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<!doctype html>
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<head>
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<title>AI Native Automation: How I learned to stop worrying and love Claude</title>
<meta name="description" content="A talk about AI-native infrastructure automation">
<meta name="author" content="Adam Jacob">
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<!-- Title Slide -->
<section class="centered-slide">
<img src="assets/images/si-logo-symbol.svg" alt="System Initiative" class="si-logo-symbol">
<h2>AI Native Automation</h2>
<h4>How I learned to stop worrying and love Claude</h4>
<p class="author-info">
<strong>Adam Jacob</strong><br>
CEO, System Initiative<br>
<a href="mailto:adam@systeminit.com">adam@systeminit.com</a><br>
<a href="https://www.linkedin.com/in/adamjacob/" class="linkedin-link">
<svg class="linkedin-icon" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16" fill="currentColor"><path d="M0 1.146C0 .513.526 0 1.175 0h13.65C15.474 0 16 .513 16 1.146v13.708c0 .633-.526 1.146-1.175 1.146H1.175C.526 16 0 15.487 0 14.854zm4.943 12.248V6.169H2.542v7.225zm-1.2-8.212c.837 0 1.358-.554 1.358-1.248-.015-.709-.52-1.248-1.342-1.248S2.4 3.226 2.4 3.934c0 .694.521 1.248 1.327 1.248zm4.908 8.212V9.359c0-.216.016-.432.08-.586.173-.431.568-.878 1.232-.878.869 0 1.216.662 1.216 1.634v3.865h2.401V9.25c0-2.22-1.184-3.252-2.764-3.252-1.274 0-1.845.7-2.165 1.193v.025h-.016l.016-.025V6.169h-2.4c.03.678 0 7.225 0 7.225z"/></svg>
adamjacob
</a>
</p>
<p class="event-info">Config Management Camp 2026</p>
<aside class="notes">
<ul>
<li>Welcome</li>
</ul>
</aside>
</section>
<!-- TL;DR Slide -->
<section>
<h2>tl;dr</h2>
<ul style="font-size: 1em; line-height: 1.6;">
<li>AI is the future of Software Development</li>
<li>Every objection you have will be overcome</li>
<li>The velocity increase is too high</li>
<li>Ops velocity always follows Dev velocity</li>
<li>Existing tools won't enable the velocity we need</li>
<li>2 choices: figure it out together or wait for others to do it</li>
<li>Lets figure it out together</li>
</ul>
<aside class="notes">
<ul>
<li>Full talk in one slide</li>
<li>AI = future</li>
<li>Objections don't matter</li>
<li>velocity means we will sort it</li>
<li>Ops follows</li>
<li>Existing tools barely worked for current velocity</li>
<li>We have to figure it out</li>
<li>Lets figure it out together</li>
<li>Rest of this talk is me convincing you</li>
</ul>
</aside>
</section>
<!-- Me Slide -->
<section>
<div class="two-column">
<img src="assets/images/adam-black-metal.jpg" alt="Adam Jacob">
<ul>
<li>Systems Administrator</li>
<li>CTO, Chef</li>
<li>CEO, System Initiative</li>
</ul>
</div>
<aside class="notes">
<ul>
<li>Sysadmin</li>
<li>Startup CEO</li>
<li>Love open source</li>
<li>love you nerds</li>
</ul>
</aside>
</section>
<!-- SI Slide -->
<section class="centered-slide">
<img src="assets/images/si-logo-stacked-wordmark.svg" alt="System Initiative" class="si-logo-stacked-wordmark">
<aside class="notes">
<ul>
<li>Last six years</li>
<li>better infra automation</li>
<li>did a lot of very ambitious things</li>
<li>Proud of the work and the team</li>
<li>but we failed to build something good enough</li>
<li>Proud of the work and team.</li>
<li>I failed them. I failed you.</li>
<li>Last week we faced up to that</li>
<li>This week we started trying again</li>
</ul>
</aside>
</section>
<!-- Why Try Slide -->
<section>
<h2>Why Keep Trying?</h2>
<p class="fragment" style="font-size: 1.5em; margin-top: 1em;">
<strong>1.</strong> Last six months in AI
</p>
<p class="fragment" style="font-size: 1.5em;">
<strong>2.</strong> We saw a glimpse of the future
</p>
<p class="fragment" style="font-size: 1.5em;">
<strong>3.</strong> I'm not done
</p>
<aside class="notes">
<ul>
<li>Last six months - the results changed</li>
<li>Across the industry, all at once</li>
<li>We figured out how to approach it as technology</li>
<li>SI saw a glimpse of the future</li>
<li>I never want to build automation without an agent again</i>
<li>Love this problem</li>
<li>Love these people</li>
<li>And I'm not doing working on it</li>
</ul>
</aside>
</section>
<!-- What Changed Slide -->
<section>
<h2>What changed w/ AI</h2>
<p class="fragment" style="font-size: 1.5em; margin-top: 1em;">
<strong>1.</strong> Better models
</p>
<p class="fragment" style="font-size: 1.5em;">
<strong>2.</strong> Claude Code
</p>
<p class="fragment" style="font-size: 1.5em;">
<strong>3.</strong> Just another technology
</p>
<aside class="notes">
<ul>
<li>Frontier models improved a lot</li>
<li>Claude Code, and most importantly - not an editor</li>
<li>More powerful agents, not more agents</li>
<li>LLMs just became technology.</li>
<li>Not magic. Just boring old tech, like PostgreSQL</li>
</ul>
</aside>
</section>
<!-- Evidence Slide -->
<section class="centered-slide">
<p style="font-size: 3em;">
<span>6 years</span>
<span class="fragment" style="color: var(--gruvbox-orange);"> → 3 days</span>
</p>
<span class="fragment">Single developers, 50k lines a day</span>
<aside class="notes">
<ul>
<li>What changed most was velocity</li>
<li>6 years building SI; many versions</li>
<li>We built the bones of a new product in 3 days</li>
<li>skills, TUI, web</li>
<li>Months → days</li>
<li>With high quality all around</li>
<li>Wrong product? So what - days to try again</li>
</ul>
</aside>
</section>
<!-- impact slide -->
<section class="centered-slide">
<h1>Impact of AI on Software Development</h1>
<span style="font-size: 0.5em">Impact of DevOps + Cloud</span>
<aside class="notes">
<ul>
<li>Size of the header?</li>
<li>See the tiny text?</li>
<li>Thats the kind of delta</li>
<li>I might be understating it</li>
</ul>
</aside>
</section>
<!-- The Rule Slide -->
<section class="centered-slide">
<blockquote style="border-left: 4px solid var(--gruvbox-orange); padding-left: 1em; font-style: italic; font-size: 1.3em;">
When software development accelerates,<br>
operations always follows.
</blockquote>
<aside class="notes">
<ul>
<li>Software accelerates, ops follows</li>
<li>Inevitablity</li>
<li>We became the bottleneck with cloud</li>
<li>To keep up we have to change</li>
<li>And radically</li>
</ul>
</aside>
</section>
<!-- Skeptics Slide -->
<section class="centered-slide">
<h1>The time for skepticism has passed</h1>
<aside class="notes">
<ul>
<li>I was a skeptic too</li>
<li>less technical, hyper optimist friends</li>
<li>The hype has been insufferable</li>
<li>Real harm is happening to our peers</li>
<li>But it already happend.</li>
<li>Nothing can stop the change now.</li>
<li>Not even the bubble bursting and economic collapse</li>
<li>The utility is too high</li>
<li>We adapt or we get left behind</li>
</ul>
</aside>
</section>
<section class="centered-slide" data-background-image="assets/images/randy.webp" data-background-size="contain">
<div style="background-color: rgba(40, 40, 40, 0.85); padding: 0.5em 1em; border-radius: 12px; display: inline-block;">
<h1>Good is good</h1>
</div>
<aside class="notes">
<ul>
<li>Randy Blythe, Lamb of God</li>
<li>Good is good</li>
<li>This is a good is good moment</li>
<li>No matter how it makes you feel</li>
<li>Lets talk about how this is working in software development</li>
</ul>
</aside>
</section>
<!-- Our Process Slide -->
<section class="centered-slide">
<div class="process-flow">
<div class="external-input">Software Architecture</div>
<div class="external-arrow">↓</div>
<div class="process-steps">
<span class="step fragment" data-fragment-index="1">Design Docs</span>
<span class="arrow">→</span>
<span class="step fragment" data-fragment-index="1">Plans</span>
<span class="arrow">→</span>
<span class="step">Implementation</span>
<span class="arrow">→</span>
<span class="step">Tests</span>
<span class="arrow">→</span>
<span class="step">Review</span>
</div>
<div class="external-arrow">↑</div>
<div class="external-input">Our Standards</div>
</div>
<aside class="notes">
<ul>
<li>Same steps and inputs as your process today</li>
<li>Everything to the right is now AI primary</li>
<li>Design docs, planning - human driven</li>
<li>Architecture and Standards human built skills</li>
<li>Implementation is the agents job</li>
<li>Testing and Review keep it honest</li>
<li>Implemented as skills</li>
</ul>
</aside>
</section>
<!-- Question Slides -->
<section class="centered-slide">
<h2>Are you reading the code?</h2>
<p class="fragment" style="font-size: 2.5em; margin-top: 1em; color: var(--gruvbox-orange);">
<strong>Not really</strong>
</p>
<aside class="notes">
<ul>
<li>Architecture, docs, standards</li>
<li>Read for guidance</li>
<li>Making sure the architecture doesn't go astray<li>
<li>Catching derailments</li>
</ul>
</aside>
</section>
<section class="centered-slide">
<h2>Human review doesn't work</h2>
<p class="fragment" style="font-size: 2.5em; margin-top: 1em; color: var(--gruvbox-orange);">
<strong>Velocity is too high</strong>
</p>
<aside class="notes">
<ul>
<li>You can't review 10 2k line PRs in a day</li>
<li>Review happens on Design docs + plan mode</li>
<li>Implementation happens largely according to plan</li>
<li>Review bot catches drift in the primary agent</li>
<li>Standards enforcement</li>
<li>Honestly does a better job than your team</li>
</ul>
</aside>
</section>
<section class="centered-slide">
<h2>Security</h2>
<p class="fragment" style="font-size: 2.5em; margin-top: 1em; color: var(--gruvbox-orange);">
<strong>AAA, Encryption, etc.</strong>
</p>
<aside class="notes">
<ul>
<li>Sensitive parts of the architecture get review</li>
<li>Easier to catch in planning</li>
<li>This is a small surface area for most programs</li>
</ul>
</aside>
</section>
<!-- Slop Slide -->
<section class="centered-slide">
<h2>Slop</h2>
<p class="fragment" style="font-size: 2.5em; margin-top: 1em; color: var(--gruvbox-orange);">
<strong>Strong Architecture</strong>
<strong>Thoroguh Planning</strong>
</p>
<aside class="notes">
<ul>
<li>Strong architecture guidance</li>
<li>It does a better job of following software architecture patterns than you do</li>
<li>Thorough planning</li>
<li>Catches obvious flaws in the design phase</li>
<li>Lets talk about quality</li>
</ul>
</aside>
</section>
<!-- External Quality Slide -->
<section class="centered-slide">
<h2>External Quality</h2>
<p class="fragment" style="font-size: 1.3em; margin-top: 1em; color: var(--gruvbox-fg-dim);">
Does it work? Is it secure? Do users like it?
</p>
<p class="fragment" style="font-size: 1.8em; margin-top: 0.5em; color: var(--gruvbox-orange);">
<strong>This is the only thing that ever mattered.</strong>
</p>
<aside class="notes">
<ul>
<li>External quality is how the product is percieved by users</li>
<li>Always the real measure</li>
<li>Low external = always bad</li>
<li>Unchanged by AI</li>
<li>Taste + expertise required</li>
</ul>
</aside>
</section>
<!-- Internal Quality Slide -->
<section class="centered-slide">
<h2>Internal Quality</h2>
<div class="quality-lanes">
<div class="quality-lane" id="lane-architecture">
<span class="lane-label">Software Architecture</span>
<span class="lane-examples">DDD, SOA, Hexagonal</span>
</div>
<div class="quality-lane" id="lane-principles">
<span class="lane-label">Software Principles</span>
<span class="lane-examples">DRY, KISS, YAGNI</span>
</div>
<div class="quality-lane" id="lane-taste">
<span class="lane-label">Taste</span>
<span class="lane-examples">Organization, Style, Naming</span>
</div>
</div>
<span class="fragment" id="trigger-architecture-highlight"></span>
<aside class="notes">
<ul>
<li>Internal quality are the things teams did to produce high external quality</li>
<li>The craft</li>
<li>Turns out some of it still matters</li>
<li>Primarily architecture patterns - the key ingredient to AI generated code staying coherent over time</li>
<li>Just like it did for software all along</li>
<li>Most principles, and absolutely your individual taste, are now irrelevant</li>
<li>except as they apply to external quality and defining the architecutre and changes</li>
</ul>
</aside>
</section>
<!-- Architecture vs Chaos Slide -->
<section class="centered-slide">
<div class="binary-contrast">
<div class="binary-row">
<span class="path" style="color: var(--gruvbox-green);">Architecture</span>
<span class="arrow">→</span>
<span class="outcome">Stability</span>
</div>
<div class="binary-row">
<span class="path" style="color: var(--gruvbox-red);">Vibes</span>
<span class="arrow">→</span>
<span class="outcome" style="color: var(--gruvbox-fg-dim);">Chaos</span>
</div>
</div>
<aside class="notes">
<ul>
<li>This is the difference between teams doing crazy shit</li>
<li>And your vibe coding experiments</li>
<li>Can't express architecture?</li>
<li>Whole thing derails</li>
<li>Non-engineers struggling</li>
</ul>
</aside>
</section>
<!-- Cambrian Explosion Slide -->
<section data-background-image="assets/images/cambrian-explosion.png" data-background-size="contain">
<aside class="notes">
<ul>
<li>Software explosion coming</li>
<li>Spec speed = production speed</li>
<li>Slow adapters suffer</li>
<li>Legacy = can't let go</li>
<li>It is wild, and getting wilder</li>
<li>Whats it mean for automation?</li>
</ul>
</aside>
</section>
<!-- What's it all mean Slide -->
<section class="centered-slide">
<p style="font-size: 2.5em;">Whats that mean for the future of automation?</p>
</section>
<!-- What's it all mean Slide -->
<section class="centered-slide">
<p style="font-size: 2.5em;">We must build for agents first.</p>
<p class="fragment" style="font-size: 1.3em; margin-top: 1em; color: var(--gruvbox-fg-dim);">
People and Agents get different interfaces
</p>
<aside class="notes">
<ul>
<li>Agents = primary consumer</li>
<li>People need transparency into the agent</li>
<li>And into the outcomes</li>
</ul>
</aside>
</section>
<!-- AI Native Automation Header Slide -->
<section class="centered-slide">
<h2 style="font-size: 3em;">AI Native Automation</h2>
<p style="font-size: 1.2em; margin-top: 1em; color: var(--gruvbox-fg-dim);">
What does agent-friendly automation need?
</p>
<aside class="notes">
<ul>
<li>Agent speed</li>
<li>5 requirements</li>
</ul>
</aside>
</section>
<!-- Transparent Slide -->
<section class="centered-slide single-word-slide">
<h2>Transparent</h2>
<p class="subtext">Agents must be able to introspect at every point</p>
<aside class="notes">
<ul>
<li>See everything</li>
<li>Self-correct on mistakes</li>
<li>Training data lags; must self teach through exploration</li>
</ul>
</aside>
</section>
<!-- Extensible Slide -->
<section class="centered-slide single-word-slide">
<h2>Extensible</h2>
<p class="subtext">Agent will unblock with code</p>
<aside class="notes">
<ul>
<li>No waiting for upstream</li>
<li>Missing functionality? The agent will just write it</li>
<li>Right then and there!</li>
</ul>
</aside>
</section>
<!-- Domain-aware Slide -->
<section class="centered-slide single-word-slide">
<h2>1:1 to the Domain</h2>
<p class="subtext">Use the training data, low abstraction</p>
<aside class="notes">
<ul>
<li>Training data = knowledge</li>
<li>Don't reinvent semantics</li>
</ul>
</aside>
</section>
<!-- Validating Slide -->
<section class="centered-slide single-word-slide">
<h2>Validation</h2>
<p class="subtext">Each step has deterministic policy validation</p>
<aside class="notes">
<ul>
<li>Agent does something, your policy should check it</li>
<li>Core to the loop; must happen right away</li>
<li>This is true at every stage</li>
</ul>
</aside>
</section>
<!-- Full lifecycle Slide -->
<section class="centered-slide single-word-slide">
<h2>Full lifecycle</h2>
<p class="subtext">The agent will span every phase</p>
<aside class="notes">
<ul>
<li>You need visibility across everything</li>
<li>From creation to troubleshooting to deletion</li>
<li>It must be present in every phase</li>
</ul>
</aside>
</section>
<!-- IaC in trouble Slide -->
<section class="centered-slide">
<h2>This is why IaC is in trouble</h2>
<p class="fragment" style="font-size: 2em; margin-top: 1em;">It does none of these things well</p>
<aside class="notes">
<ul>
<li>It is not transparent</li>
<li>It is not extensible enough</li>
<li>It is too abstract</li>
<li>It has terrible validation</li>
<li>It only covers part of the lifecycle</li>
<li>It is just too damn slow</li>
</ul>
</aside>
</section>
<!-- Principles and Taste over Architecture Slide -->
<section class="centered-slide">
<h2>IaC Values</h2>
<div class="quality-lanes">
<div class="quality-lane faded highlight-red" id="lane-architecture-iac">
<span class="lane-label">Software Architecture</span>
<span class="lane-examples">DDD, SOA, Hexagonal</span>
</div>
<div class="quality-lane highlight" id="lane-principles-iac">
<span class="lane-label">Software Principles</span>
<span class="lane-examples">DRY, KISS, YAGNI</span>
</div>
<div class="quality-lane highlight" id="lane-taste-iac">
<span class="lane-label">Taste</span>
<span class="lane-examples">Organization, Style, Naming</span>
</div>
</div>
<aside class="notes">
<ul>
<li>IaC = taste + principles heavy</li>
<li>Module splitting, DRY obsession</li>
<li>Long feedback loops</li>
<li>Architecture patterns are totally absent</li>
<li>Hard for humans = bad for agents</li>
</ul>
</aside>
</section>
<!-- Principles and Taste over Architecture Slide -->
<section class="centered-slide">
<h1>What might this look like?</h1>
<h2>Codename: <span style="color: #b8bb26;">Swamp</span></h2>
<aside class="notes">
<ul>
<li>going to show you our prototype</li>
<li>has a bad name on purpose</li>
<li>anagram of stinemates, watson, adam, mahir, and paul</li>
<li>not ready for us all to collaborate quite yet</li>
<li>but it has all these principles already</li>
</ul>
</aside>
</section>
<section>
<h2>tl;dr</h2>
<ul style="font-size: 1em; line-height: 1.6;">
<li>AI is the future of Software Development</li>
<li>Every objection you have will be overcome</li>
<li>The velocity increase is too high</li>
<li>Ops velocity always follows Dev velocity</li>
<li>Existing tools won't enable the velocity we need</li>
<li>2 choices: figure it out together or wait for others to do it</li>
<li>Lets figure it out together</li>
</ul>
<aside class="notes">
<ul>
<li>Come talk to me</li>
<li>Come hang out and figure this out together in our workshop</li>
<li>Let me convince you over beer</li>
<li>I love being here with you</li>
<li>I'm so grateful you have me back</li>
<li>I'm looking forward to the future</li>
<li>I would like to do it with all of you, too</li>
</ul>
</aside>
</section>
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