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    <title>forecasting on S Anand</title>
    <link>https://www.s-anand.net/blog/tag/forecasting/</link>
    <description>Recent content in forecasting on S Anand</description>
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      <title>When LLM prices fall 10x every year</title>
      <link>https://www.s-anand.net/blog/when-llm-prices-fall-10x-every-year/</link>
      <pubDate>Fri, 20 Feb 2026 09:25:45 +0800</pubDate>
      <guid>https://www.s-anand.net/blog/when-llm-prices-fall-10x-every-year/</guid>
      <description>&lt;!--
https://claude.ai/chat/f0070b78-0653-4172-9906-b6b96b8986dc
https://gemini.google.com/app/939d6b2d87fbe085
https://chatgpt.com/c/6997b88f-f754-83a4-9fa6-362f56c0c3d4
--&gt;
&lt;p&gt;In Feb 2024, Claude 3 Opus was the best model, at $15/MTok.&lt;br&gt;
In Jul 2024, GPT 4o Mini reached that quality at 10% of the price.&lt;br&gt;
In Dec 2024, DeepSeek v3 reached that quality at 1% of the price.&lt;/p&gt;
&lt;video width=&#34;1337&#34; height=&#34;724&#34; style=&#34;max-width: 100%; height: auto;&#34; controls autoplay loop muted&gt;
  &lt;source src=&#34;https://files.s-anand.net/images/2026-02-20-llm-pricing.webm&#34; type=&#34;video/webm&#34;&gt;
  &lt;a href=&#34;https://files.s-anand.net/images/2026-02-20-llm-pricing.webm&#34;&gt;Video&lt;/a&gt;
&lt;/video&gt;
&lt;p&gt;&lt;a href=&#34;https://sanand0.github.io/llmpricing/&#34;&gt;See the interactive version&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;If the price continues to fall 10x every 11-12 months or so (and &lt;a href=&#34;https://claude.ai/share/dd426a79-1bfe-4a5c-94d1-ffc407de6040&#34;&gt;it&lt;/a&gt; &lt;a href=&#34;https://gemini.google.com/share/6c55131f1dcd&#34;&gt;has&lt;/a&gt; &lt;a href=&#34;https://chatgpt.com/share/6997ba52-ff64-8003-aa43-7e8d12818c66&#34;&gt;been&lt;/a&gt;), then in a year, a Claude 4.6 Opus like model will cost 1/10th of the $5/MTok today, and in 2 years, 1/100th of that.&lt;/p&gt;
&lt;p&gt;(We&amp;rsquo;ll be using better models, of course.)&lt;/p&gt;
&lt;p&gt;But 2 years isn&amp;rsquo;t far away. If Opus 4.6 were 100x cheaper, I could do 100x of what I could do with it today. What would we do with it?&lt;/p&gt;
&lt;p&gt;If we assume that they&amp;rsquo;ll become 100x &lt;em&gt;faster&lt;/em&gt; as well (and that&amp;rsquo;s an important assumption), and the reliability will continue to improve, then:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;LLM LSPs&lt;/strong&gt;. &lt;em&gt;Language servers&lt;/em&gt; could be LLMs. Hover over a squiggly line to understand a bug it spotted, right click and fix. Move on.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;LLM pre-commit hooks&lt;/strong&gt;. Write docs, write and run tests, refactor - automatically before you commit.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Continous refactoring&lt;/strong&gt;. LLMs auto-refactor the code, run tests, and commit better code.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Auto-fix from logs&lt;/strong&gt;. Log analysis -&amp;gt; Test case -&amp;gt; Fix -&amp;gt; Deployment can be automated.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Pick best option&lt;/strong&gt;. LLMs generate 30 diverse options for each task, test all, and pick the best. E.g. What&amp;rsquo;s the best language / framework for this? What&amp;rsquo;s the better visual design? What should I build?&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Live docs&lt;/strong&gt;. LLMs auto-update docs every commit.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Adversarial workflows&lt;/strong&gt;. LLMs continously run adversarial test cases to break the code, and fix it.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Build &amp;amp; discard, don&amp;rsquo;t buy&lt;/strong&gt;. Most tools are easier to create than purchase. They&amp;rsquo;re also easier to throw away. To hell with code quality!&lt;/li&gt;
&lt;/ul&gt;
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    <item>
      <title>Timeline of trends and events</title>
      <link>https://www.s-anand.net/blog/timeline-of-trends-and-events/</link>
      <pubDate>Fri, 26 May 2006 12:00:00 +0000</pubDate>
      <guid>https://www.s-anand.net/blog/timeline-of-trends-and-events/</guid>
      <description>&lt;p&gt;&lt;a href=&#34;http://www.futureswatch.org/Timeline.htm&#34;&gt;Timeline&lt;/a&gt; of trends and events from 1750 to 2100 (yes, that&amp;rsquo;s next century).&lt;/p&gt;
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    <item>
      <title>Exchanges using Wisdom of Crowds</title>
      <link>https://www.s-anand.net/blog/exchanges-using-wisdom-of-crowds/</link>
      <pubDate>Fri, 13 Aug 2004 12:00:00 +0000</pubDate>
      <guid>https://www.s-anand.net/blog/exchanges-using-wisdom-of-crowds/</guid>
      <description>&lt;p&gt;Alternate exchanges: &lt;a href=&#34;http://www.hsx.com/&#34;&gt;Hollywood Stock Exchange&lt;/a&gt;, &lt;a href=&#34;http://www.innovationfutures.com/bk/index.html&#34;&gt;Innovation futures&lt;/a&gt;, &lt;a href=&#34;http://www.blogshares.com/&#34;&gt;Blogshares&lt;/a&gt;. These exchanges are supposed to be remarkably accurate in predictions.&lt;/p&gt;
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    <item>
      <title>More on expectations higher than expected</title>
      <link>https://www.s-anand.net/blog/more-on-expectations-higher-than-expected/</link>
      <pubDate>Thu, 03 Oct 2002 12:00:00 +0000</pubDate>
      <guid>https://www.s-anand.net/blog/more-on-expectations-higher-than-expected/</guid>
      <description>&lt;p&gt;After reading my post on the ET article mentioning &amp;ldquo;&lt;a href=&#34;http://economictimes.indiatimes.com/cms.dll/articleshow?artid=23700601&#34;&gt;expected to see a higher than expected rise&lt;/a&gt;&amp;rdquo;, a certain &lt;a href=&#34;http://www.geocities.com/prachi_deuskar/&#34;&gt;CA gold-medallist friend&lt;/a&gt; of mine wrote back this obscure note that I refuse to understand:&lt;/p&gt;
&lt;blockquote&gt;
&lt;p&gt;&amp;hellip; if you take it literally it is not possible. To put it more technically, something called a &lt;strong&gt;law of iterated expectation&lt;/strong&gt; comes to play. Today&amp;rsquo;s expectation of tomorrow&amp;rsquo;s expectation about what will happen day after is just today&amp;rsquo;s expectation of what will happen day after.&lt;/p&gt;
&lt;p&gt;I think what they mean by &amp;ldquo;&amp;hellip;&amp;rdquo; is that the revised expectation is higher than the earlier expectation.&lt;/p&gt;
&lt;/blockquote&gt;
&lt;p&gt;She is in the habit of being right, so I had better accede.&lt;/p&gt;
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