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    <title>Forem: With Attitude</title>
    <description>The latest articles on Forem by With Attitude (@with_attitude).</description>
    <link>https://forem.com/with_attitude</link>
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      <title>Forem: With Attitude</title>
      <link>https://forem.com/with_attitude</link>
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    <item>
      <title>I Asked Perplexity Computer for a Palantir Tearsheet, and 7 Minutes Later I Had a Bloomberg. And a Concern.</title>
      <dc:creator>With Attitude</dc:creator>
      <pubDate>Wed, 06 May 2026 08:23:01 +0000</pubDate>
      <link>https://forem.com/with_attitude/i-asked-perplexity-computer-for-a-palantir-tearsheet-and-7-minutes-later-i-had-a-bloomberg-and-a-3ao6</link>
      <guid>https://forem.com/with_attitude/i-asked-perplexity-computer-for-a-palantir-tearsheet-and-7-minutes-later-i-had-a-bloomberg-and-a-3ao6</guid>
      <description>&lt;p&gt;Perplexity Computer for Professional Finance launched May 4. I tested it on Palantir. The output was magnificent. The death of prompting is the part that should worry you.&lt;/p&gt;

&lt;p&gt;Bloomberg: roughly $32,000 a year.&lt;/p&gt;

&lt;p&gt;An old-school, command-heavy, terminal screen that looks like a microwave. But the terminal was never the moat.&lt;/p&gt;

&lt;p&gt;The data Bloomberg uses is often public. So the data wasn’t the whole moat either.&lt;/p&gt;

&lt;p&gt;The moat was the assembly: putting fragmented information, workflows, alerts, charts, filings, transcripts, context, and muscle memory into one place so professionals could understand markets faster.&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;&lt;a href="https://karozieminski.substack.com/p/perplexity-computer-finance-palantir-tearsheet" rel="noopener noreferrer"&gt;Continue reading on Substack →&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>perplexity</category>
    </item>
    <item>
      <title>The Exact Prompt to Fix "My AI Tool Can't Access My Localhost"</title>
      <dc:creator>With Attitude</dc:creator>
      <pubDate>Sun, 03 May 2026 14:45:00 +0000</pubDate>
      <link>https://forem.com/with_attitude/the-exact-prompt-to-fix-my-ai-tool-cant-access-my-localhost-a61</link>
      <guid>https://forem.com/with_attitude/the-exact-prompt-to-fix-my-ai-tool-cant-access-my-localhost-a61</guid>
      <description>&lt;p&gt;Why your AI agent is blind to localhost (and 3 ways to fix it)&lt;/p&gt;

&lt;p&gt;AI Product Manager and builder. &lt;br&gt;
I write Product with Attitude, an AI newsletter of 18,000+ subscribers building with AI and developing critical AI literacy through practice.&lt;/p&gt;

&lt;p&gt;The kind where you sit down on a Saturday morning, follow a guide, &lt;br&gt;
and walk away with a working agent, automation, or product.&lt;/p&gt;

&lt;p&gt;&lt;em&gt;Built by you. Understood by you. Owned by you.&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;&lt;em&gt;If you’re new here, welcome! Here’s what you might have missed:&lt;/em&gt;&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;&lt;a href="https://karozieminski.substack.com/p/ai-tool-cant-access-localhost-prompt-fix" rel="noopener noreferrer"&gt;Continue reading on Substack →&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

</description>
      <category>ai</category>
    </item>
    <item>
      <title>What Is A Sandboxed Virtual Machine?</title>
      <dc:creator>With Attitude</dc:creator>
      <pubDate>Sun, 03 May 2026 14:44:25 +0000</pubDate>
      <link>https://forem.com/with_attitude/what-is-a-sandboxed-virtual-machine-3ko</link>
      <guid>https://forem.com/with_attitude/what-is-a-sandboxed-virtual-machine-3ko</guid>
      <description>&lt;p&gt;Beginner-friendly infographic: Sandboxed VMs explained without jargon.&lt;/p&gt;

&lt;p&gt;AI writers use “sandboxed” with the swagger of a term that needs no introduction.&lt;/p&gt;

&lt;p&gt;I did that too, until someone pointed out the obvious: it absolutely does.&lt;/p&gt;

&lt;p&gt;Many readers are not familiar with the concept.&lt;/p&gt;

&lt;p&gt;Today, we’re going to fix that.&lt;/p&gt;

&lt;p&gt;&lt;em&gt;AI Product Manager and builder. I write Product with Attitude, an AI newsletter of 18,000+ subscribers building with AI and developing critical AI literacy through practice.&lt;/em&gt;&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;&lt;a href="https://karozieminski.substack.com/p/sandboxed-virtual-machine" rel="noopener noreferrer"&gt;Continue reading on Substack →&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>beginners</category>
    </item>
    <item>
      <title>Are You a Vibe Coder? Don’t Ship Straight Into the Provider Trap</title>
      <dc:creator>With Attitude</dc:creator>
      <pubDate>Wed, 29 Apr 2026 05:34:01 +0000</pubDate>
      <link>https://forem.com/with_attitude/are-you-a-vibe-coder-dont-ship-straight-into-the-provider-trap-me6</link>
      <guid>https://forem.com/with_attitude/are-you-a-vibe-coder-dont-ship-straight-into-the-provider-trap-me6</guid>
      <description>&lt;p&gt;For my fellow builders: go compliance-native before 2 August 2026.&lt;/p&gt;

&lt;p&gt;Thousands of builders wrapped a frontier model in their own UI, added a logo, and started selling subscriptions.&lt;/p&gt;

&lt;p&gt;With vibe coding, all of that can happen in a day.&lt;/p&gt;

&lt;p&gt;If you’re one of these builders,&lt;a href="https://artificialintelligenceact.eu/article/3/" rel="noopener noreferrer"&gt;Article 3(3) of the EU AI Act&lt;/a&gt;made you the provider that day.&lt;/p&gt;

&lt;p&gt;OpenAI, Anthropic, or Google still remain responsible for the general-purpose AI model they created. But you became responsible for the product you built on top of that model. And if your use case touched &lt;a href="https://artificialintelligenceact.eu/annex/3/" rel="noopener noreferrer"&gt;Annex III&lt;/a&gt;, you inherited every high-risk obligation in the regulation.&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;&lt;a href="https://karozieminski.substack.com/p/eu-ai-act-builders-compliance-native-2026" rel="noopener noreferrer"&gt;Continue reading on Substack →&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>vibecoding</category>
      <category>programming</category>
    </item>
    <item>
      <title>Is GPT-5.5 Reliable For Citations? No. It’s The Worst Flagship For That Job.</title>
      <dc:creator>With Attitude</dc:creator>
      <pubDate>Sat, 25 Apr 2026 05:11:44 +0000</pubDate>
      <link>https://forem.com/with_attitude/is-gpt-55-reliable-for-citations-no-its-the-worst-flagship-for-that-job-4k8o</link>
      <guid>https://forem.com/with_attitude/is-gpt-55-reliable-for-citations-no-its-the-worst-flagship-for-that-job-4k8o</guid>
      <description>&lt;p&gt;The one GPT-5.5 benchmark OpenAI didn’t put in the launch post and why it matters for your critical AI literacy.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://www.bloomberg.com/news/articles/2026-04-23/openai-unveils-gpt-5-5-to-field-tasks-with-limited-instructions" rel="noopener noreferrer"&gt;GPT-5.5 launched April 23, 2026&lt;/a&gt;.&lt;/p&gt;

&lt;p&gt;It tops every benchmark that matters for builders.&lt;/p&gt;

&lt;p&gt;Terminal-Bench. OSWorld. GDPval. ARC-AGI-2. Long-context MRCR. A real jump.&lt;/p&gt;

&lt;p&gt;It’s also the most confidently wrong flagship on the market.&lt;/p&gt;

&lt;p&gt;&lt;em&gt;If you’re new here, welcome! Here’s what you might have missed:&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;&lt;em&gt;→&lt;/em&gt;&lt;a href="https://karozieminski.substack.com/p/claude-design-review-prompts-figma" rel="noopener noreferrer"&gt;Claude Design Review: 48-Hour Builder’s Test + Hero Prompts&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;em&gt;→&lt;/em&gt;&lt;a href="https://karozieminski.substack.com/p/claude-opus-4-7-review-tutorial-builders" rel="noopener noreferrer"&gt;I Mapped the Opus 4.7 Release to Your Role, Goals, and Real Workflows&lt;/a&gt;&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;&lt;a href="https://karozieminski.substack.com/p/gpt-5-5-citations-hallucination-rate" rel="noopener noreferrer"&gt;Continue reading on Substack →&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>chatgpt</category>
    </item>
    <item>
      <title>Claude Design Review: 48-Hour Builder's Test + Hero Prompts</title>
      <dc:creator>With Attitude</dc:creator>
      <pubDate>Thu, 23 Apr 2026 12:00:09 +0000</pubDate>
      <link>https://forem.com/with_attitude/claude-design-review-48-hour-builders-test-hero-prompts-9n4</link>
      <guid>https://forem.com/with_attitude/claude-design-review-48-hour-builders-test-hero-prompts-9n4</guid>
      <description>&lt;p&gt;I spent 48 hours testing Claude Design on Opus 4.7. The prompts, the credit traps, and why the "Figma is dead" take is louder than it is true.&lt;/p&gt;

&lt;p&gt;I barely finished drafting the&lt;a href="https://karozieminski.substack.com/p/claude-opus-4-7-review-tutorial-builders" rel="noopener noreferrer"&gt;Claude Opus 4.7 review&lt;/a&gt;before Anthropic &lt;a href="https://www.anthropic.com/news/claude-design-anthropic-labs" rel="noopener noreferrer"&gt;introduced Claude Design&lt;/a&gt;.&lt;/p&gt;

&lt;p&gt;In 48 hours, I test and publish; in the same 48 hours, Anthropic ships a product, then another, and moves on.&lt;/p&gt;

&lt;p&gt;From a product strategy perspective, the real story is not the design tool itself, but the stack Anthropic is building around it. Design, code, research, and memory are no longer separate experiences.&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;&lt;a href="https://karozieminski.substack.com/p/claude-design-review-prompts-figma" rel="noopener noreferrer"&gt;Continue reading on Substack →&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>claude</category>
      <category>programming</category>
    </item>
    <item>
      <title>I Mapped the Opus 4.7 Release to Your Role, Goals, and Real Workflows</title>
      <dc:creator>With Attitude</dc:creator>
      <pubDate>Fri, 17 Apr 2026 08:05:45 +0000</pubDate>
      <link>https://forem.com/with_attitude/i-mapped-the-opus-47-release-to-your-role-goals-and-real-workflows-146d</link>
      <guid>https://forem.com/with_attitude/i-mapped-the-opus-47-release-to-your-role-goals-and-real-workflows-146d</guid>
      <description>&lt;p&gt;Opus 4.7 Cheat Sheet for AI Learners, Writers, Knowledge Workers, Vibe Coders &amp;amp; System Builders&lt;/p&gt;

&lt;p&gt;I see three main problems with the post‑launch flood of newsletters and media on new Anthropic models:&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;&lt;a href="https://karozieminski.substack.com/p/claude-opus-4-7-review-tutorial-builders" rel="noopener noreferrer"&gt;Continue reading on Substack →&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>vibecoding</category>
      <category>programming</category>
      <category>productivity</category>
    </item>
    <item>
      <title>Discounts for Premium Members (Q2 2026)</title>
      <dc:creator>With Attitude</dc:creator>
      <pubDate>Thu, 16 Apr 2026 11:11:28 +0000</pubDate>
      <link>https://forem.com/with_attitude/discounts-for-premium-members-q2-2026-4pdc</link>
      <guid>https://forem.com/with_attitude/discounts-for-premium-members-q2-2026-4pdc</guid>
      <description>&lt;p&gt;Your PwA subscription pays for itself in tool discounts and credits.&lt;/p&gt;

&lt;p&gt;&lt;em&gt;Updated April 2026· Actively maintained&lt;/em&gt;&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;&lt;a href="https://karozieminski.substack.com/p/premium-membership-ai-tool-discounts-2026" rel="noopener noreferrer"&gt;Continue reading on Substack →&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

</description>
      <category>ai</category>
    </item>
    <item>
      <title>Everything I Can Offer You In Q2.</title>
      <dc:creator>With Attitude</dc:creator>
      <pubDate>Thu, 16 Apr 2026 11:10:52 +0000</pubDate>
      <link>https://forem.com/with_attitude/everything-i-can-offer-you-in-q2-2e13</link>
      <guid>https://forem.com/with_attitude/everything-i-can-offer-you-in-q2-2e13</guid>
      <description>&lt;p&gt;One year of building in public, 17K-member AI newsletter community, three built-in products, and discounts that make your Substack paid subscription a no-brainer.&lt;/p&gt;

&lt;p&gt;When I started Product with Attitude 13 months ago, the goal was simple: learn in public by writing. Push further into AI product building. Research harder.&lt;/p&gt;

&lt;p&gt;I was convinced I was writing for Product Managers, because who else would read this?&lt;/p&gt;

&lt;p&gt;And then the first REAL writer joined our Community Chat.&lt;/p&gt;

&lt;p&gt;I panicked.&lt;em&gt;Was she lost? What could I possibly offer her?&lt;/em&gt;&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;&lt;a href="https://karozieminski.substack.com/p/product-with-attitude-membership-2026" rel="noopener noreferrer"&gt;Continue reading on Substack →&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>substack</category>
    </item>
    <item>
      <title>I Tested Atoms, Lovable, and Replit. One of Them Solves the Problem That Kills Most Apps.</title>
      <dc:creator>With Attitude</dc:creator>
      <pubDate>Mon, 13 Apr 2026 19:23:51 +0000</pubDate>
      <link>https://forem.com/with_attitude/i-tested-atoms-lovable-and-replit-one-of-them-solves-the-problem-that-kills-most-apps-3pk7</link>
      <guid>https://forem.com/with_attitude/i-tested-atoms-lovable-and-replit-one-of-them-solves-the-problem-that-kills-most-apps-3pk7</guid>
      <description>&lt;p&gt;A test-driven review of Atoms.dev, the multi-agent AI platform for solo founders. Includes Atoms vs Lovable vs Replit comparison and a live SEO/AIO/GEO experiment.&lt;/p&gt;

&lt;p&gt;The failure data for vibe coded apps is brutal:&lt;/p&gt;

&lt;p&gt;All of this gets defined before writing code and every platform that supports vibe coders from that perspective is more than useful - it’s overdue.&lt;/p&gt;

&lt;p&gt;That’s one of the reasons&lt;a href="https://tinyurl.com/y5zv3u28" rel="noopener noreferrer"&gt;Atoms&lt;/a&gt;caught my attention even before their team reached out and asked for a test-driven review.&lt;/p&gt;

&lt;p&gt;The other is that Atoms has been taking GitHub by storm. Despite launching in early 2026, it already has over 1M users.&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;&lt;a href="https://karozieminski.substack.com/p/atoms-vs-lovable-vs-replit-ai-builder-2026" rel="noopener noreferrer"&gt;Continue reading on Substack →&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>replit</category>
    </item>
    <item>
      <title>I Built a Claude Cowork Loop That Improves Itself. Here's the Exact Setup.</title>
      <dc:creator>With Attitude</dc:creator>
      <pubDate>Thu, 09 Apr 2026 06:33:17 +0000</pubDate>
      <link>https://forem.com/with_attitude/i-built-a-claude-cowork-loop-that-improves-itself-heres-the-exact-setup-1561</link>
      <guid>https://forem.com/with_attitude/i-built-a-claude-cowork-loop-that-improves-itself-heres-the-exact-setup-1561</guid>
      <description>&lt;p&gt;Anthropic slipped Cowork’s most interesting behavior into a support article. I turned it into a Karpathy-inspired system that gets smarter without writing a line of code.&lt;/p&gt;

&lt;p&gt;TL;DR&lt;br&gt;
Cowork Self-Improving Loop = Karpathy Auto-Research pattern + recurring tasks.&lt;/p&gt;

&lt;p&gt;Somehow, Anthropic managed to hide Cowork’s best kept secret in a support article about recurring tasks.&lt;/p&gt;

&lt;p&gt;Very few people seem to know about it, and I haven’t seen anyone intentionally building on top of it.&lt;/p&gt;

&lt;p&gt;This guide is my attempt to change that.&lt;/p&gt;

&lt;p&gt;By the end, you’ll be running a self-improving loop I built on top of &lt;a href="https://www.mindstudio.ai/blog/what-is-autoresearch-loop-karpathy-business-optimization" rel="noopener noreferrer"&gt;Karpathy’s Auto-Research Pattern&lt;/a&gt;, adapted for Cowork.&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;&lt;a href="https://karozieminski.substack.com/p/claude-cowork-self-improving-automation-karpathy-loop-2026" rel="noopener noreferrer"&gt;Continue reading on Substack →&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>claude</category>
      <category>programming</category>
    </item>
    <item>
      <title>What AI Builders Are Shipping in the PwA Community Right Now</title>
      <dc:creator>With Attitude</dc:creator>
      <pubDate>Tue, 07 Apr 2026 07:36:20 +0000</pubDate>
      <link>https://forem.com/with_attitude/what-ai-builders-are-shipping-in-the-pwa-community-right-now-p99</link>
      <guid>https://forem.com/with_attitude/what-ai-builders-are-shipping-in-the-pwa-community-right-now-p99</guid>
      <description>&lt;p&gt;Product with Attitude is evolving from newsletter to builder lab. Here’s the new creator showcase format spotlighting what this AI community ships.&lt;/p&gt;

&lt;p&gt;I can’t keep up anymore. &lt;br&gt;
There’s so much being built inside this community that &lt;a href="https://karozieminski.substack.com/s/build-with-attitude" rel="noopener noreferrer"&gt;deep dives on every project&lt;/a&gt; stopped being realistic weeks ago.&lt;/p&gt;

&lt;p&gt;It’s a beautiful problem to have.&lt;/p&gt;

&lt;p&gt;This publication has evolved into something bigger than a newsletter. &lt;br&gt;
It's a lab now. &lt;br&gt;
People testing ideas in the open, shipping real things, expanding what AI can be used for, beta testing for each other.&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;&lt;a href="https://karozieminski.substack.com/p/ai-builder-community-showcase-2026" rel="noopener noreferrer"&gt;Continue reading on Substack →&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>programming</category>
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