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Notes on AI agents, automation, and where models fit into the products we ship.
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Notes on AI agents, automation, and where models fit into the products we ship.
For a live site, see AI and automation.
12 articles
I’ve been in the trenches with AI implementations for three years now, and I’m about to share something that will shock you. 92% of companies are planning to increase their AI investments over the next three years, but here’s the brutal reality: only 1% call themselves “mature” on AI deployment. Why? Because they’re confusing three
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Vibe coding is incredible. You can ship a full SaaS product in a weekend. Features that used to take a senior dev three days now take three hours. The speed is real. But here is what nobody tells you when they post their “I built this in 2 hours” thread on X. Speed without security
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You built a RAG pipeline. Tested it with five questions. It worked perfectly. Then you shipped it. And everything broke. Users asked ambiguous questions. The vector database pulled irrelevant chunks. The model hallucinated confidently. Leadership lost trust in three days. Sound familiar? Here’s the thing. That’s not a model problem. That’s not even a data
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I’ve been in the software business for over 15 years. When GPT-3.5 launched in November 2022, I started using it to fix and optimize code. Nothing crazy – just a productivity boost. But when tools like Cursor and GitHub Copilot came along, everything changed. I went from using AI occasionally to being completely dependent on
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I’ve been tracking the AI coding revolution for months, and I just witnessed the biggest shift in software development since GitHub launched pull requests. Yesterday, on June 30, 2025, Cursor officially launched their web application – and it’s not just another mobile-responsive site. This is a complete paradigm shift that lets developers code from literally
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I just spent three days rigorously testing Google’s brand-new Gemini CLI against Claude Code, and the results will change how you think about AI-powered development tools. Google didn’t just release another CLI tool – they launched a direct assault on the $200/month AI coding market with a completely free alternative. After running both tools through
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The AI agency industry is facing an existential crisis. While you were busy perfecting your automation workflows, a silent revolution started brewing. DIY AI tools are flooding the market, and your clients are beginning to ask themselves: “Why should I pay an agency when I can build this myself?” Here’s the brutal truth: 80% of
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Three months ago, I was spending 15+ hours every week on mind-numbing repetitive tasks. Copying data from Google Sheets to Slack, syncing customer emails with my CRM, manually updating databases every time someone filled out a form. Then I discovered n8n – the workflow automation tool that’s about to change your life. After testing every
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Fine-tuning large language models used to be a nightmare. Endless hours of waiting, GPU bills that made me question my life choices, and constant out-of-memory errors that killed my motivation. Then I discovered Unsloth. In the past 6 months, I’ve fine-tuned over 20 models using Unsloth, and the results are consistently mind-blowing. Training that used
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