50+ min ago   (760+ words) I wanted to build a simple RAG system. That sentence aged badly. The original problem was actually pretty simple. We were organizing a departmental event called Kairos, where participants had to study company information and create pitch decks. The organizers…...

3+ hour, 46+ min ago   (1782+ words) This is a 4-part series on how agents remember:building short-, medium- and long-term memory thatscales across users, agents, and kubernetes clusters. Alice and Bob both use our agent platform. On Monday, Alice worked on a support incident, and the…...

54+ min ago   (315+ words) What happens when an LLM call fails on flaky Wi-Fi? How we engineered a deterministic fallback engine that keeps our mobile app 100% functional offline. The dirty secret of many modern "AI-native" mobile apps is that they are completely bricked the…...

1+ hour, 57+ min ago   (407+ words) Sampli AI's MSc-qualified engineers design, build and run AI-native products and platforms in production. How we take you there Step 1 of 10 · Simply - Insight Step 2 of 10 · Simply - Insight Step 3 of 10 · Simply - Insight Step 4 of 10 · Sampli - Foresight Step 5 of 10 · Sampli - Foresight Step…...

1+ hour, 19+ 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:…...

1+ hour, 19+ min ago   (822+ words) I first joined the DEV community 8 years ago (as of writing) to jump-start my writing journey and get my name out there. Since then, my reading audience has grown to hundreds of thousands of readers globally. I owe a huge…...

1+ 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....

1+ hour, 59+ min 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…...

1+ hour, 49+ min ago   (295+ words) Crawl budget sounds like a Google problem. Sometimes it's actually a website problem. When crawlers spend time on thousands of low-value URLs, the immediate instinct is often: How do we make Google crawl differently? A better first question may be:…...

1+ hour, 38+ 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…...