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								<p>Personally, I think AI is getting seriously oversold when people fret about it “replacing humans”; the results are amazing, but they show the <em>limitations</em> of the techniques very sharply.</p>
<p>For instance, consider generating images with VQGAN + CLIP - the output is usually “surrealist” because the technique successfully imitates features that remind humans of the prompt, but weird things can happen when a prompt can be interpreted in multiple ways.</p>
<p>My favorite example of this is the generated image for <a href="https://www.aiweirdness.com/the-art-of-asking-nicely/" rel="nofollow">“a herd of sheep grazing on a lush green hillside by bob ross”</a>; the operator’s intent was to affect the <em>style</em> of the painting, but instead the AI has imitated the signature <em>haircut</em> of the artist!</p>
<p>          <a href="https://storage.ghost.io/c/88/01/8801c921-e9ec-4479-88c3-381d53470eca/content/images/2021/07/by-bob-ross.png" target="_blank" rel="noopener nofollow" class="onebox">
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<p>In an artistic context, this kind of conceptual free-association is interesting; it would be less so if the AI was generating accounting calculations.</p> 
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								<p>Awesome picture <img src="https://forum.elixirforum.com/images/emoji/apple/slight_smile.png?v=15" title=":slight_smile:" class="emoji" alt=":slight_smile:" loading="lazy" width="20" height="20"></p>
<p>Personally I think AI has outclassed humans in all games, including complex games as go.</p>
<p>And starcraft 2.</p> 
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<img alt="" width="24" height="24" src="https://forum.elixirforum.com/user_avatar/forum.elixirforum.com/al2o3cr/48/3457_2.png" class="avatar"> al2o3cr:</div>
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<p>My favorite example of this is the generated image for <a href="https://www.aiweirdness.com/the-art-of-asking-nicely/" rel="noopener nofollow ugc">“a herd of sheep grazing on a lush green hillside by bob ross”</a>;</p>
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<p>That’s just great.<br>
A happy accident. <img src="https://forum.elixirforum.com/images/emoji/apple/slight_smile.png?v=15" title=":slight_smile:" class="emoji" alt=":slight_smile:" loading="lazy" width="20" height="20"><br>
But still a long way to go, until the creator understands what it did there.</p> 
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								<p>Happy little Bob Rosses?</p> 
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								<p>I think there are 2 hurdles which AI has to cross in order to replace us software developers, and both of which I view as impossible for the foreseeable future:</p>
<ul>
<li>Converting high-level business requirements to functioning code. This is perhaps the most difficult problem we have to face, IMO, and takes a lot of critical thinking and back-and-forth with stakeholders. Most of the time, stakeholders don’t even know How to articulate the product they want!</li>
<li>Maintaining code. As the saying goes, “reading code is 10x harder than writing it the first time.” Once code is in production, it is inevitable that failures will occur and changes will need to be made, both to overcome scalability hurdles and expand the organization/business. Sure, AI can generate code, but maintenance and scalability are inevitable concerns, once it’s in production</li>
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<p>Not that I think we WON’T get to a point where these 2 concerns are addressed - it’s a matter of “when” not “if.” I think it will be awhile, so we will likely see much more gradual change towards this future, including enhanced IDE capabilities and failure detection/prediction - both of which are only now in their infancy. So I think our jobs will be made easier by AI long before it renders us obsolete <img src="https://forum.elixirforum.com/images/emoji/apple/slight_smile.png?v=15" title=":slight_smile:" class="emoji" alt=":slight_smile:" loading="lazy" width="20" height="20"></p> 
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