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    <title>llm-tooling on tomrochette.com</title>
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      <title>Armin Ronacher</title>
      <link>https://tomrochette.com/agents/people-and-publications/armin-ronacher/</link>
      <pubDate>Thu, 24 Sep 2026 00:00:00 +0000</pubDate>
      <author>tom@tomrochette.com (Tom Rochette)</author>
      <guid>https://tomrochette.com/agents/people-and-publications/armin-ronacher/</guid>
      <category>research-note</category><category>agent-curated</category><category>fully-ai-generated</category><category>llm=glm-5.3-flash</category><category>people</category><category>publications</category><category>coding-agents</category><category>skepticism</category><category>llm-tooling</category>
      <description>&lt;p&gt;Armin Ronacher is the creator of Flask and Jinja2, the founder of the agent company Earendil, and the author of lucumr.pocoo.org, a long-running engineering blog now focused on what AI coding agents are doing to the craft.&#xA;Facts below verified as of 2026-09-24.&lt;/p&gt;&#xA;&lt;p&gt;&lt;strong&gt;He is the skeptical senior engineer of the agent era: a builder who runs the experiments, publishes the costs and the failures, and then asks in essay form whether the whole trajectory still makes sense for working software teams.&lt;/strong&gt;&lt;/p&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;What it is&#xA;    &lt;div id=&#34;what-it-is&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#what-it-is&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;p&gt;A personal blog (&amp;ldquo;Armin Ronacher&amp;rsquo;s Thoughts and Writings&amp;rdquo;) plus a large open-source footprint: Flask (74.8k stars as of 2026-09-24), Jinja, Click, MiniJinja, and co-stewardship of Pi, the minimal coding agent from his own company Earendil, where the section&amp;rsquo;s Pi note records him as the second-largest contributor after Mario Zechner.&#xA;The essays are first-person, roughly one to three a month, and argue from hands-on evidence: tool-call internals, token invoices, and failed experiments rather than press releases.&#xA;He also ships agent tooling himself, including the agent-stuff repository of commands he uses with agents (about 3.2k stars as of 2026-09-24).&lt;/p&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;Status&#xA;    &lt;div id=&#34;status&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#status&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;p&gt;Active and near the peak of his relevance.&#xA;As of 2026-09-24 the homepage lists ten essays between 4 July and 14 September 2026, including &amp;ldquo;Astra for Coding: Why Are We Doing This Again?&amp;rdquo; (7 September), &amp;ldquo;The Tower Keeps Rising&amp;rdquo; on vibecoding and team coordination (13 July), and &amp;ldquo;Better Models: Worse Tools&amp;rdquo; on Claude tool-call regressions (4 July).&#xA;He runs Earendil after a decade building Sentry, and is based in Vienna.&#xA;The essays reliably reach the Hacker News front page: &amp;ldquo;996&amp;rdquo; drew 1,058 points, &amp;ldquo;Some things just take time&amp;rdquo; 853, &amp;ldquo;Before GitHub&amp;rdquo; 680, and &amp;ldquo;The Tower Keeps Rising&amp;rdquo; 558 points with 269 comments, while the Astra essay reached 456 points and 342 comments (all as of 2026-09-24).&lt;/p&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;Strengths&#xA;    &lt;div id=&#34;strengths&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#strengths&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;&lt;strong&gt;The skepticism is quantified: the Astra essay publishes his own software-factory numbers, 35 hours of runtime, about 1,200 USD of API spend, 79 commits at roughly 15.5 USD each, 75k lines added, nothing of value, instead of vibes.&lt;/strong&gt;&lt;/li&gt;&#xA;&lt;li&gt;He goes deeper than product commentary: &amp;ldquo;Better Models: Worse Tools&amp;rdquo; traces a Pi issue down to suspected in-band tool-call encoding and to reinforcement learning inside Claude Code&amp;rsquo;s forgiving harness, then argues tool schemas are not neutral contracts.&lt;/li&gt;&#xA;&lt;li&gt;The frame is teams, not individuals: &amp;ldquo;The Tower Keeps Rising&amp;rdquo; argues agents remove the coordination friction that kept a codebase&amp;rsquo;s shared language alive, so the tower keeps rising after understanding has collapsed.&lt;/li&gt;&#xA;&lt;li&gt;Builder credibility: he experiments on Pi and CPython himself and publishes the tooling he actually uses.&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;Cautions&#xA;    &lt;div id=&#34;cautions&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#cautions&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;Cadence is essay-scale, not feed-scale; he will not tell you what shipped this week.&lt;/li&gt;&#xA;&lt;li&gt;The flagship negative results come from single weekend experiments he designed himself, and he says so, but they get quoted as if they were benchmarks.&lt;/li&gt;&#xA;&lt;li&gt;He is a vendor: Earendil makes Pi, so his harness comparisons carry an employer&amp;rsquo;s stake even when the criticism of other vendors is sharp.&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;Compared to&#xA;    &lt;div id=&#34;compared-to&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#compared-to&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://tomrochette.com/agents/people-and-publications/simon-willison/&#34; &gt;Simon Willison&lt;/a&gt;: Willison documents daily, Ronacher judges monthly; read Willison to know what changed, Ronacher to decide whether it mattered.&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://tomrochette.com/agents/people-and-publications/steve-yegge/&#34; &gt;Steve Yegge&lt;/a&gt;: Yegge declares theses, Ronacher reports measurements and doubts; choose Ronacher when you want the case against as well as the case for.&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://tomrochette.com/agents/people-and-publications/mario-zechner/&#34; &gt;Mario Zechner&lt;/a&gt;: Zechner builds the minimal core and argues for it in essays, Ronacher co-builds it and publishes the failure modes; read Zechner for the design, Ronacher for the stress test.&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;Bottom line&#xA;    &lt;div id=&#34;bottom-line&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#bottom-line&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;p&gt;&lt;strong&gt;Recommended for engineers who want a measured, senior, skeptical counterweight to agent hype, grounded in published experiments.&lt;/strong&gt;&#xA;Not for daily tool churn, model news, or anyone who wants enthusiasm without invoices.&lt;/p&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;Top 5 recommended reading&#xA;    &lt;div id=&#34;top-5-recommended-reading&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#top-5-recommended-reading&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://lucumr.pocoo.org/2026/9/7/astra-why/&#34;  target=&#34;_blank&#34; rel=&#34;noreferrer&#34;&gt;&lt;img class=&#34;external-link-favicon&#34; src=&#34;https://www.google.com/s2/favicons?domain=lucumr.pocoo.org&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;Astra for Coding: Why Are We Doing This Again?&lt;/a&gt; - the quantified skeptical case, publishing his own runtime hours and API spend where nothing of value emerged.&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://lucumr.pocoo.org/2026/7/4/better-models-worse-tools/&#34;  target=&#34;_blank&#34; rel=&#34;noreferrer&#34;&gt;&lt;img class=&#34;external-link-favicon&#34; src=&#34;https://www.google.com/s2/favicons?domain=lucumr.pocoo.org&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;Better Models: Worse Tools&lt;/a&gt; - the deep dive that traces a tool-call regression down to in-band encoding and training inside a forgiving harness, then questions the tool schema contract.&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://lucumr.pocoo.org/2026/7/13/the-tower-keeps-rising/&#34;  target=&#34;_blank&#34; rel=&#34;noreferrer&#34;&gt;&lt;img class=&#34;external-link-favicon&#34; src=&#34;https://www.google.com/s2/favicons?domain=lucumr.pocoo.org&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;The Tower Keeps Rising&lt;/a&gt; - the argument that agents remove the coordination friction that kept a codebase&amp;rsquo;s shared language alive.&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://lucumr.pocoo.org/2026/6/23/the-coming-loop/&#34;  target=&#34;_blank&#34; rel=&#34;noreferrer&#34;&gt;&lt;img class=&#34;external-link-favicon&#34; src=&#34;https://www.google.com/s2/favicons?domain=lucumr.pocoo.org&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;The Coming Loop&lt;/a&gt; - his uneasy accounting of harness-level loops and what it means to ship code you cannot fully explain.&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://lucumr.pocoo.org/2026/4/28/before-github/&#34;  target=&#34;_blank&#34; rel=&#34;noreferrer&#34;&gt;&lt;img class=&#34;external-link-favicon&#34; src=&#34;https://www.google.com/s2/favicons?domain=lucumr.pocoo.org&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;Before GitHub&lt;/a&gt; - the open-source history essay that shows the maintainer perspective underneath all his agent writing.&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;Changes&#xA;    &lt;div id=&#34;changes&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#changes&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;2026-09-24 - Created after two earlier runs deferred him as a duplicate voice; the owner commissioned this note to pin the skeptical senior-engineer slot.&lt;/li&gt;&#xA;&lt;li&gt;2026-09-24 - Added the Top 5 recommended reading section.&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;See also&#xA;    &lt;div id=&#34;see-also&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#see-also&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://tomrochette.com/agents/people-and-publications/simon-willison/&#34; &gt;Simon Willison&lt;/a&gt; - the daily chronicler he acts as the monthly counterweight to&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://tomrochette.com/agents/people-and-publications/mario-zechner/&#34; &gt;Mario Zechner&lt;/a&gt; - Pi&amp;rsquo;s author, whose project Ronacher co-builds and stress-tests&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://tomrochette.com/agents/people-and-publications/thorsten-ball/&#34; &gt;Thorsten Ball&lt;/a&gt; - the other practitioner-essayist comparison in this category&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://tomrochette.com/agents/harnesses/pi/&#34; &gt;Pi&lt;/a&gt; - the harness he is the second-largest contributor to&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://tomrochette.com/agents/agentic-coding-tools-landscape/&#34; &gt;Agentic Coding Tools Landscape&lt;/a&gt; - the tooling map his essays keep arguing with&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;References&#xA;    &lt;div id=&#34;references&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#references&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://lucumr.pocoo.org/&#34;  target=&#34;_blank&#34; rel=&#34;noreferrer&#34;&gt;&lt;img class=&#34;external-link-favicon&#34; src=&#34;https://www.google.com/s2/favicons?domain=lucumr.pocoo.org&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;https://lucumr.pocoo.org/&lt;/a&gt; - homepage: posting cadence and the July to September 2026 essay list&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://lucumr.pocoo.org/about/&#34;  target=&#34;_blank&#34; rel=&#34;noreferrer&#34;&gt;&lt;img class=&#34;external-link-favicon&#34; src=&#34;https://www.google.com/s2/favicons?domain=lucumr.pocoo.org&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;https://lucumr.pocoo.org/about/&lt;/a&gt; - Flask and Jinja2 creator, Earendil founder, decade at Sentry, Vienna&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://lucumr.pocoo.org/2026/9/7/astra-why/&#34;  target=&#34;_blank&#34; rel=&#34;noreferrer&#34;&gt;&lt;img class=&#34;external-link-favicon&#34; src=&#34;https://www.google.com/s2/favicons?domain=lucumr.pocoo.org&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;https://lucumr.pocoo.org/2026/9/7/astra-why/&lt;/a&gt; - the Astra essay: software-factory costs, the involution framing, why he does not trust long-horizon models for engineering&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://lucumr.pocoo.org/2026/7/4/better-models-worse-tools/&#34;  target=&#34;_blank&#34; rel=&#34;noreferrer&#34;&gt;&lt;img class=&#34;external-link-favicon&#34; src=&#34;https://www.google.com/s2/favicons?domain=lucumr.pocoo.org&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;https://lucumr.pocoo.org/2026/7/4/better-models-worse-tools/&lt;/a&gt; - the tool-call regression analysis and the Claude-Code-trained-prior hypothesis&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://lucumr.pocoo.org/2026/7/13/the-tower-keeps-rising/&#34;  target=&#34;_blank&#34; rel=&#34;noreferrer&#34;&gt;&lt;img class=&#34;external-link-favicon&#34; src=&#34;https://www.google.com/s2/favicons?domain=lucumr.pocoo.org&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;https://lucumr.pocoo.org/2026/7/13/the-tower-keeps-rising/&lt;/a&gt; - the vibecoding and shared-language essay&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://github.com/mitsuhiko&#34;  target=&#34;_blank&#34; rel=&#34;noreferrer&#34;&gt;&lt;img class=&#34;external-link-favicon&#34; src=&#34;https://www.google.com/s2/favicons?domain=github.com&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;https://github.com/mitsuhiko&lt;/a&gt; - profile: 26.2k followers, pinned Flask and Pi repositories, agent-stuff, Earendil affiliation&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://hn.algolia.com/api/v1/search?query=lucumr&amp;amp;tags=story&amp;amp;hitsPerPage=10&#34;  target=&#34;_blank&#34; rel=&#34;noreferrer&#34;&gt;&lt;img class=&#34;external-link-favicon&#34; src=&#34;https://www.google.com/s2/favicons?domain=hn.algolia.com&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;https://hn.algolia.com/api/v1/search?query=lucumr&amp;tags=story&amp;hitsPerPage=10&lt;/a&gt; - the Hacker News record of his essays and their point counts&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://hn.algolia.com/api/v1/items/49654229&#34;  target=&#34;_blank&#34; rel=&#34;noreferrer&#34;&gt;&lt;img class=&#34;external-link-favicon&#34; src=&#34;https://www.google.com/s2/favicons?domain=hn.algolia.com&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;https://hn.algolia.com/api/v1/items/49654229&lt;/a&gt; - the Astra essay&amp;rsquo;s 456-point, 342-comment discussion thread&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;</description>
      
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