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    <title>buildinginpublic &amp;mdash; Hey, it&#39;s Bernie!</title>
    <link>https://berniepng.com/tag:buildinginpublic</link>
    <description>Building at the intersection of AI, data, and real-world impact. Singapore.</description>
    <pubDate>Mon, 31 Aug 2026 02:28:31 +0000</pubDate>
    <item>
      <title>AI Can Build You a Business. It Still Needs Somewhere to Live.</title>
      <link>https://berniepng.com/ai-builds-the-meat-you-still-need-the-box</link>
      <description>&lt;![CDATA[Last month I asked Claude to sketch out an entire business system for Power of Smol. The CRM structure. The content calendar. A rough accounting flow. A first pass at the product roadmap.&#xA;&#xA;In less than an hour, I had all of it.&#xA;&#xA;I scrolled through the output and my first thought wasn&#39;t &#34;wow.&#34; It was: okay, so where does this actually go?&#xA;&#xA;That question is the whole story of tech right now.&#xA;&#xA;The meat used to be the hard part&#xA;&#xA;For twenty years, &#34;the meat&#34; — the plan, the code, the copy, the design, the system — was the expensive part. You paid people for it. You waited for it. You hired agencies, freelancers, consultants, entire departments just to produce the thing.&#xA;&#xA;That constraint is gone.&#xA;&#xA;Any of us can now ask an LLM to write the business plan, design the brand, draft the CRM logic, build the product inventory, generate a content calendar, spin up a website. The meat is cheap. The meat is everywhere. Nobody&#39;s impressed by the meat anymore.&#xA;&#xA;img src=&#34;https://cdn.bernie.studio/88ef204f5bd3/medium.webp&#34; /&#xA;&#xA;The new scarcity is the box&#xA;&#xA;Once anyone can generate infinite output, the bottleneck moves. It&#39;s no longer &#34;can I produce this.&#34; It&#39;s &#34;where does this live, and does it stay usable once it&#39;s there.&#34;&#xA;&#xA;That&#39;s why the tools gaining ground right now aren&#39;t the ones generating the content. They&#39;re the ones built to hold it.&#xA;&#xA;GitHub and VSCode — the box for your code.&#xA;Canva — the box for your designs.&#xA;Notion — the box for your databases and workflows.&#xA;Obsidian — the box for your notes and thinking.&#xA;&#xA;I wrote about this shift in Notion Just Gone Geek. Notion didn&#39;t get interesting because it got better at generating content. It got interesting because it started acting on what you drop into it, without you duct-taping five other tools together to make that happen. Same lesson I learned when I built a tool with Claude specifically so I&#39;d never have to ask Claude the same thing twice — the model reasons once, something else has to hold and run the result, forever after.&#xA;&#xA;Think of AI right now as the world&#39;s fastest, most capable cook. It&#39;ll produce a five-course meal on demand, any cuisine, any hour. But a meal with nowhere to be plated is just a mess on the counter. The box is the plate. The shelf. The fridge. The thing that turns output into something you can actually use tomorrow, and the week after that.&#xA;&#xA;What this means if you&#39;re building&#xA;&#xA;If you&#39;re a founder wondering what&#39;s left to build in an age where AI produces the meat for free, here&#39;s my honest answer: stop trying to out-produce the model. Build the container instead.&#xA;&#xA;Smol OS, the foundation product under Power of Smol, is my own attempt at exactly this. I&#39;m not trying to out-write or out-strategise what a solopreneur could already ask an LLM to generate for her business. I&#39;m trying to build the shelf sturdy enough to hold it, so it doesn&#39;t evaporate into forty browser tabs and a voice note to herself three days later.&#xA;&#xA;I don&#39;t think I&#39;ve fully cracked it yet. The box has to be sturdy enough to trust and simple enough that people actually use it, and I&#39;m still finding that balance with real solopreneurs, not just in my own head.&#xA;&#xA;If you had to build one box right now — one place to hold and organise AI output for a specific kind of person — what would you build it for, and who&#39;s it for?&#xA;&#xA;#AIWorkflow #BuildingInPublic #PowerOfSmol]]&gt;</description>
      <content:encoded><![CDATA[<p>Last month I asked Claude to sketch out an entire business system for Power of Smol. The CRM structure. The content calendar. A rough accounting flow. A first pass at the product roadmap.</p>

<p>In less than an hour, I had all of it.</p>

<p>I scrolled through the output and my first thought wasn&#39;t “wow.” It was: okay, so where does this actually go?</p>

<p>That question is the whole story of tech right now.</p>

<h2 id="the-meat-used-to-be-the-hard-part" id="the-meat-used-to-be-the-hard-part">The meat used to be the hard part</h2>

<p>For twenty years, “the meat” — the plan, the code, the copy, the design, the system — was the expensive part. You paid people for it. You waited for it. You hired agencies, freelancers, consultants, entire departments just to produce the thing.</p>

<p>That constraint is gone.</p>

<p>Any of us can now ask an LLM to write the business plan, design the brand, draft the CRM logic, build the product inventory, generate a content calendar, spin up a website. The meat is cheap. The meat is everywhere. Nobody&#39;s impressed by the meat anymore.</p>

<p><img src="https://cdn.bernie.studio/88ef204f5bd3/medium.webp"/></p>

<h2 id="the-new-scarcity-is-the-box" id="the-new-scarcity-is-the-box">The new scarcity is the box</h2>

<p>Once anyone can generate infinite output, the bottleneck moves. It&#39;s no longer “can I produce this.” It&#39;s “where does this live, and does it stay usable once it&#39;s there.”</p>

<p>That&#39;s why the tools gaining ground right now aren&#39;t the ones generating the content. They&#39;re the ones built to hold it.</p>
<ul><li>GitHub and VSCode — the box for your code.</li>
<li>Canva — the box for your designs.</li>
<li>Notion — the box for your databases and workflows.</li>
<li>Obsidian — the box for your notes and thinking.</li></ul>

<p>I wrote about this shift in <a href="https://berniepng.com/notion-just-gone-geek">Notion Just Gone Geek</a>. Notion didn&#39;t get interesting because it got better at generating content. It got interesting because it started acting on what you drop into it, without you duct-taping five other tools together to make that happen. Same lesson I learned when I <a href="https://berniepng.com/i-used-claude-to-build-a-tool-so-id-stop-using-claude">built a tool with Claude specifically so I&#39;d never have to ask Claude the same thing twice</a> — the model reasons once, something else has to hold and run the result, forever after.</p>

<p>Think of AI right now as the world&#39;s fastest, most capable cook. It&#39;ll produce a five-course meal on demand, any cuisine, any hour. But a meal with nowhere to be plated is just a mess on the counter. The box is the plate. The shelf. The fridge. The thing that turns output into something you can actually use tomorrow, and the week after that.</p>

<h2 id="what-this-means-if-you-re-building" id="what-this-means-if-you-re-building">What this means if you&#39;re building</h2>

<p>If you&#39;re a founder wondering what&#39;s left to build in an age where AI produces the meat for free, here&#39;s my honest answer: stop trying to out-produce the model. Build the container instead.</p>

<p>Smol OS, the foundation product under Power of Smol, is my own attempt at exactly this. I&#39;m not trying to out-write or out-strategise what a solopreneur could already ask an LLM to generate for her business. I&#39;m trying to build the shelf sturdy enough to hold it, so it doesn&#39;t evaporate into forty browser tabs and a voice note to herself three days later.</p>

<p>I don&#39;t think I&#39;ve fully cracked it yet. The box has to be sturdy enough to trust and simple enough that people actually use it, and I&#39;m still finding that balance with real solopreneurs, not just in my own head.</p>

<p>If you had to build one box right now — one place to hold and organise AI output for a specific kind of person — what would you build it for, and who&#39;s it for?</p>

<p><a href="https://berniepng.com/tag:AIWorkflow" class="hashtag"><span>#</span><span class="p-category">AIWorkflow</span></a> <a href="https://berniepng.com/tag:BuildingInPublic" class="hashtag"><span>#</span><span class="p-category">BuildingInPublic</span></a> <a href="https://berniepng.com/tag:PowerOfSmol" class="hashtag"><span>#</span><span class="p-category">PowerOfSmol</span></a></p>
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      <guid>https://berniepng.com/ai-builds-the-meat-you-still-need-the-box</guid>
      <pubDate>Tue, 28 Jul 2026 13:21:19 +0000</pubDate>
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    <item>
      <title>Tiering my LLMs so I stop burning money thinking out loud</title>
      <link>https://berniepng.com/tiering-my-llms-so-i-stop-burning-money-thinking-out-loud</link>
      <description>&lt;![CDATA[I had an uncomfortable moment recently. I looked at how I was using AI and realised I was doing what I used to hate about email, treating every situation the same way, defaulting to the same tool, and wondering why things felt inefficient. I was using Claude for everything. Quick lookups. Document summaries. Tasks I already knew the answer to. It&#39;s like hiring a senior consultant to photocopy things. So I built a simple tiering system. Three models. Each one has a specific job. And my token spend, and more importantly, my thinking, got a lot cleaner.&#xA;&#xA;Tier 1: Claude for thinking&#xA;This is where the real work happens.&#xA;When I wanted to build a personal finance system, I didn&#39;t ask Claude to build it. I asked Claude to help me think through what I actually needed, the folder structure, the monthly operating skills, a sensible way to keep my balance sheet updated. Claude helped me design the blueprint.&#xA;That blueprint becomes the instruction set for everything downstream. So this is where I invest time getting it right.&#xA;&#xA;Tier 2: Gemini for research and comparison&#xA;Once I have a direction, I don&#39;t need deep reasoning anymore. I need fast, reliable information. Gemini handles my desk research. Comparing tools. Pulling facts. Understanding what something actually does before I commit to it. Its context window is large, it&#39;s cheaper for this kind of work, and frankly it&#39;s better suited to it than Claude is. Right tool, right job.&#xA;&#xA;Tier 3: Gemma running locally, for free&#xA;This is the part I&#39;m most excited about, and the part most people skip entirely. I run Gemma 4 (e2b) locally via Ollama. On its own, a small local model isn&#39;t impressive. But I&#39;ve been building modelfiles from what I&#39;ve worked out with Claude, distilling the reasoning, the structure, the decisions into a reusable skill that Gemma can execute. No API. No cloud. No ongoing cost. The effort is front-loaded. Once the logic is right, Gemma just runs it. Indefinitely. I&#39;m still building this out, the library is small, the system isn&#39;t fully automated yet. But even half-built, it&#39;s already changed how I approach the question of where AI effort should actually go.&#xA;&#xA;I&#39;m not saying everyone needs three models. But if you&#39;re defaulting to one for everything, you&#39;re either overpaying, underusing what&#39;s available, or both.&#xA;&#xA;I&#39;m curious: if you&#39;re using more than one AI right now, what&#39;s your actual decision rule for which task goes where? Do you even have one?&#xA;&#xA;#AIWorkflow #LocalLLM #Ollama #AILiteracy #BuildingInPublic]]&gt;</description>
      <content:encoded><![CDATA[<p>I had an uncomfortable moment recently. I looked at how I was using AI and realised I was doing what I used to hate about email, treating every situation the same way, defaulting to the same tool, and wondering why things felt inefficient. I was using Claude for everything. Quick lookups. Document summaries. Tasks I already knew the answer to. It&#39;s like hiring a senior consultant to photocopy things. So I built a simple tiering system. Three models. Each one has a specific job. And my token spend, and more importantly, my thinking, got a lot cleaner.</p>

<p><strong>Tier 1: Claude for thinking</strong>
This is where the real work happens.
When I wanted to build a personal finance system, I didn&#39;t ask Claude to build it. I asked Claude to help me think through what I actually needed, the folder structure, the monthly operating skills, a sensible way to keep my balance sheet updated. Claude helped me design the blueprint.
That blueprint becomes the instruction set for everything downstream. So this is where I invest time getting it right.</p>

<p><strong>Tier 2: Gemini for research and comparison</strong>
Once I have a direction, I don&#39;t need deep reasoning anymore. I need fast, reliable information. Gemini handles my desk research. Comparing tools. Pulling facts. Understanding what something actually does before I commit to it. Its context window is large, it&#39;s cheaper for this kind of work, and frankly it&#39;s better suited to it than Claude is. Right tool, right job.</p>

<p><strong>Tier 3: Gemma running locally, for free</strong>
This is the part I&#39;m most excited about, and the part most people skip entirely. I run Gemma 4 (e2b) locally via Ollama. On its own, a small local model isn&#39;t impressive. But I&#39;ve been building modelfiles from what I&#39;ve worked out with Claude, distilling the reasoning, the structure, the decisions into a reusable skill that Gemma can execute. No API. No cloud. No ongoing cost. The effort is front-loaded. Once the logic is right, Gemma just runs it. Indefinitely. I&#39;m still building this out, the library is small, the system isn&#39;t fully automated yet. But even half-built, it&#39;s already changed how I approach the question of where AI effort should actually go.</p>

<p>I&#39;m not saying everyone needs three models. But if you&#39;re defaulting to one for everything, you&#39;re either overpaying, underusing what&#39;s available, or both.</p>

<p>I&#39;m curious: if you&#39;re using more than one AI right now, what&#39;s your actual decision rule for which task goes where? Do you even have one?</p>

<p><a href="https://berniepng.com/tag:AIWorkflow" class="hashtag"><span>#</span><span class="p-category">AIWorkflow</span></a> <a href="https://berniepng.com/tag:LocalLLM" class="hashtag"><span>#</span><span class="p-category">LocalLLM</span></a> <a href="https://berniepng.com/tag:Ollama" class="hashtag"><span>#</span><span class="p-category">Ollama</span></a> <a href="https://berniepng.com/tag:AILiteracy" class="hashtag"><span>#</span><span class="p-category">AILiteracy</span></a> <a href="https://berniepng.com/tag:BuildingInPublic" class="hashtag"><span>#</span><span class="p-category">BuildingInPublic</span></a></p>
]]></content:encoded>
      <guid>https://berniepng.com/tiering-my-llms-so-i-stop-burning-money-thinking-out-loud</guid>
      <pubDate>Fri, 01 May 2026 12:22:45 +0000</pubDate>
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