Practical articles on building production AI systems, avoiding common failures, and designing systems that generate real value.
“Human in the loop” was supposed to protect quality and context when using AI — but too often it erodes developer authority instead. This article explores why t…
Discussions about AI-related layoffs are no longer hypothetical — companies are already using AI adoption as a rationale for workforce reductions. This article…
Tech workers report that AI tooling shifted their role from creator to gatekeeper. This post explores why that happens and how clear decision boundaries help pr…
Developers often report that AI increases their workload. This article analyzes why that happens and how systems without proper decision boundaries make the rea…
Companies aren’t just adopting AI for efficiency — they’re adopting it to lock in predictable output and cut variable labor costs. Here’s why that matters for d…
Developers aren’t just worried about AI capability. They’re worried about where human judgment fits when systems optimize for output and cost instead of authori…
AI agents like Clawdbot mark the moment labor shifts from negotiated effort to fixed-cost infrastructure. What matters now is who owns the decision boundary.
Elon Musk’s robot manufacturing push isn’t just a tech bet. It’s a decision-timing bet. Here’s what that means for developers, hiring, and who owns the boundary…
There's a common-but-incomplete explanation floating around the tech world: 'AI is replacing developers and cutting jobs.' That's not the full story. The real s…
Over the past year, experienced developers have been laid off in numbers that don't make headlines. The convenient story is 'AI replaced them.' That explanation…
Most businesses think they need more leads. But if you can't process the leads you already have, more leads just means more chaos. Here's how developers build s…
