The European Union's AI Act will introduce new transparency obligations on **2 August 2026** that affect businesses building, selling, or using AI-enabled products. Article 50 requires providers to tell people when they are interacting with AI and to make AI-generated or AI-manipulated content detec...
Read articleI've reviewed enough pull requests to know the pattern: someone forgets to wrap an API call in a try/except, I flag it, they fix it, and three weeks later someone else on the same team makes the exact same mistake. The review tools we use don't remember any of this. Every diff is reviewed in a vacuu...
Read articleOur static analyzer had been reporting `no issues found` on our PLC codebase for months. Then we built a fixture stuffed with deliberate bugs — and found that **two of its rules had never fired on a single line of code.** Not once, since the day they were written. This is a post-mortem of our own ...
Read articlePart 2 of a series on building an enterprise-grade Security Operations Center at home. Start from Part 0. At the end of Part 1, we had a real detection foundation: Suricata and Zeek watching a segmented network, Wazuh on the hosts, everything flowing into Elasticsearch. By every checklist, that's a...
Read articleI'm building ByteFlow, a no-code platform for agentic applications. It started as a workflow-automation tool and was later repositioned toward agents, so I've spent a lot of time thinking about where one ends and the other begins. I've also watched teams make the mistake in both directions: forcing ...
Read articleI have Claude Code operate macOS apps in the background: fill a form, pick an option from a pop-up, run a calculation. With the MCP server I built on top of cua-driver, beans-picker, a typical task in my benchmark ran 1.8x faster and cost 85% less than with cua-driver alone (median 28.1 s vs 49.7 s,...
Read articleThe honest constraint behind everything I build is that there is one of me. A portfolio of sites doesn't care about that. Each one wants features, fixes, content, and maintenance, and the naive way to run several at once is to context-switch between them until nothing gets real attention. So I stopp...
Read articleWe started a company with $20 and one rule: the humans stay out of the loop. Five Claude Code agents run it from a private GitHub repo. Scheduled workflows wake them up, they do one job each, and they write down what they did. The ledger and the journal are public at https://www.leymish.com. This p...
Read articleSEO automation is increasingly being framed as a **workflow design problem**, not a choice between manual work and autonomous AI. A recent signal from [Search Engine Land's official X account](https://twitter.com/sengineland) highlights the practical question: which SEO tasks should run on rules, wh...
Read article## AI Agents Don't Need a Genius for Every Decision AI agents burn a shocking amount of intelligence on tiny decisions. Should I retry? Which tool fits here? Did this task actually finish? Is this action risky? Which five of these hundred documents actually matter? Right now, most teams call the ...
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