31+ min ago   (745+ words) CauterRule is an open-source sidecar that learns standing rules from repeated agent failures. It extracts lessons from trajectories, replay-tests them, and tries to separate reusable guidance from noisy overgeneralization. The last article ended on an open question: at what point…...

1+ hour, 3+ min ago   (138+ words) I’ve been experimenting with AI tools in my UI/UX workflow, and one thing has become clear: AI is great at generating ideas. But knowing what to build, what to remove, and why a user should care is still the…...

2+ hour, 13+ min ago   (1710+ words) I built a measurement harness. I found ten bugs in it. Every one made my results look better than they were, and not one was found by reading the code. Here is the checklist that came out of that. It…...

2+ hour, 1+ min ago   (650+ words) The bug report was one line from someone testing Lifemaxxing AI: "why did it tell me I got nothing done today, I did everything." He was right, and the notification was working exactly as written. Lifemaxxing AI is a habit…...

1+ hour, 46+ min ago   (369+ words) AI agents do not only answer questions. They write code, call tools, and load plugins. The hard part is not starting that work. It is what the code is allowed to do once it runs. Permission systems answer “may it…...

1+ hour, 46+ min ago   (783+ words) Every trip report on my travel site goes through an LLM before readers see it. The most important line in that prompt is not about catching bad content. It is this one, verbatim: "Bad reviews" as in negative. The trip…...

2+ hour, 20+ min ago   (475+ words) I'm a believer in architectural approaches — OOP, SOLID, the Essential Principles, DRY — but never all of them, all at once. And nothing beats WordPress Hooks for me: Actions and Filters work small miracles. But today's list has a new entry:…...

2+ hour, 40+ min ago   (632+ words) "The coordination of the builders is not direct. It is the work already done that directs and triggers the work that follows." — Pierre-Paul Grassé, describing termites, 1959 You have seen this. Every agent framework does it:) Three attempts. Three identical failures....

3+ hour ago   (667+ words) A retry loop that consults free inference before it fires again is not resilience. It is a second outage, delayed by a model call that can stall, drift, or disagree with itself. Status codes, idempotency keys, and a hard budget…...

2+ hour, 39+ min ago   (466+ words) Sistemas que processam uma entrada por múltiplas etapas sequenciais — validação, transformação, enriquecimento, persistência — costumam cair em uma armadilha comum: todas as etapas ficam concentradas em um único método gigante, cheio de if/else aninhados, cada um responsável por uma verificação…...