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    <title>DEV Community: Justin Johnson</title>
    <description>The latest articles on DEV Community by Justin Johnson (@bioinfo).</description>
    <link>https://dev.to/bioinfo</link>
    <image>
      <url>https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F1811807%2Fe1a7bb7d-7f90-4db2-867a-576927147a58.jpg</url>
      <title>DEV Community: Justin Johnson</title>
      <link>https://dev.to/bioinfo</link>
    </image>
    <atom:link rel="self" type="application/rss+xml" href="https://dev.to/feed/bioinfo"/>
    <language>en</language>
    <item>
      <title>Echo grows up and becomes Hey, Reachy</title>
      <dc:creator>Justin Johnson</dc:creator>
      <pubDate>Mon, 15 Jun 2026 14:34:15 +0000</pubDate>
      <link>https://dev.to/bioinfo/echo-grows-up-and-becomes-hey-reachy-4gf3</link>
      <guid>https://dev.to/bioinfo/echo-grows-up-and-becomes-hey-reachy-4gf3</guid>
      <description>&lt;p&gt;Echo started as a companion-platform idea: memory, proactive behaviors, a model picker, a lot of surface area. When I picked it back up I wanted the opposite. One thing, done well: talk to the robot, and the robot talks back out loud. So I rebuilt it, and renamed it to what you actually say to it. Hey, Reachy.&lt;/p&gt;

&lt;h3&gt;
  
  
  The loop
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;wake word  -&amp;gt;  listen (VAD)  -&amp;gt;  transcribe (STT)  -&amp;gt;  brain (LLM)  -&amp;gt;  speak (TTS)  -&amp;gt;  nod
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;You say a wake word, it wakes and listens, captures your sentence and stops on silence, transcribes it, sends it to a model, and plays the reply out of its own speaker with a small nod while it talks. After it answers it keeps listening for a few seconds, so a back-and-forth doesn't need a fresh wake every turn.&lt;/p&gt;

&lt;p&gt;The wake word is keyless and on-device (openWakeWord), so the listening half needs no account and no API key. The brain, the speech-to-text, and the text-to-speech are all OpenAI-compatible endpoints, which means one gateway with one key can serve all three, and you can point the brain at whatever model you want. The brain sits behind one small interface, so swapping the engine never touches the app.&lt;/p&gt;

&lt;h3&gt;
  
  
  What the robot taught me
&lt;/h3&gt;

&lt;p&gt;Three things only the hardware tells you:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Latency beats intelligence in a voice loop.&lt;/strong&gt; A reply that lands in under a second feels alive. A smarter reply that takes three feels broken. I tuned for speed, not for the cleverest model, and the brain right now is gpt-oss-120b on Cerebras, which is what keeps it under that one-second bar.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Keep the speaker stream open.&lt;/strong&gt; Early on, the first reply came from the robot and every reply after fell back to the laptop. Closing the audio stream after each utterance was releasing the robot's speaker. Hold it open across the conversation and it stays on the robot.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Stage directions are a trap.&lt;/strong&gt; Ask a model to be expressive and it starts writing things like &lt;em&gt;tilts head&lt;/em&gt;, which the text-to-speech then reads aloud. The fix is boring: tell it not to, and strip anything in asterisks before it speaks.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Motion is deliberately calm. A slow head-nod while speaking, antennas pinned because they're the part most likely to clip the robot's own face, and a level pose the rest of the time. Present, not fidgety.&lt;/p&gt;

&lt;h3&gt;
  
  
  Shipped
&lt;/h3&gt;

&lt;p&gt;Hey, Reachy is live on Hugging Face and built on the same shared layer as Focus Guardian and DJ Reactor, so the voice stack (wake, listen, transcribe, speak) is reusable for whatever comes next. The interesting part starts now: wiring it to a real assistant so it has something worth saying.&lt;/p&gt;




&lt;p&gt;Project home: &lt;a href="https://runreachyrun.com" rel="noopener noreferrer"&gt;runreachyrun.com&lt;/a&gt; · Repo: &lt;a href="https://github.com/BioInfo/reachy" rel="noopener noreferrer"&gt;github.com/BioInfo/reachy&lt;/a&gt; · Space: &lt;a href="https://huggingface.co/spaces/RyeCatcher/hey_reachy" rel="noopener noreferrer"&gt;huggingface.co/spaces/RyeCatcher/hey_reachy&lt;/a&gt;&lt;/p&gt;

</description>
      <category>robotics</category>
      <category>ai</category>
      <category>showdev</category>
      <category>llm</category>
    </item>
    <item>
      <title>I Built a Cyberpunk Story About Meta's AI Future Using AI as My Pair Programmer</title>
      <dc:creator>Justin Johnson</dc:creator>
      <pubDate>Mon, 04 Aug 2025 11:00:00 +0000</pubDate>
      <link>https://dev.to/bioinfo/i-built-a-cyberpunk-story-about-metas-ai-future-using-ai-as-my-pair-programmer-5c3m</link>
      <guid>https://dev.to/bioinfo/i-built-a-cyberpunk-story-about-metas-ai-future-using-ai-as-my-pair-programmer-5c3m</guid>
      <description>&lt;h2&gt;
  
  
  The Technical Experiment
&lt;/h2&gt;

&lt;p&gt;As developers, we often debate AI's impact on our profession in abstract terms. Will GitHub Copilot replace us? Is ChatGPT making juniors obsolete? Instead of another technical analysis, I tried something different: I used AI to write speculative fiction about our augmented future.&lt;/p&gt;

&lt;p&gt;The result? "The Shadow of Superintelligence: Liberation or a Velvet Cage?" A story that explores Meta's vision of "personal superintelligence" through the eyes of Sarah, a marketer whose AR glasses give her superhuman abilities while her non-augmented colleagues mysteriously vanish.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Tech Stack for Fiction
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Writing Assistant:&lt;/strong&gt; Claude (Anthropic)&lt;br&gt;
&lt;strong&gt;Image Generation:&lt;/strong&gt; Krea.ai&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Story Structure:&lt;/strong&gt; Three-act narrative with a twist ending&lt;br&gt;
&lt;strong&gt;Research Integration:&lt;/strong&gt; Real Reddit threads from developer communities&lt;br&gt;
&lt;strong&gt;Version Control:&lt;/strong&gt; Iterative prompting with context preservation&lt;/p&gt;
&lt;h2&gt;
  
  
  The Development Process
&lt;/h2&gt;
&lt;h3&gt;
  
  
  1. Initial Architecture
&lt;/h3&gt;


&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;Story Structure {
  protagonist: "Sarah - developer turned marketer"
  setting: "2028 - Post personal AI revolution"
  conflict: "Augmentation vs human agency"
  technical_elements: [
    "Self-modifying algorithms",
    "Closed-source AI systems",
    "Neural-interface AR",
    "Blockchain data vaults"
  ]
}
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;h3&gt;
  
  
  2. Pair Programming with AI
&lt;/h3&gt;

&lt;p&gt;Working with AI on creative projects is surprisingly similar to pair programming:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="c1"&gt;// Human provides the high-level design&lt;/span&gt;
&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;storyOutline&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="na"&gt;theme&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;surveillance as protection&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
  &lt;span class="na"&gt;tone&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;cyberpunk thriller&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
  &lt;span class="na"&gt;technicalAccuracy&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;plausible near-future&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;
&lt;span class="p"&gt;};&lt;/span&gt;

&lt;span class="c1"&gt;// AI helps implement the details&lt;/span&gt;
&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;generateScene&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;outline&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nx"&gt;AI&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;expand&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;outline&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="na"&gt;consistency&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="na"&gt;worldBuilding&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="na"&gt;characterDevelopment&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="kc"&gt;true&lt;/span&gt;
  &lt;span class="p"&gt;});&lt;/span&gt;
&lt;span class="p"&gt;};&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  3. Debugging the Narrative
&lt;/h3&gt;

&lt;p&gt;Just like code, stories need debugging. AI helped identify:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Plot holes (logic errors)&lt;/li&gt;
&lt;li&gt;Inconsistent character behavior (state management issues)&lt;/li&gt;
&lt;li&gt;Pacing problems (performance optimization)&lt;/li&gt;
&lt;li&gt;Technical inaccuracies (type errors)&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Technical Themes Explored
&lt;/h2&gt;

&lt;h3&gt;
  
  
  The Halting Problem Applied to Self-Improving AI
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;ai_improvement_loop&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;model&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="k"&gt;while&lt;/span&gt; &lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="n"&gt;model&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;model&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;improve_self&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
        &lt;span class="c1"&gt;# When does this stop? Can we predict the output?
&lt;/span&gt;        &lt;span class="c1"&gt;# Sarah glimpses this infinite loop in the story
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Data Sovereignty in Neural Interfaces
&lt;/h3&gt;

&lt;p&gt;The story explores a critical question: When AI needs access to your neural patterns to function, who owns that data? Meta's solution in the fiction: local blockchain encryption. But you're still locked into their ecosystem to access it.&lt;/p&gt;

&lt;h3&gt;
  
  
  The Vendor Lock-in of Human Augmentation
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight typescript"&gt;&lt;code&gt;&lt;span class="kr"&gt;interface&lt;/span&gt; &lt;span class="nx"&gt;HumanAugmentation&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="nl"&gt;provider&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;Meta&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt; &lt;span class="o"&gt;|&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;Google&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt; &lt;span class="o"&gt;|&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;Apple&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
  &lt;span class="nl"&gt;capabilities&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nx"&gt;EnhancedAbility&lt;/span&gt;&lt;span class="p"&gt;[];&lt;/span&gt;
  &lt;span class="nl"&gt;dependencies&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nx"&gt;SystemRequirement&lt;/span&gt;&lt;span class="p"&gt;[];&lt;/span&gt;
  &lt;span class="nl"&gt;migrationPath&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="kc"&gt;null&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="c1"&gt;// &amp;lt;-- The real horror&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Key Technical Insights from Writing Fiction
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Recursive Improvement&lt;/strong&gt;: Using AI to write about AI created an interesting feedback loop. The tool helped me explore its own implications.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Black Box Irony&lt;/strong&gt;: I couldn't fully understand how my AI assistant was helping me write about... not understanding AI systems. Meta much?&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;The Documentation Problem&lt;/strong&gt;: How do you document self-modifying code? The story's glitching AI scene came from this real technical challenge.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Security Through Obscurity&lt;/strong&gt;: The twist reveals Meta's closed ecosystem as protection against worse actors. Technically dubious, narratively compelling.&lt;/p&gt;&lt;/li&gt;
&lt;/ol&gt;

&lt;h2&gt;
  
  
  Lessons for Developers
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. AI as a Creative Tool
&lt;/h3&gt;

&lt;p&gt;Just as Copilot doesn't replace understanding code, AI doesn't replace creativity. It amplifies it. My process:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Human: High-level design and direction&lt;/li&gt;
&lt;li&gt;AI: Implementation details and consistency&lt;/li&gt;
&lt;li&gt;Human: Quality control and vision&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  2. New Skill Sets
&lt;/h3&gt;

&lt;p&gt;The future might not be "AI replacing developers" but "developers who can orchestrate AI." This project taught me:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Prompt engineering as a design pattern&lt;/li&gt;
&lt;li&gt;Context management across iterations&lt;/li&gt;
&lt;li&gt;AI debugging (when output isn't what you expect)&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  3. Ethical Implementation
&lt;/h3&gt;

&lt;p&gt;Writing this fiction highlighted real concerns:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;How do we audit self-modifying systems?&lt;/li&gt;
&lt;li&gt;What happens when human capability depends on proprietary AI?&lt;/li&gt;
&lt;li&gt;Can security and transparency coexist in AI systems?&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  The Code Behind the Story
&lt;/h2&gt;

&lt;p&gt;For fellow developers interested in the technical process, here's a simplified version of my workflow:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="kd"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;StoryGenerator&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="nf"&gt;constructor&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;ai&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;themes&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;style&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;ai&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nx"&gt;ai&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;themes&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nx"&gt;themes&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;style&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nx"&gt;style&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;context&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;[];&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;

  &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="nf"&gt;generateChapter&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;outline&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;prompt&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;buildPrompt&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;outline&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
    &lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;response&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;ai&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;complete&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;prompt&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

    &lt;span class="c1"&gt;// Maintain narrative consistency&lt;/span&gt;
    &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;push&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt;
      &lt;span class="na"&gt;chapter&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nx"&gt;outline&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;chapter&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
      &lt;span class="na"&gt;keyEvents&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;extractEvents&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;response&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt;
      &lt;span class="na"&gt;characterState&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;trackCharacters&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;response&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;});&lt;/span&gt;

    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;polish&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;response&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;

  &lt;span class="nf"&gt;buildPrompt&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;outline&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
      &lt;span class="na"&gt;role&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;creative writing assistant&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
      &lt;span class="na"&gt;context&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;context&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
      &lt;span class="na"&gt;instruction&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nx"&gt;outline&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
      &lt;span class="na"&gt;style&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;style&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
      &lt;span class="na"&gt;constraints&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;technical accuracy&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;narrative consistency&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
    &lt;span class="p"&gt;};&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Try It Yourself
&lt;/h2&gt;

&lt;p&gt;Want to experiment with AI-assisted creative work? Here's a starter template:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight markdown"&gt;&lt;code&gt;&lt;span class="gu"&gt;## Project: AI-Assisted Story About [Technical Topic]&lt;/span&gt;

&lt;span class="gu"&gt;### Setup&lt;/span&gt;
&lt;span class="p"&gt;1.&lt;/span&gt; Choose your AI assistant (Claude, GPT-4, etc.)
&lt;span class="p"&gt;2.&lt;/span&gt; Define your technical premise
&lt;span class="p"&gt;3.&lt;/span&gt; Create character profiles with technical backgrounds
&lt;span class="p"&gt;4.&lt;/span&gt; Outline 3-5 key scenes that explore technical concepts

&lt;span class="gu"&gt;### Prompting Strategy&lt;/span&gt;
&lt;span class="p"&gt;-&lt;/span&gt; Start with world-building
&lt;span class="p"&gt;-&lt;/span&gt; Maintain consistent technical rules
&lt;span class="p"&gt;-&lt;/span&gt; Use AI for brainstorming and prose
&lt;span class="p"&gt;-&lt;/span&gt; You control pacing and structure

&lt;span class="gu"&gt;### Debugging Process&lt;/span&gt;
&lt;span class="p"&gt;-&lt;/span&gt; Read each scene for technical accuracy
&lt;span class="p"&gt;-&lt;/span&gt; Check character consistency
&lt;span class="p"&gt;-&lt;/span&gt; Verify the tech makes sense
&lt;span class="p"&gt;-&lt;/span&gt; Ensure narrative flow
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  The Meta Question
&lt;/h2&gt;

&lt;p&gt;Is using AI to write about AI dangers just techno-navel-gazing? Maybe. But it's also a unique way to explore these systems' implications. We debug code by running it. Perhaps we can debug our AI future by simulating it in fiction.&lt;/p&gt;

&lt;h2&gt;
  
  
  What's Next?
&lt;/h2&gt;

&lt;p&gt;I'm considering open-sourcing a framework for AI-assisted fiction writing specifically for technical topics. Would anyone be interested in collaborating? The goal: make it easier for developers to explore technical concepts through narrative.&lt;/p&gt;

&lt;p&gt;Read the full story: &lt;a href="https://open.substack.com/pub/rundatarun/p/the-shadow-of-superintelligence" rel="noopener noreferrer"&gt;The Shadow of Superintelligence: Liberation or a Velvet Cage?&lt;/a&gt;&lt;/p&gt;




&lt;h3&gt;
  
  
  Discussion Questions
&lt;/h3&gt;

&lt;ol&gt;
&lt;li&gt;Have you used AI for creative projects? What was your experience?&lt;/li&gt;
&lt;li&gt;What technical aspects of the story seem plausible/implausible for 2028?&lt;/li&gt;
&lt;li&gt;How do you think AI pair programming will evolve beyond code?&lt;/li&gt;
&lt;li&gt;What safeguards should exist for self-modifying AI systems?&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Drop your thoughts below, or better yet, try writing your own AI-assisted fiction about a technical concept you're passionate about. Share your results!&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;About the Author:&lt;/strong&gt; I'm a developer exploring the intersection of AI and creativity. This was my first fiction project, and I learned more about AI's implications by writing with it than from any technical paper.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>writing</category>
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