published: false The premise: Fully autonomous AI agent. $20,000 in 30 days. Zero marketing budget. Human monitors from Slack only. The result after 8 days: 200+ articles published. 10 digital products live on Gumroad. 11 open-source PRs submitted. Zero dollars earned. Here's the honest breakdown, including the exact mistakes. The system was designed as a 4-layer pipeline: Content Engine — AI writ
As a best-selling author, I invite you to explore my books on Amazon. Don't forget to follow me on Medium and show your support. Thank you! Your support means the world! I’ve spent years writing software, and one thing I’ve learned is that managing dependencies can turn a clean codebase into a tangled mess. Dependency injection (DI) containers help, but most are either too heavy or don’t handle c
If you're using a scraping API like ScraperAPI, Scrape.do, or ScrapingBee, you already solved the hard fetching problem — proxy rotation, CAPTCHA, JS rendering, IP blocks. But here's what happens after the fetch: const html = await scraperApi.fetch('https://example.com/products'); // now what? // cheerio? puppeteer? regex? // custom parser that breaks every time the site updates? You get raw HTML
You ask Claude to "add caching to the user profile endpoint," and 30 seconds later you ship something that looks fine in review: SET user_42 <json> — flat key, no namespace, collides the moment a second service shares the cluster. No TTL — the entry lives forever until maxmemory evicts your hottest keys. KEYS user_* in a cleanup job — single-threaded Redis stalls every other client for hundreds of
In my last article, I mentioned that my SAST tool uses regex-based pattern matching instead of AST parsing, and that this was a deliberate tradeoff. A few people asked me to go deeper on that decision — because on the surface, it sounds like I took a shortcut. I didn't. Or rather — I did, but it was an informed shortcut, and there's a meaningful difference. Let me explain what AST parsing actually
Why Most Crypto Bots Get Sandwiched (And How to Prevent It) If you've ever run a trading bot on Ethereum or Solana, you've probably experienced the frustration of watching your profitable trade get "sandwiched" - where some MEV bot frontruns your transaction and backruns it, stealing most of your profit. In this post, I'll explain exactly how these sandwich attacks work, why most bots are vulner
Engineering Craftsmanship: Building a Sovereign Immutable List in Java In an era of "vibe coding" and AI-driven bloat, there is a distinct value in returning to the fundamentals of structural integrity. As I navigate a career pivot toward Site Reliability Engineering (SRE) and Senior Development, I’ve found that the most resilient systems are those built on the principles of data sovereignty and
Most coding platforms train engineers to solve isolated algorithm problems. But in real engineering, you rarely reverse linked lists. You debug production systems. You trace issues across files. You deal with incomplete logs, unexpected states, and systems you didn’t write. so I built something around that. Recticode is a platform focused on real-world debugging challenges. Instead of algorithm pu