati.com/links/2026/04-07.html</link>
      <guid>https://ggulati.com/links/2026/04-07.html</guid>
      <pubDate>Tue, 07 Apr 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://sam-burns.com/posts/concrete-laptop-stand/&quot;&gt;Concrete Laptop Stand&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=47673360&quot;&gt;Show HN: Brutalist Concrete Laptop Stand (2024) | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://xd009642.github.io/2026/04/01/My-Experience-as-a-Rice-Farmer.html&quot;&gt;My Experience As A Rice Farmer&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=47614528&quot;&gt;My Experience as a Rice Farmer | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://engineering.fb.com/2026/03/31/ml-applications/meta-adaptive-ranking-model-bending-the-inference-scaling-curve-to-serve-llm-scale-models-for-ads/&quot;&gt;Meta Adaptive Ranking Model: Bending the Inference Scaling Curve to Serve LLM-Scale Models for Ads&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.hollywoodreporter.com/business/digital/youtube-worlds-largest-media-company-2025-tops-disney-1236525130/&quot;&gt;YouTube Now Worlds Largest Media Company, Topping Disney&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;see also: today’s Stratechery&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.anthropic.com/news/google-broadcom-partnership-compute&quot;&gt;Anthropic expands partnership with Google and Broadcom for multiple gigawatts of next-generation compute&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;also this; about halfway through and it’s interesting wrt what are the specific bottlenecks for scaling AI

Stratechery also cites him (Dylan Patel, SemiAnalysis)&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.youtube.com/watch?v=mDG_Hx3BSUE&quot;&gt;Dylan Patel  The single biggest bottleneck to scaling AI compute&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://newsletter.semianalysis.com/p/google-gemini-eats-the-world-gemini&quot;&gt;Google Gemini Eats The World – Gemini Smashes GPT-4 By 5X, The GPU-Poors&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;“Amazon in talks to buy $9bn satellite group Globalstar in bid to rival Elon Musk’s Starlink”&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://archive.is/EsigC&quot;&gt;Amazon in talks to buy $9bn satellite group Globalstar in bid to rival Elon Musks Starlink&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;“OpenAI’s ChatGPT App Store Took Aim at Apple, But Results Lag So Far”&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://archive.is/Cqlqt&quot;&gt;OpenAIs ChatGPT App Store Took Aim at Apple, But Results Lag So Far&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;Mix of marketing hype and interesting claims; note that a GPT model version announcement is rumored later this week&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.anthropic.com/glasswing&quot;&gt;Project Glasswing: Securing critical software for the AI era&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=47679121&quot;&gt;Project Glasswing: Securing critical software for the AI era | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for Apr 6, 2026</title>
      <link>https://ggulati.com/links/2026/04-06.html</link>
      <guid>https://ggulati.com/links/2026/04-06.html</guid>
      <pubDate>Mon, 06 Apr 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://belief.horse/notes/what-being-ripped-off-taught-me/&quot;&gt;What Being Ripped Off for $35k Taught Me | Belief Horse&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=47660286&quot;&gt;What being ripped off taught me | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;“Employers are using your personal data to figure out the lowest salary you’ll accept”&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.marketwatch.com/story/employers-are-using-your-personal-data-to-figure-out-the-lowest-salary-youll-accept-c2b968fb&quot;&gt;Employers are using your personal data to figure out the lowest salary youll accept&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=47655466&quot;&gt;Employers use your personal data to figure out the lowest salary you&amp;apos;ll accept | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://openai.com/index/industrial-policy-for-the-intelligence-age/&quot;&gt;Industrial policy for the Intelligence Age&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for Apr 5, 2026</title>
      <link>https://ggulati.com/links/2026/04-05.html</link>
      <guid>https://ggulati.com/links/2026/04-05.html</guid>
      <pubDate>Sun, 05 Apr 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.ggd.world/p/whats-the-most-under-rated-engine&quot;&gt;What&amp;apos;s the Most Under-Rated Engine of Gender Equality?&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for Apr 4, 2026</title>
      <link>https://ggulati.com/links/2026/04-04.html</link>
      <guid>https://ggulati.com/links/2026/04-04.html</guid>
      <pubDate>Sat, 04 Apr 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://codeblog.jonskeet.uk/2008/08/09/making-reflection-fly-and-exploring-delegates/&quot;&gt;Making reflection fly and exploring delegates&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://worksinprogress.co/issue/a-brief-history-of-instant-coffee/&quot;&gt;A brief history of instant coffee - Works in Progress Magazine&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;Interestingly, it explains why my parents like Nescafe Gold more &amp; why it costs more than the average instant coffee - it&apos;s made with freeze drying process rather than the cheaper conventional spray drying (around 2x the cost)&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://worksinprogress.co/issue/a-brief-history-of-instant-coffee/&quot;&gt;A brief history of instant coffee - Works in Progress Magazine&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;Good links&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.thediff.co/archive/longreads-open-thread-176/&quot;&gt;Longreads + Open Thread&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://scholarstage.substack.com/p/china-and-the-future-of-science&quot;&gt;China and the Future of Science&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for Apr 3, 2026</title>
      <link>https://ggulati.com/links/2026/04-03.html</link>
      <guid>https://ggulati.com/links/2026/04-03.html</guid>
      <pubDate>Fri, 03 Apr 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.city-journal.org/article/gavin-newsom-california-fraud&quot;&gt;Gavin Newsom’s Empire of Fraud&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://blog.mantic.com/p/a-new-kind-of-forecasting-tournament&quot;&gt;A new kind of forecasting tournament&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for Apr 2, 2026</title>
      <link>https://ggulati.com/links/2026/04-02.html</link>
      <guid>https://ggulati.com/links/2026/04-02.html</guid>
      <pubDate>Thu, 02 Apr 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://kathmandupost.com/money/2026/03/27/inside-nepal-s-fake-rescue-racket&quot;&gt;Inside Nepal’s fake rescue racket&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=47613078&quot;&gt;Inside Nepal&amp;apos;s Fake Rescue Racket | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://i0exception.substack.com/p/reflections-on-technical-tradeoffs&quot;&gt;Reflections on Technical Tradeoffs&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://simonwillison.net/2026/Apr/2/lennys-podcast/&quot;&gt;Highlights from my conversation about agentic engineering on Lenny’s Podcast&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://vitalik.eth.limo/general/2026/04/02/secure_llms.html&quot;&gt;My self-sovereign / local / private / secure LLM setup, April 2026&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for Apr 1, 2026</title>
      <link>https://ggulati.com/links/2026/04-01.html</link>
      <guid>https://ggulati.com/links/2026/04-01.html</guid>
      <pubDate>Wed, 01 Apr 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://budgetmodel.wharton.upenn.edu/p/2026-04-01-how-federal-spending-is-distributed-by-age-group-in-fy2025/&quot;&gt;How Federal Spending is Distributed by Age | Penn Wharton Budget Model&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for Mar 31, 2026</title>
      <link>https://ggulati.com/links/2026/03-31.html</link>
      <guid>https://ggulati.com/links/2026/03-31.html</guid>
      <pubDate>Tue, 31 Mar 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.estragon.news/mr-chatterbox-or-the-modern-prometheus/&quot;&gt;Mr. Chatterbox, or, The Modern Prometheus&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;He used oh-my-codex for orchestration&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://github.com/instructkr/clawd-code&quot;&gt;GitHub - ultraworkers/claw-code: The repo is finally unlocked. enjoy the party! The fastest repo in history to surpass 100K stars ⭐. Join Discord: https://discord.gg/5TUQKqFWd Built in Rust using oh-my-codex.&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://github.com/Yeachan-Heo/oh-my-codex&quot;&gt;GitHub - Yeachan-Heo/oh-my-codex: OmX - Oh My codeX: Your codex is not alone. Add hooks, agent teams, HUDs, and so much more.&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://about.roblox.com/newsroom/2026/02/accelerating-creation-powered-roblox-cube-foundation-model&quot;&gt;Accelerating Creation, Powered by Roblox’s Cube Foundation Model | Roblox&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.apollo.com/insights-news/insights/2026/03/balance-sheet-behind-the-ai-revolution&quot;&gt;The Balance Sheet Behind the AI Revolution&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for Mar 30, 2026</title>
      <link>https://ggulati.com/links/2026/03-30.html</link>
      <guid>https://ggulati.com/links/2026/03-30.html</guid>
      <pubDate>Mon, 30 Mar 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;p&gt;“WNBA Players Had an Ace Up Their Sleeve in Pay Negotiations: A Nobel Laureate”&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://archive.is/BNsiG&quot;&gt;WNBA Players Had an Ace Up Their Sleeve in Pay Negotiations: A Nobel Laureate&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://nicholasdecker.substack.com/p/do-developing-countries-still-need&quot;&gt;Do Developing Countries Still Need to Industrialize?&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;“China cracks down on ‘bone ash’ burials in empty apartments”&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://archive.is/lN8En&quot;&gt;China cracks down on bone ash burials in empty apartments&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://sockpuppet.org/blog/2026/03/30/vulnerability-research-is-cooked/&quot;&gt;Vulnerability Research Is Cooked — Quarrelsome&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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      <title>Links for Mar 29, 2026</title>
      <link>https://ggulati.com/links/2026/03-29.html</link>
      <guid>https://ggulati.com/links/2026/03-29.html</guid>
      <pubDate>Sun, 29 Mar 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.anthropic.com/engineering/harness-design-long-running-apps&quot;&gt;Harness design for long-running application development&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;example usage&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://github.com/Farama-Foundation/Gymnasium&quot;&gt;GitHub - Farama-Foundation/Gymnasium: An API standard for single-agent reinforcement learning environments, with popular reference environments and related utilities (formerly Gym)&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://github.com/lmgame-org/GamingAgent&quot;&gt;GitHub - lmgame-org/GamingAgent: [ICLR 2026] LLM/VLM gaming agents and model evaluation through games.&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;&quot;What major works of literature were written after age of 85 75 65!&quot;&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://statmodeling.stat.columbia.edu/2026/03/25/what-major-works-of-literature-were-written-after-age-of-85-75-65/&quot;&gt;What major works of literature were written after age of 85? 75? 65?!&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.city-journal.org/article/trump-national-science-foundation-nominee-jim-oneill&quot;&gt;How to Break America’s Great Scientific Stagnation&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://scottsumner.substack.com/p/the-end-of-economics&quot;&gt;The end of economics?&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://scottsumner.substack.com/p/when-the-dog-doesnt-bark&quot;&gt;When the dog doesn&amp;apos;t bark&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://blog.thereallo.dev/blog/decompiling-the-white-house-app&quot;&gt;I Decompiled the White House&amp;apos;s New App&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://lobste.rs/s/2zvgxm/i_decompiled_white_house_s_new_app&quot;&gt;I Decompiled the White House&amp;apos;s New App&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=47555556&quot;&gt;I decompiled the White House&amp;apos;s new app | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=47556729&quot;&gt;Founder of GitLab battles cancer by founding companies | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://interconnected.org/home/2026/03/28/architecture&quot;&gt;An appreciation for (technical) architecture&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.mrporter.com/en-us/journal/fashion/gardening-style-menswear-25461692&quot;&gt;Why We Dig Gardening Style&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;Good talk!&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://youtu.be/5nMa3p3qw1w&quot;&gt;Chip Huyen: Building when it feels like there&amp;apos;s nothing left to build - The Pragmatic Summit&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.noidea.dog/glue&quot;&gt;Being Glue — No Idea Blog&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://archive.is/ung6t&quot;&gt;How Iran is making a mint from Donald Trumps war&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
    </item>
    <item>
      <title>Links for Mar 27, 2026</title>
      <link>https://ggulati.com/links/2026/03-27.html</link>
      <guid>https://ggulati.com/links/2026/03-27.html</guid>
      <pubDate>Fri, 27 Mar 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.reco.ai/blog/we-rewrote-jsonata-with-ai&quot;&gt;We Rewrote JSONata with AI in a Day, Saved $500K/Year&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=47536712&quot;&gt;We rewrote JSONata with AI in a day, saved $500k/year | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
    </item>
    <item>
      <title>Links for Mar 26, 2026</title>
      <link>https://ggulati.com/links/2026/03-26.html</link>
      <guid>https://ggulati.com/links/2026/03-26.html</guid>
      <pubDate>Thu, 26 Mar 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.theargumentmag.com/p/against-the-smartphone-theory-of&quot;&gt;Against the Smartphone Theory of Everything&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.theargumentmag.com/p/red-states-get-waymos-blue-states&quot;&gt;Red states get Waymos. Blue states get studies.&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://archive.is/BCqC3&quot;&gt;Lessons for Singapore from Trumps War in Iran&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://muratbuffalo.blogspot.com/2023/10/hints-for-distributed-systems-design.html&quot;&gt;Hints for Distributed Systems Design&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;Ted Chiang&apos;s &quot;Catching Crumbs from the Table,&quot; a 1 page sci fi short story on humans learning from superintelligent metahumans&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://gwern.net/doc/fiction/science-fiction/2000-chiang.pdf&quot;&gt;Catching Crumbs from the Table&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://x.com/reidhoffman/status/2036826631206326339&quot;&gt;Notes from the SaaS Funeral&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;Key glue work for better agentic eng (especially greenfield work)&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://projects.dev/&quot;&gt;Stripe Projects | Provision and Manage Services from the CLI&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.bbc.com/future/article/20260324-i-tried-to-prove-im-not-an-ai-deepfake&quot;&gt;I tried to prove I&amp;apos;m not AI. My aunt wasn&amp;apos;t convinced&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=47515502&quot;&gt;I tried to prove I&amp;apos;m not AI. My aunt wasn&amp;apos;t convinced | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://bugs.xdavidhu.me/tesla/2026/03/23/running-tesla-model-3s-computer-on-my-desk-using-parts-from-crashed-cars/&quot;&gt;Running Tesla Model 3&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=47523330&quot;&gt;Running Tesla Model 3&amp;apos;s computer on my desk using parts from crashed cars | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://denovo.substack.com/p/what-happens-when-you-clone-mice&quot;&gt;What happens when you clone mice for 20 years straight?&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://ngrok.com/blog/quantization&quot;&gt;Quantization from the ground up | ngrok blog&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://en.andros.dev/blog/aa31d744/from-zero-to-a-rag-system-successes-and-failures/&quot;&gt;From zero to a RAG system: successes and failures&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=47499356&quot;&gt;From zero to a RAG system: successes and failures | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for Mar 25, 2026</title>
      <link>https://ggulati.com/links/2026/03-25.html</link>
      <guid>https://ggulati.com/links/2026/03-25.html</guid>
      <pubDate>Wed, 25 Mar 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://acoup.blog/2026/03/25/miscellanea-the-war-in-iran/&quot;&gt;Miscellanea: The War in Iran&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://michaelnotebook.com/dci/index.html&quot;&gt;Developing creative identity&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://research.google/blog/turboquant-redefining-ai-efficiency-with-extreme-compression/&quot;&gt;TurboQuant: Redefining AI efficiency with extreme compression&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=47513475&quot;&gt;TurboQuant: Redefining AI efficiency with extreme compression | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>Links for Mar 24, 2026</title>
      <link>https://ggulati.com/links/2026/03-24.html</link>
      <guid>https://ggulati.com/links/2026/03-24.html</guid>
      <pubDate>Tue, 24 Mar 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://writethatblog.substack.com/p/gergely-orosz-on-technical-blogging&quot;&gt;Gergely Orosz on Technical Blogging&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://about.doordash.com/en-us/news/introducing-doordash-tasks&quot;&gt;Introducing DoorDash Tasks&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://www.uber.com/blog/digital-tasks/&quot;&gt;Introducing Digital Tasks: a new way to earn&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;Experimental etc but lot of products out there doing AI design&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://stitch.withgoogle.com/&quot;&gt;Stitch - Design with AI&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.supplychaindive.com/news/amazon-postal-service-delivery-rankings-shipmatrix/814866/&quot;&gt;Amazon overtakes USPS as top delivery provider by volume: report&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.modernretail.co/technology/alibabas-vision-for-the-agentic-era-comes-into-focus-as-it-targets-100b-in-ai-and-cloud-revenue-over-5-years/&quot;&gt;Alibaba’s vision for the agentic era comes into focus as it targets $100B in AI and cloud revenue over 5 years&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://reason.com/2026/03/21/seattles-minimum-wage-laws-backfired-on-uber-and-lyft-now-the-union-wants-to-limit-drivers/&quot;&gt;Seattle’s minimum wage laws backfired on Uber and Lyft. Now the union wants to limit drivers.&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://newsletter.pragmaticengineer.com/p/how-to-be-a-10x-engineer-interview&quot;&gt;“How to be a 10x engineer” – interview with a standout dev&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://muratbuffalo.blogspot.com/2026/03/sysmobench-evaluating-ai-on-formally.html&quot;&gt;SysMoBench: Evaluating AI on Formally Modeling Complex Real-World Systems&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
    </item>
    <item>
      <title>Links for Mar 23, 2026</title>
      <link>https://ggulati.com/links/2026/03-23.html</link>
      <guid>https://ggulati.com/links/2026/03-23.html</guid>
      <pubDate>Mon, 23 Mar 2026 00:00:00 GMT</pubDate>
      <description>&lt;div&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://skylarbpayne.com/posts/dspy-engineering-patterns/&quot;&gt;If DSPy is So Great, Why Isn&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;div&gt;&lt;p&gt;Comments better than article&lt;/p&gt;&lt;ul&gt;&lt;li&gt;&lt;a href=&quot;https://www.itsthatlady.dev/blog/building-an-ai-receptionist-for-my-brother/&quot;&gt;How I Built an AI Receptionist for a Luxury Mechanic Shop - Part 1&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=&quot;https://news.ycombinator.com/item?id=47487536&quot;&gt;I built an AI receptionist for a mechanic shop | Hacker News&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;</description>
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    <item>
      <title>CursorAI for Frontend Dev: First Impressions</title>
      <link>https://ggulati.com/articles/2025/cursorai-for-frontend-dev-first-impressions.html</link>
      <guid>https://ggulati.com/articles/2025/cursorai-for-frontend-dev-first-impressions.html</guid>
      <pubDate>Mon, 17 Feb 2025 00:00:00 GMT</pubDate>
      <description>I made a small side project (blog post, Github) to analyze international index funds, timeboxed to 4 hours. It makes a good spike since it has reasonable coverage of fullstack work: light but reasonable React frontend, NextJS backend routes, several different API integrations (yahoo finance, federal reserve economic data), and some basic caching.</description>
    </item>
    <item>
      <title>Using CursorAI to start your own hedge fund</title>
      <link>https://ggulati.com/articles/2025/using-cursorai-to-start-your-own-hedge-fund.html</link>
      <guid>https://ggulati.com/articles/2025/using-cursorai-to-start-your-own-hedge-fund.html</guid>
      <pubDate>Mon, 17 Feb 2025 00:00:00 GMT</pubDate>
      <description>Poland&apos;s exports are booming, and whenever I see news like this I&apos;m curious to visit the country and see what life is like compared to all the headlines. I also become curious about how that might reflect in investing - what is the index fund like? How easy is it to invest in it from the US? Should I start my own hedge fund and make zillions? (shhh, perhaps not quite that easy)</description>
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    <item>
      <title>Coding Jarvis in Python in 2016</title>
      <link>https://ggulati.com/articles/2016/coding-jarvis-in-python-2016.html</link>
      <guid>https://ggulati.com/articles/2016/coding-jarvis-in-python-2016.html</guid>
      <pubDate>Wed, 24 Feb 2016 00:00:00 GMT</pubDate>
      <description>It&apos;s tough for an aspiring Iron Man to work on creating their personal AI assistant on the weekends. Like any other time-pressured inventor without a PhD in computer science and linguistics, I decided to use a library for speech recognition and synthesis. Fortunately, Python offers several choices. Unfortunately, many of simply them don&apos;t work any more. I will discuss the ones that are still functional and can be used with Python 2.7 and Python 3.</description>
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    <item>
      <title>Boidwatching</title>
      <link>https://ggulati.com/articles/2011/boidwatching.html</link>
      <guid>https://ggulati.com/articles/2011/boidwatching.html</guid>
      <pubDate>Sat, 09 Apr 2011 00:00:00 GMT</pubDate>
      <description>I&apos;m sure you&apos;re all familiar with Nicolas Cage and his birdlike photoshopped hair. Or should I say... boidlike hair?</description>
    </item>
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