Explained: Prompt Injections

You ask your browser assistant to summarize a product review page before you buy. It comes back with a confident summary, then adds a line you didn't ask for: a recommendation to visit a completely different site for a "better deal." You didn't request that. The model did it because somewhere on that page, in text you never saw, was an instruction telling it to. That's a prompt injection : a piece of text crafted to be read a… Read More

Explained: Honeypots

Information in this post reflects publicly available knowledge on honeypot techniques as of June 2026. The trap that nobody walks into by accident A small SaaS company spins up a new database server on a Tuesday afternoon. Nobody has announced it, no DNS record points to it yet, and no employee has the credentials. By Wednesday morning, the logs show seventeen login attempts from six different countries. Nothing about that server was advertised. Th… Read More

In Focus: AI-DLC

Information in this post reflects publicly available sources as of June 30, 2026. A solutions architect stands in front of a room at re:Invent and says six engineers rebuilt a core piece of Amazon infrastructure in 76 days. The original estimate was 40 engineers and a full year. The slide stays up just long enough for the number to land, and then comes the methodology that supposedly made it possible. That methodology is AI-DLC , and the numbers at… Read More

In Focus: OpenAI Daybreak

Information in this post reflects publicly available sources as of June 29, 2026. You merge a pull request on a Friday afternoon. It passes review, passes CI, and ships. Three weeks later a security researcher emails to say that exact change introduced a use-after-free that lets an unprivileged user escalate to root. The patch was a two-line diff. Finding it required reading half a million lines of kernel code with the right question in mind. For … Read More

Architecture: Confluent Cloud Gateway

Your Kafka producer has one job at startup: read bootstrap.servers , open a connection, and start sending. That single line of config is also its biggest liability. The host and port are baked in when the application boots, and a Kafka client is not designed to swap them out while running. So the day your active cluster goes dark, every producer and consumer pointing at it is stuck until that cluster comes back or the connection times out. You ca… Read More

Explained: Model Distillation Attacks

You spend eighteen months and several million dollars training a model. It is good. It is your competitive edge. You wrap it in a clean API, set a price per thousand calls, and open it to the world. Six weeks later a competitor launches a near-identical service at half your price. Their model behaves almost exactly like yours: same quirks, same edge-case answers, even the same odd mistakes on the same odd inputs. They never breached your servers.… Read More