I Built a Pneumonia Detection AI on My MacBook — Here's Exactly How It Works

<p>iCloud shared albums take 26+ seconds to load on my 300 Mbps fiber connection. I timed it. Apple, a trillion-dollar company, built something that is embarrassing to show

<p>Over the past few years, we’ve been building a mobile-first <a href="https://skinive.com" rel="noopener noreferrer">AI skin analysis</a> system used by +1.000.000 users

<p>As a solo developer, the biggest bottleneck isn't usually the ideas—it's the time required to execution. Recently, I wanted to launch a suite of free web tools for developers

<h2> The Problem </h2> <p>Doctors in India spend 2–3 hours daily on clinical documentation. Most EMR systems are glorified data entry forms that add to the burden rather than

<p>Let's be real: the current AI coding workflow is tedious. </p> <p>You hit a bug. You copy your code. You tab out to ChatGPT/Claude. You paste it. You copy the fix. You paste it

<p>In the first eight weeks of 2026, ten major open-weight LLM architectures were released.</p> <p>GLM-5 matched GPT-5.2 and Claude Opus 4.6 on benchmarks. Step 3.5 Flash

<p>Six months ago, I had an idea: what if an AI could not just suggest code, but actually <em>build</em> an entire application from scratch?</p> <p>Not just autocomplete. Not just

<p>What if you could upload a photo of a skin lesion and get an AI-powered prediction in under 2 seconds — no signup, no data stored, completely free?</p> <p>That's exactly what I