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    <title>DEV Community: With Attitude</title>
    <description>The latest articles on DEV Community by With Attitude (@with_attitude).</description>
    <link>https://dev.to/with_attitude</link>
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      <title>DEV Community: With Attitude</title>
      <link>https://dev.to/with_attitude</link>
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    <item>
      <title>Stop Letting AI Choose Your Aesthetic: How to Build Stunning Websites When Your Taste Is Clear but Your Vocabulary Isn’t</title>
      <dc:creator>With Attitude</dc:creator>
      <pubDate>Tue, 25 Aug 2026 07:18:04 +0000</pubDate>
      <link>https://dev.to/with_attitude/stop-letting-ai-choose-your-aesthetic-how-to-build-stunning-websites-when-your-taste-is-clear-but-3idi</link>
      <guid>https://dev.to/with_attitude/stop-letting-ai-choose-your-aesthetic-how-to-build-stunning-websites-when-your-taste-is-clear-but-3idi</guid>
      <description>&lt;p&gt;Kimi K3: I designed the same newsletter hero 11 times. Every version is stunning. Copy the exact prompt and code for each.&lt;/p&gt;

&lt;p&gt;After my&lt;a href="https://karozieminski.substack.com/p/claude-design-review-prompts-figma" rel="noopener noreferrer"&gt;Claude Design review&lt;/a&gt;, four PwA members have independently asked about design styles that don’t look blatantly AI-ish.&lt;/p&gt;

&lt;p&gt;Or, more precisely: how to brief AI when the visual is clear in your head but not on your tongue.&lt;/p&gt;

&lt;p&gt;We usually learn to like before we learn to explain why. And that's okay.&lt;/p&gt;

&lt;p&gt;Don’t ever let it make you feel like you’re not ready to start experimenting. None of us were born with a design vocabulary.&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;&lt;a href="https://karozieminski.substack.com/p/kimi-k3-ai-website-design-styles" rel="noopener noreferrer"&gt;Continue reading on Substack →&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>programming</category>
      <category>tutorial</category>
      <category>webdev</category>
    </item>
    <item>
      <title>Skill: Weekly Reader Question Review</title>
      <dc:creator>With Attitude</dc:creator>
      <pubDate>Wed, 19 Aug 2026 12:10:30 +0000</pubDate>
      <link>https://dev.to/with_attitude/skill-weekly-reader-question-review-55nh</link>
      <guid>https://dev.to/with_attitude/skill-weekly-reader-question-review-55nh</guid>
      <description>&lt;p&gt;Analyze recent reader questions and identify recurring themes, pain points, and content opportunities.&lt;/p&gt;

&lt;p&gt;The Skill was created in &lt;a href="https://www.cluing.io/?utm_source=newsletter&amp;amp;utm_medium=substack&amp;amp;utm_campaign=agents&amp;amp;utm_content=karo" rel="noopener noreferrer"&gt;Cluing&lt;/a&gt; and tested in ChatGPT and Claude Cowork as a companion resource to my article on using Cluing for AI-powered research, knowledge management, and content workflows.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://karozieminski.substack.com/p/cluing-review-ai-agents-second-brain-2026" rel="noopener noreferrer"&gt;Read the article first&lt;/a&gt;for the full setup and context.&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;&lt;a href="https://karozieminski.substack.com/p/weekly-reader-question-review-content-planning-skill" rel="noopener noreferrer"&gt;Continue reading on Substack →&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

</description>
      <category>ai</category>
    </item>
    <item>
      <title>Google Analytics 4 Cluing Agent Instructions + Daily GA4 Analysis Prompt</title>
      <dc:creator>With Attitude</dc:creator>
      <pubDate>Wed, 19 Aug 2026 12:09:55 +0000</pubDate>
      <link>https://dev.to/with_attitude/google-analytics-4-cluing-agent-instructions-daily-ga4-analysis-prompt-hpe</link>
      <guid>https://dev.to/with_attitude/google-analytics-4-cluing-agent-instructions-daily-ga4-analysis-prompt-hpe</guid>
      <description>&lt;p&gt;A ready-to-customize Cluing AI agent prompt for monitoring Google Analytics 4, diagnosing traffic and conversion changes, detecting anomalies, and generating daily GA4 reports.&lt;/p&gt;

&lt;p&gt;This Cluing AI agent instruction is a companion resource to my article on using Cluing for AI-powered research, knowledge management, and content workflows.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://karozieminski.substack.com/p/cluing-review-ai-agents-second-brain-2026" rel="noopener noreferrer"&gt;Read the article first&lt;/a&gt; for the full setup and context.&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;&lt;a href="https://karozieminski.substack.com/p/google-analytics-4-ga4-cluing-agent-instructions-daily-analysis" rel="noopener noreferrer"&gt;Continue reading on Substack →&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

</description>
      <category>ai</category>
    </item>
    <item>
      <title>This Second Brain Will Change How You Write Your Newsletter: Cluing Review + AI Agents Preview</title>
      <dc:creator>With Attitude</dc:creator>
      <pubDate>Wed, 19 Aug 2026 12:09:20 +0000</pubDate>
      <link>https://dev.to/with_attitude/this-second-brain-will-change-how-you-write-your-newsletter-cluing-review-ai-agents-preview-2dnn</link>
      <guid>https://dev.to/with_attitude/this-second-brain-will-change-how-you-write-your-newsletter-cluing-review-ai-agents-preview-2dnn</guid>
      <description>&lt;p&gt;The new Cluing agents, MCP into Claude, Codex, Perplexity and Gemini, plus a gift for my readers.&lt;/p&gt;

&lt;p&gt;I’m preparing for an AI Architect exam, which means I spend several hours a week asking AI to teach me how to AI, then searching the web for more AI, so I can pass an exam about AI.&lt;/p&gt;

&lt;p&gt;A few weeks back, I was doing exactly that. Things were going well until I searched for a page and discovered I already had it open.&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;&lt;a href="https://karozieminski.substack.com/p/cluing-review-ai-agents-second-brain-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>perplexity</category>
      <category>programming</category>
    </item>
    <item>
      <title>I Build AI Products for a Living. Here Are 5 Things All Model Comparisons Miss.</title>
      <dc:creator>With Attitude</dc:creator>
      <pubDate>Tue, 11 Aug 2026 12:12:18 +0000</pubDate>
      <link>https://dev.to/with_attitude/i-build-ai-products-for-a-living-here-are-5-things-all-model-comparisons-miss-3ghj</link>
      <guid>https://dev.to/with_attitude/i-build-ai-products-for-a-living-here-are-5-things-all-model-comparisons-miss-3ghj</guid>
      <description>&lt;p&gt;What ChatGPT Work, Perplexity Computer and Claude Cowork assume about us, the users, and what they reveal about perceived AI intelligence.&lt;/p&gt;

&lt;p&gt;This is perhaps not the finest evidence of my fiscal restraint: I pay separately for ChatGPT, Claude, and Perplexity (roughly $320 in subscriptions a month).&lt;/p&gt;

&lt;p&gt;Yes, I know there’s overlap.&lt;/p&gt;

&lt;p&gt;Yes, I know I can access some of these models through Perplexity.&lt;/p&gt;

&lt;p&gt;But for me it makes perfect sense. I pay for the *intelligence *underneath and the *product experience *sitting on top.&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;&lt;a href="https://karozieminski.substack.com/p/chatgpt-work-vs-claude-cowork-vs-perplexity-computer" 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>perplexity</category>
      <category>chatgpt</category>
    </item>
    <item>
      <title>AI for Crime Junkies: When ChatGPT Prompts Become Evidence</title>
      <dc:creator>With Attitude</dc:creator>
      <pubDate>Tue, 04 Aug 2026 14:34:23 +0000</pubDate>
      <link>https://dev.to/with_attitude/ai-for-crime-junkies-when-chatgpt-prompts-become-evidence-4nod</link>
      <guid>https://dev.to/with_attitude/ai-for-crime-junkies-when-chatgpt-prompts-become-evidence-4nod</guid>
      <description>&lt;p&gt;Inside the operation that assigned every victim a "kill value." Updated daily, with ChatGPT's help.&lt;/p&gt;

&lt;p&gt;&lt;em&gt;I need to give you a heads-up. This story, describing the &lt;a href="https://www.amnesty.org/en/documents/asa23/9447/2025/en/" rel="noopener noreferrer"&gt;documented human-rights crisis inside Cambodia’s scam compounds&lt;/a&gt;, contains descriptions of human trafficking and abuse, including abuse of children.Please read with care or skip reading.&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;The story I have for you today is unlike anything I’ve ever covered. It’s also unlike any crime podcast I’ve listened to. Because usually, I can point at the map and say: here’s our victim, and here’s our perpetrator. Two dots. A line between them. This story has thousands of dots. Some of the dots are victims AND perpetrators, at the same time.&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;&lt;a href="https://karozieminski.substack.com/p/pig-butchering-ai-scam-compounds" 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>5 Protocols Now Decide How AI Agents Shop. Here's What Each One Does.</title>
      <dc:creator>With Attitude</dc:creator>
      <pubDate>Thu, 30 Jul 2026 13:06:26 +0000</pubDate>
      <link>https://dev.to/with_attitude/5-protocols-now-decide-how-ai-agents-shop-heres-what-each-one-does-59j4</link>
      <guid>https://dev.to/with_attitude/5-protocols-now-decide-how-ai-agents-shop-heres-what-each-one-does-59j4</guid>
      <description>&lt;p&gt;An AI PM reads the specs behind agentic commerce: what ACP, AP2, x402, MPP, and UCP each do, ZeroClick's unpublished pricing, and how to sell to AI agents.&lt;/p&gt;

&lt;p&gt;Agent-executed commerce is still tiny today, but if the predictions are right, it won’t stay that way much longer. Gartner expects it to become part of &lt;a href="https://www.salsify.com/hubfs/Balance_AI_Checkouts_843659_ndx.pdf" rel="noopener noreferrer"&gt;one in every five digital-commerce transactions by 2030&lt;/a&gt;. So while agentic commerce is only &lt;a href="https://industrycontents.com/agentic-checkout-ai-discovery/" rel="noopener noreferrer"&gt;3% of online transactions today&lt;/a&gt;, 89% of merchants say they are actively building for it.&lt;/p&gt;

&lt;p&gt;When that happens, the products you build will need an entrance, a checkout, and an access mechanism built for agents. Your checkout redesign will meet customers who don’t even look at it. That’s if you’re a seller.&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;&lt;a href="https://karozieminski.substack.com/p/agentic-commerce-protocols-acp-ap2-x402-mpp-ucp" rel="noopener noreferrer"&gt;Continue reading on Substack →&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>tutorial</category>
    </item>
    <item>
      <title>Human vs AI Agent Shopping Journey Comparison (Infographics)</title>
      <dc:creator>With Attitude</dc:creator>
      <pubDate>Thu, 30 Jul 2026 13:05:50 +0000</pubDate>
      <link>https://dev.to/with_attitude/human-vs-ai-agent-shopping-journey-comparison-infographics-249</link>
      <guid>https://dev.to/with_attitude/human-vs-ai-agent-shopping-journey-comparison-infographics-249</guid>
      <description>&lt;p&gt;Eight stages, two journeys. One of them never abandons a cart, never sees your card number, and never looks at your product photos.&lt;/p&gt;

&lt;p&gt;&lt;em&gt;This infographic is a companion resource for my &lt;a href="https://karozieminski.substack.com/p/agentic-commerce-protocols-acp-ap2-x402-mpp-ucp" rel="noopener noreferrer"&gt;article on agentic e-commerce&lt;/a&gt;. Read the article first.&lt;/em&gt;&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;&lt;a href="https://karozieminski.substack.com/p/human-vs-agent-shopping-journey" rel="noopener noreferrer"&gt;Continue reading on Substack →&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

</description>
      <category>ai</category>
    </item>
    <item>
      <title>1 Community, 164 builders, 100 methods, Y Combinator, and OpenAI Build Week 2026.</title>
      <dc:creator>With Attitude</dc:creator>
      <pubDate>Mon, 27 Jul 2026 15:42:01 +0000</pubDate>
      <link>https://dev.to/with_attitude/1-community-164-builders-100-methods-y-combinator-and-openai-build-week-2026-1jon</link>
      <guid>https://dev.to/with_attitude/1-community-164-builders-100-methods-y-combinator-and-openai-build-week-2026-1jon</guid>
      <description>&lt;p&gt;The Product with Attitude community is building. A lot.&lt;/p&gt;

&lt;p&gt;164, I counted.&lt;/p&gt;

&lt;p&gt;That’s how many builders I’ve featured on Product with Attitude. We could build a small techie town.&lt;/p&gt;

&lt;p&gt;We tried several formats along the way, including one I adored, which responded to my affection by underperforming and causing people to unsubscribe. The current format keeps finding me new readers. And my readers new readers.&lt;/p&gt;

&lt;p&gt;And sometimes, this happens:&lt;/p&gt;




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

</description>
      <category>ai</category>
      <category>chatgpt</category>
      <category>programming</category>
    </item>
    <item>
      <title>Don’t Deploy Another AI-built App Without Monitoring Its Dependencies</title>
      <dc:creator>With Attitude</dc:creator>
      <pubDate>Wed, 22 Jul 2026 15:36:20 +0000</pubDate>
      <link>https://dev.to/with_attitude/dont-deploy-another-ai-built-app-without-monitoring-its-dependencies-5388</link>
      <guid>https://dev.to/with_attitude/dont-deploy-another-ai-built-app-without-monitoring-its-dependencies-5388</guid>
      <description>&lt;p&gt;This attack passed all checks designed to stop it. Farida Khalaf shares a practical system for catching it the biggest security mistake AI-assisted builders make after deployment.&lt;/p&gt;

&lt;p&gt;On May 11, 2026. 19:20 UTC, &lt;a href="https://nvd.nist.gov/vuln/detail/CVE-2026-45321" rel="noopener noreferrer"&gt;something changed inside the TanStack project&lt;/a&gt; on GitHub. Theoretically, nothing broke. No warning lights flashed.&lt;/p&gt;

&lt;p&gt;And yet.&lt;/p&gt;

&lt;p&gt;During the 6 minutes that followed, one of the most sophisticated open-source supply chain attacks ever documented fooled even seasoned builders. &lt;a href="https://tanstack.com/blog/npm-supply-chain-compromise-postmortem" rel="noopener noreferrer"&gt;84 malicious versions appeared across 42 npm packages in the TanStack ecosystem&lt;/a&gt;.&lt;/p&gt;

&lt;p&gt;The packages, trusted by many, checked every box. They had valid &lt;a href="https://github.blog/enterprise-software/devsecops/enhance-build-security-and-reach-slsa-level-3-with-github-artifact-attestations/" rel="noopener noreferrer"&gt;SLSA Build L3 provenance&lt;/a&gt; (their origin could be traced) and passed most standard integrity checks. By every measure builders normally use to separate legitimate files from suspicious ones, they looked legitimate.&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;&lt;a href="https://karozieminski.substack.com/p/tanstack-npm-supply-chain-attack-security-guide-ai-builders" rel="noopener noreferrer"&gt;Continue reading on Substack →&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>programming</category>
    </item>
    <item>
      <title>AI-assisted Craft: A Manifesto</title>
      <dc:creator>With Attitude</dc:creator>
      <pubDate>Wed, 22 Jul 2026 15:35:45 +0000</pubDate>
      <link>https://dev.to/with_attitude/ai-assisted-craft-a-manifesto-d8i</link>
      <guid>https://dev.to/with_attitude/ai-assisted-craft-a-manifesto-d8i</guid>
      <description>&lt;p&gt;The missing category between human-made and AI-made.&lt;/p&gt;

&lt;p&gt;The AI slop debate has been circling the same drain &lt;a href="https://news.ycombinator.com/item?id=40301490" rel="noopener noreferrer"&gt;since 2024&lt;/a&gt;. By now, you’d think we might have found a name for the position somewhere between “artistic crime” and “the machine as the ultimate collaboration partner.” We haven’t.&lt;/p&gt;

&lt;p&gt;One side calls every use of AI &lt;em&gt;creative fraud&lt;/em&gt;. That side is especially &lt;a href="https://www.facebook.com/groups/858031587313477/?utm_source=chatgpt.com" rel="noopener noreferrer"&gt;active on Facebook&lt;/a&gt;, where Meta’s algorithm happily reinforces the belief. The other presses “Generate” and calls it collaboration. A life-changing, millionaire-making meeting of minds. One of those minds typed six words and the other predicted the rest, but let’s not ruin the hype.&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;Context:&lt;/strong&gt; Yesterday Substack &lt;a href="https://post.substack.com/p/against-claudefishing" rel="noopener noreferrer"&gt;launched AI detection with Pangram&lt;/a&gt; — readers can now scan any post to see how much of it was written by AI. This manifesto is my answer to that moment. It scans 100% human.&lt;/p&gt;
&lt;/blockquote&gt;




&lt;p&gt;&lt;strong&gt;&lt;a href="https://karozieminski.substack.com/p/ai-assisted-craft-vs-ai-slop" 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 Perplexity SPACE? The Sandbox Behind Perplexity Computer</title>
      <dc:creator>With Attitude</dc:creator>
      <pubDate>Thu, 16 Jul 2026 08:52:28 +0000</pubDate>
      <link>https://dev.to/with_attitude/what-is-perplexity-space-the-sandbox-behind-perplexity-computer-1812</link>
      <guid>https://dev.to/with_attitude/what-is-perplexity-space-the-sandbox-behind-perplexity-computer-1812</guid>
      <description>&lt;p&gt;How VM isolation, rolling snapshots, and external credential controls keep long-running AI agents fast, persistent, and contained.&lt;/p&gt;

&lt;p&gt;We build AI agents because they can do actual work. Run code. Edit and organize files, a chore we’ve wasted enough human life on since the 1980s. Search databases. Sometimes build the whole thing.&lt;/p&gt;

&lt;p&gt;But they can get things wrong.&lt;/p&gt;




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

</description>
      <category>ai</category>
      <category>perplexity</category>
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