If you have shipped an LLM agent, you have watched one go sideways in real time. Halfway through a task, it takes one bad step, and now it is confidently marching toward a wrong answer. The whole industry has gotten good at detecting that moment sp...

AI agents rarely fail in a clean, obvious way. They do not always crash. They do not always throw an error. They do not always say, "I could not complete the task." Sometimes they fail more quietly. They give a confident answer with weak evidence....

Nobody tells you what building alone actually feels like. The blog posts make it sound clean. You have an idea, you build it, you launch. Maybe you hit some technical walls, you push through, and eventually things work out. What they skip is the pa...

Nobody tells you what building alone actually feels like. The blog posts make it sound clean. You have an idea, you build it, you launch. Maybe you hit some technical walls, you push through, and eventually things work out. What they skip is the pa...

Most security systems are evaluated on attacks they have already seen. I decided to test mine on ones it hadn't. The Setup I built FIE "an open-source adversarial prompt detector for LLMs". 11 detection layers run in parallel on every incoming prompt...

Most developers know they shouldn't use production data in non-production environments. But knowing and doing are two different things — and the gap between them is getting more expensive. According to Nick Mathison, Senior Product Manager for Delph...

Most Dev's Journey stories start with a first line of code. Mine starts somewhere different. I came from marketing. And somewhere along the way, I became a technology writer — not because I could build software, but because I was genuinely curious a...

Most Dev's Journey stories start with a first line of code. Mine starts somewhere different. I came from marketing. And somewhere along the way, I became a technology writer — not because I could build software, but because I was genuinely curious a...

You built an AI feature. It works great in testing. Then someone types the wrong thing and your model does something it was never supposed to do. Here are the real attacks happening against LLMs right now, and how I built an open source system to c...

LLMs are becoming part of real products now. They answer customers, summarize documents, write code, search internal knowledge bases, and make decisions inside workflows. But most LLM apps still have a quiet problem: > We usually find the failure a...

LLMs are becoming part of real products now. They answer customers, summarize documents, write code, search internal knowledge bases, and make decisions inside workflows. But most LLM apps still have a quiet problem: > We usually find the failure a...

LLMs are becoming part of real products now. They answer customers, summarize documents, write code, search internal knowledge bases, and make decisions inside workflows. But most LLM apps still have a quiet problem: > We usually find the failure a...

LLMs are becoming part of real products now. They answer customers, summarize documents, write code, search internal knowledge bases, and make decisions inside workflows. But most LLM apps still have a quiet problem: > We usually find the failure a...