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  <title>Posts tagged: ping</title>
  <id>https://waylonwalker.com/tags/ping/atom.xml</id>
  <updated>2026-04-15T21:11:58Z</updated>
  <subtitle>All posts with the tag &#34;ping&#34;</subtitle>
  <link href="https://waylonwalker.com/tags/ping/" rel="alternate" type="text/html"></link>
  <link href="https://waylonwalker.com/tags/ping/atom.xml" rel="self" type="application/atom+xml"></link>
  <author>
    <name>Waylon Walker</name>
  </author>
  <generator uri="https://github.com/WaylonWalker/markata-go">markata-go</generator>
  <entry>
    <title>Ping 50</title>
    <id>https://waylonwalker.com/ping-50/</id>
    <updated>2026-04-15T21:11:58Z</updated>
    <published>2026-04-15T21:11:58Z</published>
    <link href="https://waylonwalker.com/ping-50/" rel="alternate" type="text/html"></link>
    <summary type="text">I wrote code by hand today... I was out of tokens</summary>
    <content type="html">&lt;p&gt;I wrote code by hand today… I was out of tokens&lt;/p&gt;&#xA;</content>
    <author>
      <name>Waylon Walker</name>
      <email>hello@waylonwalker.com</email>
      <uri>https://waylonwalker.com</uri>
    </author>
  </entry>
  <entry>
    <title>Ping 49</title>
    <id>https://waylonwalker.com/ping-49/</id>
    <updated>2026-04-13T16:12:04Z</updated>
    <published>2026-04-13T16:12:04Z</published>
    <link href="https://waylonwalker.com/ping-49/" rel="alternate" type="text/html"></link>
    <summary type="text">What&#39;s going to happen to all of our software when Anthropic Mythos finds all of the 0 day vulnerabilities? Will everything depending on the bugs break? Will...</summary>
    <content type="html">&lt;p&gt;What’s going to happen to all of our software when &lt;a href=&#34;/anthropic-mythos/&#34; class=&#34;glossary-term&#34; title=&#34;An ai model created by Anthropic was announced as a closed preview on April 7, 2026 for critical security research and evaluation with its close partners...&#34;&gt;Anthropic Mythos&lt;/a&gt; finds all&#xA;of the 0 day vulnerabilities?  Will everything depending on the bugs break?&#xA;Will it be possible to fix them cleanly?  Will we all get pwnd when the bad&#xA;actors get access to them before everything is patched?  Will LTS Operating&#xA;Systems Die?&lt;/p&gt;&#xA;</content>
    <author>
      <name>Waylon Walker</name>
      <email>hello@waylonwalker.com</email>
      <uri>https://waylonwalker.com</uri>
    </author>
  </entry>
  <entry>
    <title>Ping 48</title>
    <id>https://waylonwalker.com/ping-48/</id>
    <updated>2026-04-08T16:12:32Z</updated>
    <published>2026-04-08T16:12:32Z</published>
    <link href="https://waylonwalker.com/ping-48/" rel="alternate" type="text/html"></link>
    <content type="text">&#xA;</content>
    <author>
      <name>Waylon Walker</name>
      <email>hello@waylonwalker.com</email>
      <uri>https://waylonwalker.com</uri>
    </author>
  </entry>
  <entry>
    <title>What is this job anymore</title>
    <id>https://waylonwalker.com/ping-46/</id>
    <updated>2026-04-03T20:44:55Z</updated>
    <published>2026-04-03T20:44:55Z</published>
    <link href="https://waylonwalker.com/ping-46/" rel="alternate" type="text/html"></link>
    <summary type="text">The job of writing code is dying, models are getting better, the average person will have their average features implemented in average ways with no effort...</summary>
    <content type="html">&lt;p&gt;The job of writing code is dying, models are getting better, the average person&#xA;will have their average features implemented in average ways with no effort by&#xA;agents, the writing is on the wall.  We are still trying to review most of the&#xA;critical code, this is slowing us down, is it really stopping any bugs or&#xA;giving us any more familiarity with the product, marginally.&lt;/p&gt;&#xA;&lt;p&gt;The time is now to grease up your UAT, testing, deployment pipelines. Dont let&#xA;agents delete entire regions.  Review your backup and restore strategy, you do&#xA;have a DR plan right?&lt;/p&gt;&#xA;&lt;p&gt;Things are changing fast, the best of us are still better than the clankers.&#xA;Most of us have more context than the clankers.  Most of us have more intuition&#xA;of what and where to implement fixes.  Context windows and memory will be&#xA;solved problems.  Your DR plan, UAT, testinng and QA environments will not come&#xA;for free, you need to make them, and deeply integrate them into your processes.&lt;/p&gt;&#xA;</content>
    <author>
      <name>Waylon Walker</name>
      <email>hello@waylonwalker.com</email>
      <uri>https://waylonwalker.com</uri>
    </author>
  </entry>
  <entry>
    <title>Ping 47</title>
    <id>https://waylonwalker.com/ping-47/</id>
    <updated>2026-04-02T21:33:20Z</updated>
    <published>2026-04-02T21:33:20Z</published>
    <link href="https://waylonwalker.com/ping-47/" rel="alternate" type="text/html"></link>
    <content type="text">&#xA;</content>
    <author>
      <name>Waylon Walker</name>
      <email>hello@waylonwalker.com</email>
      <uri>https://waylonwalker.com</uri>
    </author>
  </entry>
  <entry>
    <title>The year of the supply chain attacks</title>
    <id>https://waylonwalker.com/ping-45/</id>
    <updated>2026-04-02T20:26:33Z</updated>
    <published>2026-04-02T20:26:33Z</published>
    <link href="https://waylonwalker.com/ping-45/" rel="alternate" type="text/html"></link>
    <summary type="text">I think I&#39;m starting to understand my role as a platform developer in 2026.</summary>
    <content type="html">&lt;p&gt;I think I’m starting to understand my role as a platform developer in 2026.&lt;/p&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;least priveleged access&lt;/li&gt;&#xA;&lt;li&gt;default deny + explicit allow&lt;/li&gt;&#xA;&lt;li&gt;understand your blast radius&lt;/li&gt;&#xA;&lt;li&gt;&lt;strong&gt;GREASED&lt;/strong&gt; creds rotate process&lt;/li&gt;&#xA;&lt;li&gt;PIN EVERYTHING&lt;/li&gt;&#xA;&lt;li&gt;keep packages up to date&lt;/li&gt;&#xA;&lt;li&gt;but not too up to date, use dependency cooldowns&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;</content>
    <author>
      <name>Waylon Walker</name>
      <email>hello@waylonwalker.com</email>
      <uri>https://waylonwalker.com</uri>
    </author>
  </entry>
  <entry>
    <title>The final nail for Windows?</title>
    <id>https://waylonwalker.com/ping-44/</id>
    <updated>2026-04-01T20:23:53Z</updated>
    <published>2026-04-01T20:23:53Z</published>
    <link href="https://waylonwalker.com/ping-44/" rel="alternate" type="text/html"></link>
    <summary type="text">Easy anticheat for linux is out.</summary>
    <content type="html">&lt;p&gt;Easy anticheat for linux is out.&lt;/p&gt;&#xA;&lt;div class=&#34;admonition tip&#34;&gt;&#xA;&lt;p class=&#34;admonition-title&#34;&gt;Tip&lt;/p&gt;&#xA;&lt;p&gt;look at the date&lt;/p&gt;&#xA;&lt;/div&gt;&#xA;&lt;p&gt;If this were real what would you play first?  For me it’s &lt;code&gt;skate .&lt;/code&gt; is really&#xA;the only thing I care about and I’m fine without it.&lt;/p&gt;&#xA;</content>
    <author>
      <name>Waylon Walker</name>
      <email>hello@waylonwalker.com</email>
      <uri>https://waylonwalker.com</uri>
    </author>
  </entry>
  <entry>
    <title>Ping 43</title>
    <id>https://waylonwalker.com/ping-43/</id>
    <updated>2026-03-31T18:33:05Z</updated>
    <published>2026-03-31T18:33:05Z</published>
    <link href="https://waylonwalker.com/ping-43/" rel="alternate" type="text/html"></link>
    <summary type="text">Okay so I logged into twitter today, and we are back.... probably not for long, but we are for now. Claude Code source leaked, the tweets are great....</summary>
    <content type="html">&lt;p&gt;Okay so I logged into twitter today, and we are back…. probably not for long,&#xA;but we are for now.  Claude Code source leaked, the tweets are great. [[&#xA;thoughts-956 ]], [[ thoughts-958 ]], [[ thoughts-959 ]], Some typescript css&#xA;text layout with bouncing balls, bubbles, strings, and webcam video to text is&#xA;blowing up [[ thoughts-957 ]].  This is the tech twitter I remember no sad news&#xA;how the world is corrupt by the other side.&lt;/p&gt;&#xA;</content>
    <author>
      <name>Waylon Walker</name>
      <email>hello@waylonwalker.com</email>
      <uri>https://waylonwalker.com</uri>
    </author>
  </entry>
  <entry>
    <title>Social Media is dead</title>
    <id>https://waylonwalker.com/ping-42/</id>
    <updated>2026-03-28T12:17:44Z</updated>
    <published>2026-03-28T12:17:44Z</published>
    <link href="https://waylonwalker.com/ping-42/" rel="alternate" type="text/html"></link>
    <summary type="text">Social Media is dead, interest media killed it long ago. I no longer feel like I&#39;m connecting to people, creating community, having fun, learning. I feel...</summary>
    <content type="html">&lt;p&gt;Social Media is dead, interest media killed it long ago.  I no longer feel like&#xA;I’m connecting to people, creating community, having fun, learning.  I feel&#xA;like I’m being shoveled slop from the slop machine, I’m sure mostly create by&#xA;well intentioned people just trying to make it in the world, trying to make&#xA;their mark, trying to make something of themselves.  The algos long lost the&#xA;idea of subs and likes, and transitioned to how long you will pause on a topic.&#xA;What used to be a series of recognizable faces, names, avatars, each with their&#xA;own personality that I could come to learn and know who was just trollin, who&#xA;was serious, is now mostly unrecognizable.  Platforms have changed and&#xA;fractured communities people went separate ways, not all the same ways.  No one&#xA;community is like it used to be, and its hard to find.&lt;/p&gt;&#xA;</content>
    <author>
      <name>Waylon Walker</name>
      <email>hello@waylonwalker.com</email>
      <uri>https://waylonwalker.com</uri>
    </author>
  </entry>
  <entry>
    <title>Where Is The Tech Industry Going</title>
    <id>https://waylonwalker.com/ping-37/</id>
    <updated>2026-03-27T14:11:49Z</updated>
    <published>2026-03-27T14:11:49Z</published>
    <link href="https://waylonwalker.com/ping-37/" rel="alternate" type="text/html"></link>
    <summary type="text">Agents suck</summary>
    <content type="html">&lt;p&gt;Agents suck&lt;/p&gt;&#xA;&lt;p&gt;Get left behind if you don’t use them&lt;/p&gt;&#xA;&lt;p&gt;Burn out if you use them too much&lt;/p&gt;&#xA;&lt;p&gt;The software world has been flipped upside down seemingly overnight.  Slow at&#xA;first, then all at once.  It started with auto complete, to chat, to, ide&#xA;integrations, to agents that would f&amp;amp;!^ over your repo more than it would help.&#xA;Up till this point we are just  little bit better and more specific than copy&#xA;paste from Stack Overflow. Then in Nov 2025 models learned how to effectively&#xA;use tools and do what you ask of them, sometimes more, sometimes less, but&#xA;generally for the basic shit most of us make its a net positive with each&#xA;iteration.&lt;/p&gt;&#xA;&lt;p&gt;Our techniques for managing work need to change.&lt;/p&gt;&#xA;&lt;p&gt;Our expectations need to change.&lt;/p&gt;&#xA;&lt;p&gt;Burnout for a lot of folks is coming.&lt;/p&gt;&#xA;</content>
    <author>
      <name>Waylon Walker</name>
      <email>hello@waylonwalker.com</email>
      <uri>https://waylonwalker.com</uri>
    </author>
  </entry>
  <entry>
    <title>Is Compaction The Issue</title>
    <id>https://waylonwalker.com/is-compaction-the-issue/</id>
    <updated>2026-03-26T09:37:47Z</updated>
    <published>2026-03-26T09:37:47Z</published>
    <link href="https://waylonwalker.com/is-compaction-the-issue/" rel="alternate" type="text/html"></link>
    <summary type="text">I saw today in work chat something along the lines of &#34;we need bigger context windows&#34; &#34;compaction times are holding us back&#34;. Maybe I&#39;m just blessed with...</summary>
    <content type="html">&lt;p&gt;I saw today in work chat something along the lines of “we need bigger context&#xA;windows” “compaction times are holding us back”.  Maybe I’m just blessed with&#xA;the lack of lord jira, maybe juggle too many projects at once and they are all&#xA;pretty much done when I get back.  Maybe I do more long running specs and spend&#xA;time making good plans that it does not matter.&lt;/p&gt;&#xA;&lt;p&gt;Anyways the point I’m getting to is that if you think that compaction is your&#xA;main issue slowing you down, and 10x this if you are a manager thinking this is&#xA;what is slowing down your team you &lt;strong&gt;need&lt;/strong&gt; to look at your workflow.  Not&#xA;because it sucks.  Not only because it could be better.  Because you are&#xA;signing yourself and your team up for burnout if you are sitting there watching&#xA;these things run like waiting for paint to dry and firing more prompts at them&#xA;as soon as they are done.  It feels easy.  It feels like you are going fast.&#xA;Its eating more brainpower than you think, and its not getting you to your&#xA;destination any faster.&lt;/p&gt;&#xA;</content>
    <author>
      <name>Waylon Walker</name>
      <email>hello@waylonwalker.com</email>
      <uri>https://waylonwalker.com</uri>
    </author>
  </entry>
  <entry>
    <title>Lets Land The Plane</title>
    <id>https://waylonwalker.com/lets-land-the-plane/</id>
    <updated>2026-03-25T08:41:15Z</updated>
    <published>2026-03-25T08:41:15Z</published>
    <link href="https://waylonwalker.com/lets-land-the-plane/" rel="alternate" type="text/html"></link>
    <summary type="text">Part of @steveyegge &#39;s gastown/beads is a prompt &#34;Lets land the plane&#34;. It&#39;s very straightforward forward and what any sane human would probably do before...</summary>
    <content type="html">&lt;p&gt;Part of @steveyegge ’s gastown/beads is a prompt “Lets land the plane”.  It’s very straightforward forward and what any sane human would probably do before finishing work, except the last part.  The “generate a handoff prompt for the next session” was not something I’ve put much thought into.  But now that I juggle 6 sessions at a time and often end up with 20 sessions open because I don’t want to close them and loose the last bit of context.  This is what I need to keep from crippling my laptop memory from all of these stale sessions hanging around.&lt;/p&gt;&#xA;&lt;figure&gt;&#xA;&lt;a href=&#34;https://dropper.waylonwalker.com/file/b75a3a4d-679c-415d-9d14-231b0f75e0ff.webp&#34; class=&#34;glightbox-link&#34;&gt;&lt;img class=&#34;glightbox&#34; src=&#34;https://dropper.waylonwalker.com/file/b75a3a4d-679c-415d-9d14-231b0f75e0ff.webp&#34; alt=&#34;&#34;/ data-glightbox=&#34;description: &#34;&gt;&lt;/a&gt;&#xA;&lt;figcaption&gt;&lt;p&gt;Taken from &lt;a href=&#34;https://ianbull.com/posts/beads&#34; style=&#34;--favicon-url: url(&amp;#39;/assets/markata/link-avatars/ianbull.com.ico&amp;#39;);&#34; data-favicon=&#34;/assets/markata/link-avatars/ianbull.com.ico&#34; class=&#34;has-avatar  has-avatar-before&#34;&gt;https://ianbull.com/posts/beads&lt;/a&gt;&lt;/p&gt;&lt;/figcaption&gt;&#xA;&lt;/figure&gt;&#xA;</content>
    <author>
      <name>Waylon Walker</name>
      <email>hello@waylonwalker.com</email>
      <uri>https://waylonwalker.com</uri>
    </author>
  </entry>
  <entry>
    <title>Ping 38</title>
    <id>https://waylonwalker.com/ping-38/</id>
    <updated>2026-03-22T09:56:48Z</updated>
    <published>2026-03-22T09:56:48Z</published>
    <link href="https://waylonwalker.com/ping-38/" rel="alternate" type="text/html"></link>
    <summary type="text">When agents do the work its harder to recognize a dead end.</summary>
    <content type="html">&lt;p&gt;When agents do the work its harder to recognize a dead end.&lt;/p&gt;&#xA;</content>
    <author>
      <name>Waylon Walker</name>
      <email>hello@waylonwalker.com</email>
      <uri>https://waylonwalker.com</uri>
    </author>
  </entry>
  <entry>
    <title>Learning to agent</title>
    <id>https://waylonwalker.com/ping-35b/</id>
    <updated>2026-03-19T20:53:08Z</updated>
    <published>2026-03-19T20:53:08Z</published>
    <link href="https://waylonwalker.com/ping-35b/" rel="alternate" type="text/html"></link>
    <summary type="text">All we are hearing lately is Agents are the future, something flipped around NOV 2025 with opus 4.5. It turned snake oil into action. It changed programmers...</summary>
    <content type="html">&lt;p&gt;All we are hearing lately is Agents are the future, something flipped around&#xA;NOV 2025 with opus 4.5.  It turned snake oil into action.  It changed&#xA;programmers will be replaced in 6 months to now.  Not all of them, but probably&#xA;most of us who are not extraordinary.  If you fall into the camp of folks not&#xA;adopting, I got no issues with that.  No one is twisting your arm, well maybe&#xA;your boss or cto is, thats on them.  I don’t mean to say this is the future as&#xA;in, get in or get left behind.  I mean it as this is where your other engineers&#xA;probably are, the junior to mid level engineers are here.  If you are not&#xA;trying to meet them where they are how are you going to lead them.&lt;/p&gt;&#xA;</content>
    <author>
      <name>Waylon Walker</name>
      <email>hello@waylonwalker.com</email>
      <uri>https://waylonwalker.com</uri>
    </author>
  </entry>
  <entry>
    <title>Studio Ghibli Images in the Wild</title>
    <id>https://waylonwalker.com/ping-35/</id>
    <updated>2026-03-19T20:49:26Z</updated>
    <published>2026-03-19T20:49:26Z</published>
    <link href="https://waylonwalker.com/ping-35/" rel="alternate" type="text/html"></link>
    <summary type="text">I just stumbled into an image in my org chart of someone who clearly turned themself into a Studio Ghibli character in chatgpt during the small window of...</summary>
    <content type="html">&lt;p&gt;I just stumbled into an image in my org chart of someone who clearly turned&#xA;themself into a Studio Ghibli character in chatgpt during the small window of&#xA;time that it seemed to do this for everything.  Its clearly the aesthetic that&#xA;It would do by default for that week, then would not do it whatsoever.  I’d&#xA;link it, but its from an org chart.  I mostly found it interesting how we now&#xA;have these recognizable artifacts from specific moments in time.&lt;/p&gt;&#xA;</content>
    <author>
      <name>Waylon Walker</name>
      <email>hello@waylonwalker.com</email>
      <uri>https://waylonwalker.com</uri>
    </author>
  </entry>
  <entry>
    <title>Ping 36</title>
    <id>https://waylonwalker.com/ping-36/</id>
    <updated>2026-03-19T17:42:56Z</updated>
    <published>2026-03-19T17:42:56Z</published>
    <link href="https://waylonwalker.com/ping-36/" rel="alternate" type="text/html"></link>
    <summary type="text">I feel like there&#39;s an inevitable phase to every ai/agentic worked feature/epic where you have to get in and chat with it 2025 style (except it actually...</summary>
    <content type="html">&lt;p&gt;I feel like there’s an inevitable phase to every ai/agentic worked feature/epic&#xA;where you have to get in and chat with it 2025 style (except it actually works&#xA;and doesn’t turn your project to shit).  Planning is great, planning out epics&#xA;for full orchestrator’s to churn for hours on is amazing, but it always leaves&#xA;me with a handful of thorns multiplied by complexity level of things that I&#xA;can shout a list of 6 items at a time that it can one shot.  I haven’t seen&#xA;anyone put a name to this phase yet, so I’m going to call it the UAT phase&#xA;for now and it seems like a very necessary part of the SDLC.  It was&#xA;important before, but feels more so now as engineers distance themselves&#xA;from the implementation.&lt;/p&gt;&#xA;</content>
    <author>
      <name>Waylon Walker</name>
      <email>hello@waylonwalker.com</email>
      <uri>https://waylonwalker.com</uri>
    </author>
  </entry>
  <entry>
    <title>Research, Plan, Implement</title>
    <id>https://waylonwalker.com/ping-34/</id>
    <updated>2026-03-18T20:49:26Z</updated>
    <published>2026-03-18T20:49:26Z</published>
    <link href="https://waylonwalker.com/ping-34/" rel="alternate" type="text/html"></link>
    <summary type="text">I heard this term yesterday, and I think a lot of people are missing out on step 1. It&#39;s important to experiment with agents and learn what they can do well...</summary>
    <content type="html">&lt;p&gt;I heard this term yesterday, and I think a lot of people are missing out on&#xA;step 1.  It’s important to experiment with agents and learn what they can do&#xA;well and what they cant, this changes every couple of weeks at this point.  You&#xA;might be spending hours planning something that could have been implemented&#xA;right away, or maybe wasted time planning something that needed more research,&#xA;more context engineering.  Agents start fresh every session, they cant remember&#xA;what you asked them to do 5 minutes ago in the other session, getting the right&#xA;tokens in session is critical.&lt;/p&gt;&#xA;</content>
    <author>
      <name>Waylon Walker</name>
      <email>hello@waylonwalker.com</email>
      <uri>https://waylonwalker.com</uri>
    </author>
  </entry>
  <entry>
    <title>Context Poisoning Was There All Along</title>
    <id>https://waylonwalker.com/ping-32/</id>
    <updated>2026-03-17T21:10:38Z</updated>
    <published>2026-03-17T21:10:38Z</published>
    <link href="https://waylonwalker.com/ping-32/" rel="alternate" type="text/html"></link>
    <summary type="text">I wrote some code by hand on Sunday. Sat down with my son and started building out a game in pygame from scratch. We went to google, we searched how to do...</summary>
    <content type="html">&lt;p&gt;I wrote some code by hand on Sunday.  Sat down with my son and started building&#xA;out a game in pygame from scratch.  We went to google, we searched how to do&#xA;something, we copy and pasted from the docs.  Not because we are dumb, but&#xA;because we cant remember some aspects of the pygame api.  Now that these&#xA;patterns are established we no longer have to google them, we simply grep our&#xA;codebase and replicate the pattern.  Easy right?  It’s funny that it took ai to&#xA;coin the term &lt;code&gt;context poisoning&lt;/code&gt; even though it was there all along.&lt;/p&gt;&#xA;</content>
    <author>
      <name>Waylon Walker</name>
      <email>hello@waylonwalker.com</email>
      <uri>https://waylonwalker.com</uri>
    </author>
  </entry>
  <entry>
    <title>Agents cannot replace the thinking, they only amplify it</title>
    <id>https://waylonwalker.com/ping-33/</id>
    <updated>2026-03-17T20:32:16Z</updated>
    <published>2026-03-17T20:32:16Z</published>
    <link href="https://waylonwalker.com/ping-33/" rel="alternate" type="text/html"></link>
    <summary type="text">Agents cannot replace the thinking, they only amplify it. If you set the agents off in the wrong direction that&#39;s where they will go. They will sprint there...</summary>
    <content type="html">&lt;p&gt;Agents cannot replace the thinking, they only amplify it.  If you set the&#xA;agents off in the wrong direction that’s where they will go.  They will sprint&#xA;there faster than you can go.  This is ok, its one of their advantages, they&#xA;can give you signal quick.  Remember if they are off in the wrong direction&#xA;more research and planning is needed, and maybe a little bit more thinking on&#xA;your end to steer them in the right direction.&lt;/p&gt;&#xA;</content>
    <author>
      <name>Waylon Walker</name>
      <email>hello@waylonwalker.com</email>
      <uri>https://waylonwalker.com</uri>
    </author>
  </entry>
  <entry>
    <title>Thinking about ai productivity again</title>
    <id>https://waylonwalker.com/ping-31/</id>
    <updated>2026-03-16T21:01:44Z</updated>
    <published>2026-03-16T21:01:44Z</published>
    <link href="https://waylonwalker.com/ping-31/" rel="alternate" type="text/html"></link>
    <summary type="text">Thinking about AI productivity again. It&#39;s allowing massive amounts of work to get done, to levels that humans cannot physically type out in some cases. But...</summary>
    <content type="html">&lt;p&gt;Thinking about AI productivity again.  It’s allowing massive amounts of work to&#xA;get done, to levels that humans cannot physically type out in some cases.  But&#xA;not all of this work is necessarily high value work.  Right now I’m working on&#xA;one of the biggest PRs to an internal cli library.  Probably the largest PR&#xA;I’ve ever done professionally.  It touches all of the cli, refactors every&#xA;command, reaches into the business logic layers to drive deeper separation.  I&#xA;reaches into the common layers to drive consistency.  It ensures that every&#xA;command (50 or so) has similar flags, supports –plain, –no-color.  It specs&#xA;out contracts to ensure that data goes out stdout, any extra goes out stderr.&#xA;This makes everything unix pipe friendly. There was quite a bit of research and&#xA;prep that went in, that turns out to already be distilled down into clig.dev.&#xA;The point is that this is all good work.  It will make the product consistent,&#xA;repeatable, expected, and most of all boring.  Most of the time, it will just&#xA;work.  Since we did it ahead of a lot of other agentic work on the product its&#xA;establishing good patterns for the product moving forward.  But its low value&#xA;work.  We wouldn’t have likely put humans on this work wholesale and fixed&#xA;critical paths as they came up.  Its not cutting cost, selling more product, or&#xA;driving critical business decisions.  Yes it’s worth it now, but it would not&#xA;have bee in the past.&lt;/p&gt;&#xA;</content>
    <author>
      <name>Waylon Walker</name>
      <email>hello@waylonwalker.com</email>
      <uri>https://waylonwalker.com</uri>
    </author>
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