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	Comments on: Artificial intelligence is to actual intelligence what aspartame is to sugar.	</title>
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		<title>
		By: Nathan		</title>
		<link>https://nathanshumate.com/artificial-intelligence-is-to-actual-intelligence-what-aspartame-is-to-sugar/#comment-8600</link>

		<dc:creator><![CDATA[Nathan]]></dc:creator>
		<pubDate>Fri, 24 Apr 2026 15:29:10 +0000</pubDate>
		<guid isPermaLink="false">https://nathanshumate.com/?p=53534#comment-8600</guid>

					<description><![CDATA[The appeal to using an AI in this case was that it&#039;s supposed to be able to extract that data from a document formatted for human use (in this case, an HTML table which listed the event title and the participants), and I&#039;m supposed to be able to give the instructions in clear English instead of translate my instructions to a machine-readable format. Again, learning how to use a &quot;dumb&quot; program would have taken a lot longer than doing it myself with 3x5&quot; cards. 

But you&#039;re right -- because the currently available consumer-facing AIs are specifically Large Language Model, their strength is specifically in the ambiguity of qualitative communication; somebody hasn&#039;t thought to maybe make it able to be strictly analytical too.]]></description>
			<content:encoded><![CDATA[<p>The appeal to using an AI in this case was that it&#8217;s supposed to be able to extract that data from a document formatted for human use (in this case, an HTML table which listed the event title and the participants), and I&#8217;m supposed to be able to give the instructions in clear English instead of translate my instructions to a machine-readable format. Again, learning how to use a &#8220;dumb&#8221; program would have taken a lot longer than doing it myself with 3&#215;5&#8243; cards. </p>
<p>But you&#8217;re right &#8212; because the currently available consumer-facing AIs are specifically Large Language Model, their strength is specifically in the ambiguity of qualitative communication; somebody hasn&#8217;t thought to maybe make it able to be strictly analytical too.</p>
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		<title>
		By: Zsuzsa		</title>
		<link>https://nathanshumate.com/artificial-intelligence-is-to-actual-intelligence-what-aspartame-is-to-sugar/#comment-8599</link>

		<dc:creator><![CDATA[Zsuzsa]]></dc:creator>
		<pubDate>Fri, 24 Apr 2026 15:10:47 +0000</pubDate>
		<guid isPermaLink="false">https://nathanshumate.com/?p=53534#comment-8599</guid>

					<description><![CDATA[Honestly, this sounds like a task that would be better accomplished with a &quot;dumb&quot; program. The issue with the neural nets behind AI is that it&#039;s hard-to-impossible to code hard and fast rules into them, and hard and fast rules are exactly what you need. Scheduling is not an easy problem—I believe that it&#039;s NP-hard—but it&#039;s probably better than trying to do it with AI.

As to the overall point, that the real threat from AI comes not from AI but from idiots believing that they can use it when they can&#039;t, 100%. See the cases that keep coming up of lawyers including AI-hallucinated cases in their briefs. One day, one of those is going to get through undetected and potentially screw up the legal system.]]></description>
			<content:encoded><![CDATA[<p>Honestly, this sounds like a task that would be better accomplished with a &#8220;dumb&#8221; program. The issue with the neural nets behind AI is that it&#8217;s hard-to-impossible to code hard and fast rules into them, and hard and fast rules are exactly what you need. Scheduling is not an easy problem—I believe that it&#8217;s NP-hard—but it&#8217;s probably better than trying to do it with AI.</p>
<p>As to the overall point, that the real threat from AI comes not from AI but from idiots believing that they can use it when they can&#8217;t, 100%. See the cases that keep coming up of lawyers including AI-hallucinated cases in their briefs. One day, one of those is going to get through undetected and potentially screw up the legal system.</p>
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		<title>
		By: RK		</title>
		<link>https://nathanshumate.com/artificial-intelligence-is-to-actual-intelligence-what-aspartame-is-to-sugar/#comment-8593</link>

		<dc:creator><![CDATA[RK]]></dc:creator>
		<pubDate>Thu, 23 Apr 2026 00:59:35 +0000</pubDate>
		<guid isPermaLink="false">https://nathanshumate.com/?p=53534#comment-8593</guid>

					<description><![CDATA[Indeed, while there are (probably) higher quality AI engines out there that could do a better job with your task, the ones available to the general public are definitely over-hyped. AI image generators I&#039;ve used on occasion have the same problem: you can set the parameters and refine them all you want, but in the end the generator will do whatever it bloody well pleases and give you whatever the program&#039;s algorithms tell it you should want rather than what you actually requested. This was also what happened when I went looking for a half-remembered television show from the 1990s that started with a corporate executive making a marriage proposal to a gal who&#039;d come to chew him out for wronging her: the search engine&#039;s AI came up with numerous different TV series&#039; names and even specific episodes in which it insisted what I&#039;d described occurred, but none of them were even close to being a match.

In the end, I only managed to stumble across the right answer by checking back to the AI&#039;s sources and finding a listicle of 1990s TV series that began with a wedding. The one that turned out to be what I remembered (as I&#039;d only seen about half its pilot episode) was &lt;i&gt;Ned &#038; Stacey&lt;/i&gt;, which the AI had never even thought to suggest. With every one of the wrong answers it gave me, it insisted that yes, this was definitely what I was seeking even though the most cursory of examinations quickly made clear it wasn&#039;t.

My conclusion from these experiences is that these AI engines are currently calibrated to be &quot;yes-men&quot; trying to tell us what we want to &lt;i&gt;hear&lt;/i&gt;, not what we want to &lt;i&gt;know&lt;/i&gt;. Grok and Microsoft Copilot were likewise telling you &quot;Oh yes, we&#039;ve got the kind of schedule you want right here!&quot; while handing you something superficially made up to &lt;i&gt;look&lt;/i&gt; like a proper schedule, but purely cosmetic and riddled with errors. The chance of any these Potemkin intellects ever becoming self-aware and trying to take over the world Skynet-style is effectively nil.

Speaking of a Terminator being unable to negotiate the stairs, that&#039;s pretty much what happens to the decidedly subpar enforcer bot ED-209 in the first &lt;i&gt;Robocop&lt;/i&gt; movie: it &quot;loses to a flight of stairs&quot; as the &lt;a href=&quot;https://www.youtube.com/watch?v=pGemfKLV1JA&quot; rel=&quot;nofollow ugc&quot;&gt;Honest Trailer&lt;/a&gt; puts it. A lot of the other stuff in that movie (e.g. Detroit becoming a &quot;bankrupt crime-ridden hellhole&quot;) has also turned out similar in real life, albeit usually &lt;i&gt;even worse&lt;/i&gt; than in the movie (e.g. instead of creating a cybernetic cop to enforce the law, governments and corporations alike have pretty much just given up on Detroit). Seems we&#039;re in the &lt;i&gt;Robocop&lt;/i&gt; future, not the &lt;i&gt;Terminator&lt;/i&gt; one.

That being the case, the &lt;i&gt;real&lt;/i&gt; danger of AI seems to be not that it&#039;ll try to take over anything—it&#039;s programmed to be far too sycophantic for that—but that people will try to outsource all their more tedious mental tasks to it and thereby get too intellectually lazy to think for themselves. There had already been some danger of this with the advent of search engines; e.g. children who grew up never knowing what life was like before the internet are increasingly unable to figure out what to do when they don&#039;t have access to it, e.g. when the power goes out. (&quot;Well, if the power went out, I&#039;d ask Google to—&quot; &quot;No, the power&#039;s out. You don&#039;t have access to Google, remember?&quot; &quot;What?&quot;) AI is merely accelerating that trend remarkably quickly now.

You and I grew up in an era before all of this, so when the AI falls down on the job, we can still do it ourselves. The generations after ours, unfortunately, are likely to get a lot more dependent on these things to the point that they may end up in something like a &quot;The Machine Stops&quot; kind of future that E.M. Forster envisioned. Just like in that story, they may end up saying (as the world crumbles around them with no one knowing how to repair anything) &quot;The internet&#039;s breaking down! Somebody&#039;s got to do something about it!&quot; &quot;Oh yes, I&#039;m sharing your post with all my followers, and we agree: somebody definitely should.&quot; &quot;We could ask it to fix itself...&quot; &quot;I tried that, and Grok said it would, but so far nothing&#039;s happening.&quot;]]></description>
			<content:encoded><![CDATA[<p>Indeed, while there are (probably) higher quality AI engines out there that could do a better job with your task, the ones available to the general public are definitely over-hyped. AI image generators I&#8217;ve used on occasion have the same problem: you can set the parameters and refine them all you want, but in the end the generator will do whatever it bloody well pleases and give you whatever the program&#8217;s algorithms tell it you should want rather than what you actually requested. This was also what happened when I went looking for a half-remembered television show from the 1990s that started with a corporate executive making a marriage proposal to a gal who&#8217;d come to chew him out for wronging her: the search engine&#8217;s AI came up with numerous different TV series&#8217; names and even specific episodes in which it insisted what I&#8217;d described occurred, but none of them were even close to being a match.</p>
<p>In the end, I only managed to stumble across the right answer by checking back to the AI&#8217;s sources and finding a listicle of 1990s TV series that began with a wedding. The one that turned out to be what I remembered (as I&#8217;d only seen about half its pilot episode) was <i>Ned &amp; Stacey</i>, which the AI had never even thought to suggest. With every one of the wrong answers it gave me, it insisted that yes, this was definitely what I was seeking even though the most cursory of examinations quickly made clear it wasn&#8217;t.</p>
<p>My conclusion from these experiences is that these AI engines are currently calibrated to be &#8220;yes-men&#8221; trying to tell us what we want to <i>hear</i>, not what we want to <i>know</i>. Grok and Microsoft Copilot were likewise telling you &#8220;Oh yes, we&#8217;ve got the kind of schedule you want right here!&#8221; while handing you something superficially made up to <i>look</i> like a proper schedule, but purely cosmetic and riddled with errors. The chance of any these Potemkin intellects ever becoming self-aware and trying to take over the world Skynet-style is effectively nil.</p>
<p>Speaking of a Terminator being unable to negotiate the stairs, that&#8217;s pretty much what happens to the decidedly subpar enforcer bot ED-209 in the first <i>Robocop</i> movie: it &#8220;loses to a flight of stairs&#8221; as the <a href="https://www.youtube.com/watch?v=pGemfKLV1JA" rel="nofollow ugc">Honest Trailer</a> puts it. A lot of the other stuff in that movie (e.g. Detroit becoming a &#8220;bankrupt crime-ridden hellhole&#8221;) has also turned out similar in real life, albeit usually <i>even worse</i> than in the movie (e.g. instead of creating a cybernetic cop to enforce the law, governments and corporations alike have pretty much just given up on Detroit). Seems we&#8217;re in the <i>Robocop</i> future, not the <i>Terminator</i> one.</p>
<p>That being the case, the <i>real</i> danger of AI seems to be not that it&#8217;ll try to take over anything—it&#8217;s programmed to be far too sycophantic for that—but that people will try to outsource all their more tedious mental tasks to it and thereby get too intellectually lazy to think for themselves. There had already been some danger of this with the advent of search engines; e.g. children who grew up never knowing what life was like before the internet are increasingly unable to figure out what to do when they don&#8217;t have access to it, e.g. when the power goes out. (&#8220;Well, if the power went out, I&#8217;d ask Google to—&#8221; &#8220;No, the power&#8217;s out. You don&#8217;t have access to Google, remember?&#8221; &#8220;What?&#8221;) AI is merely accelerating that trend remarkably quickly now.</p>
<p>You and I grew up in an era before all of this, so when the AI falls down on the job, we can still do it ourselves. The generations after ours, unfortunately, are likely to get a lot more dependent on these things to the point that they may end up in something like a &#8220;The Machine Stops&#8221; kind of future that E.M. Forster envisioned. Just like in that story, they may end up saying (as the world crumbles around them with no one knowing how to repair anything) &#8220;The internet&#8217;s breaking down! Somebody&#8217;s got to do something about it!&#8221; &#8220;Oh yes, I&#8217;m sharing your post with all my followers, and we agree: somebody definitely should.&#8221; &#8220;We could ask it to fix itself&#8230;&#8221; &#8220;I tried that, and Grok said it would, but so far nothing&#8217;s happening.&#8221;</p>
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