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Most AI agents today follow fixed instructions and never get smarter on their own. They finish a task, forget what happened, and repeat the same mistakes tomorrow. A new design called the self-improving loop changes this. It lets agents learn from every result and improve over time. This guide expla
Rockstar Games has unveiled pre-order details for GTA 6. The game follows Jason and Lucia, two criminals drawn together in a complicated
The secret sources making your home hotter during a heatwave (and what to do about it).
Our guide on the new movies and shows coming to Apple TV Plus in June 2026.
I interviewed Snap Specs Product Manager Russell Patton. He breaks down the custom engineering behind the $2,195 standalone AR glasses, and how it sets Snap up for a post-phone world.
I connected NotebookLM and Claude to create an AI-powered research workflow — and it felt less like using a chatbot and more like having a personal research assistant.
There are a lot of three-leaved plants; this Google Gemini feature helps me know which is poison ivy, and which is safe to touch.
The Samsung Galaxy Z Fold8 (Wide), Galaxy Z Fold8 Ultra, and Galaxy Z Flip8 are rumored to be unveiled on July 22 at an event in London. If Samsung indeed unveils these foldables on that day, their sales could begin in early August. There's no word from Samsung yet on the unveiling or sale date for
External billing support coming to the US, UK, and EEA
There’s no one not frustrated by the cost of YouTube TV and services like it, but prices keep on going up. In a small victory, though, YouTube TV subscribers that sued Disney over its role in driving up the cost of streaming have won in court, with Disney settling for $50 million. It just won’t chan
Introduction Modern organizations generate massive amounts of data that need to be stored and analyzed efficiently. As data volumes continue to grow, storing everything inside a database can become expensive and difficult to manage. Amazon S3 has become one of the most popular storage solutions for
My classifier calls an LLM on every single email. The LLM is not allowed to classify the email. That sounds like a contradiction. It's the most important design decision in the thing. A reader named @nazar_boyko left a comment on my last post — the one where a cheap model beat GPT-4o on email triage
The Almost-Cancellation About six months ago I was one renewal away from cancelling Claude. Not because it got worse, because I just wasn't opening it. Rate limits I kept hitting on the rare day I did, and a Gemini 3 Pro that had just landed and felt better at almost everything I cared about: Python
If you already know Python and the basics of machine learning, this Nanodegree teaches you something specific and valuable: how to deploy and operationalize ML models on AWS SageMaker. Not ML theory. Deployment. That's the part most self-taught ML people are missing, and it's the part employers pay
Key Takeaways RAG pipeline chunking strategies determine retrieval quality more than the embedding model or vector store — most recall failures trace back to how documents were split during ingestion Fixed-size chunking (256–512 tokens with 10–15% overlap) is the right starting point for homogeneous
A new ModelStudio Skill ships today — feed it any novel or short story and it scaffolds a full React SPA with branching scenes, AI-generated portraits, cinematic cutscenes, optional TTS narration, procedural Web Audio music, and save slots. Then you open localhost and play. Repo: github.com/modelstu
PostAll generates content once and ships it to three places: a blog post, a LinkedIn update, and an email newsletter. For the first four months, that meant three separate prompts, three separate LLM calls, and three versions of the same idea that quietly drifted apart from each other. I rewrote the
I just released Rabbit Relay 1.0.0, the first stable release of a TypeScript-first RabbitMQ framework for Node.js. Rabbit Relay is built on top of amqplib. The main idea is simple: Keep RabbitMQ explicit, but make it safer and cleaner to use in TypeScript services. It keeps real RabbitMQ concepts vi
There is a moment in every data hoarder's life — and in every small media shop's IT history — when the first archive drive fills up. You slot in a second tape, plug in another external drive, configure a new cloud bucket. Problem solved. Except now you have a different problem: you have no idea wher
I built an iOS/iPadOS/macOS app called RawToHEIC. The pitch is one sentence: you select RAW photos in the Photos app, tap Share, pick "Convert RAW to HEIC," and a few seconds later your library has HEICs that are up to 10× smaller — with every edit, album, favorite, and GPS coordinate intact. That s
