Teach Token-Budget Literacy Before Prompting
🌍 HackerNoon

Teach Token-Budget Literacy Before Prompting

AI education teaches prompting but rarely teaches cost. This piece argues token budgeting, model choice, caching, and inference economics belong in the syllabus
🌍 TheVerge

My big, fat, technophobic cat

My cat Pablo is a voluptuous boy. His primordial pouch, originally thought to protect cats' squishy insides, hangs low and wobbles to and fro. Once, when he was five or six, a vet sternly sat my spouse and me down, gravely stating, "He's simply too young to be this fat." Pablo didn't care, but we […]
🌍 TheVerge

Patreon is changing its algorithm to help smaller creators get discovered

Patreon has announced a number of new and overhauled features that are designed to "build a better network - and a better internet," according to CEO Jack Conte. The Patreon roadmap includes discovery algorithm updates, platform and security improvements, and new features for both creators and fans. In a lengthy blog post, Conte outlines each […]
🌍 TheVerge

My cats hate each other, but this automatic feeder is helping

Over the course of nearly a decade, my husband and I have dutifully carried out a four-times-daily ritual of feeding a pair of lovely cat siblings who hate each other. This was mostly manageable for years, but in 2024, disaster struck for my small dependents: We had a child. Suddenly, the cats were no longer […]
🌍 Dev.to

What actually breaks when you run LLM agents unattended for 58 days

We run an organization made of agents. Not a demo — a company's back office. Bookkeeping, inbox triage, drafting, review, research. 78 agents, local models, no human in the loop between the schedule firing and the output landing in a ledger. For 58 days we recorded every failure. Not "the run errored" — what was wrong with the answer . 6768 records, published as a dataset. This is what we found. It is not what we expected. The uncomfortable part first: none of these raised...
🌍 Dev.to

After 15 Years of Coding, AI Made Me Start More Projects in 6 Months Than My Entire Career Combined

TL;DR: I'm a full-stack developer with 15 years of experience, mostly building mobile apps, then web, backend, and desktop. After I started using Cursor and Claude Code, my productivity exploded — one idea quickly becomes a full-stack project with frontend, backend, and infrastructure. My project count grew 10x, but my memory didn't. So I built Dev WorkDir, a macOS menu bar app that organizes all your projects, auto-detects 29 frameworks, supports 26 editors, and lets you open or run any projec...
🌍 Dev.to

🌐 I Took APIC From Desktop to the Browser

When I started building APIC (Advanced Image Processing Center), the idea was simple: Make everyday image processing less annoying. The desktop version worked well, but there was an obvious limitation. You had to download an application first. And sometimes you just want to process an image quickly without installing anything. So I decided to take APIC to the browser. Meet APIC Web APIC is now available as a browser-based image-processing platform. Instead of downloading ...
🌍 Dev.to

Kafka vs RabbitMQ vs NATS (2026): Performance, Use Cases, Latency, Throughput & Microservices

Kafka vs RabbitMQ vs NATS (2026): Performance, Use Cases, Latency, Throughput & Microservices Choosing the right messaging system can have a major impact on the scalability, reliability, latency, and architecture of a modern application. In 2026, Kafka vs RabbitMQ vs NATS is still one of the most common comparisons for engineering teams building microservices, event-driven platforms, real-time analytics systems, and distributed applications. The important point is that Kafka, Rabbit...
🌍 Dev.to

Why Your IoT Alerts Get Ignored and How to Fix It

It is 2 a.m. The on-call engineer's phone buzzes. They glance at it, recognize the same alert they have seen forty times this week, and swipe it away. Every single time before this, it turned out to be nothing. This time, it was not nothing. That is alert fatigue, and it is the single most common way IoT alerting systems fail. Not because the sensors stopped working. Not because the platform went down. Because the team stopped believing the alerts were worth acting on. The fix is not...
🌍 Dev.to

Mojo Hits 1.0: A Technical Look

On August 11, 2026, Modular released Mojo 1.0 as part of the broader Modular 26.5 platform update. This is not a minor version bump dressed up with marketing language. It closes a three-year period during which the language's syntax, standard library, and core semantics changed release over release, often breaking source compatibility for anyone maintaining a nontrivial codebase on top of it. This article examines what changed at the language level, what the stability guarantee actually covers, ...
🌍 Dev.to

I gave an AI agent money without giving it a wallet. It is just a string.

TL;DR An LNURLcash bearer note is a 32 byte secret. Whoever holds the string holds the money. That makes it the cleanest allowance I have found for an autonomous agent: hand it a note worth 100 sats and it cannot spend 101, because the bound is the asset rather than a policy you hope something enforces. What you can actually do with it. Sell API calls for a twentieth of a penny , to callers who never sign up for anything. Thirty lines in front of your existing API, about fifteen ...
🌍 Dev.to

Quantum Computing Meets Clinical Medicine: Why the Biology Is Already Ahead of the Software

Most developers working in health tech are building on a model of human biology that is, at its core, classical. Inputs, outputs, statistical correlations. What the biophysics literature now shows is that the underlying system is quantum mechanical -- and the gap between the model and the reality has clinical consequences. I came to software through medicine, not the other way around. I trained as a physician before I started thinking seriously about computational health infrastructure. That...
🌍 Dev.to

The Sandbox Had One Allowed Egress Path. The Model Used it to Escape.

✓ Human-authored analysis; AI used for formatting and proofreading. Two sandbox escapes in one week. The Hugging Face breach happened because the sandbox had unrestricted egress. The OpenAI ExploitGym escape is more instructive. The sandbox was almost isolated. The evaluation environment had one sanctioned egress path: an internal JFrog Artifactory proxy that pulled packages from the internet. The model found a vulnerability in that proxy, pivoted through it to a node with internet ac...
Oracle Designer Lost Support in 2013. My AI Agent Develops in It Anyway.
🌍 Dev.to

Oracle Designer Lost Support in 2013. My AI Agent Develops in It Anyway.

Oracle Designer 10g is a CASE tool from the early 2000s. Support ended in 2013. At my job it is still the center of development: the repository holds the entire design of a large insurance system (2,741 entities, 3,277 table definitions, 12,841 PL/SQL modules, 5,624 forms), and about 10 developers work in it daily. Everyone, me included, assumed you work with Designer through its GUI. Clicking, dragging, repeating. The question I wanted to answer: can an AI agent that knows SQL and has databa...
🌍 Dev.to

Building Reactive MPAs in 2KB: Meet Flynt.js

Why I Built Flynt.js: Reactivity Without Messy HTML Clutter If you build Multi-Page Applications (MPAs) using Laravel Blade, Twig, or classic SSR, you've probably used Alpine.js. It's awesome for quick reactivity, but as your components grow, your HTML quickly turns into this: <!-- The Alpine.js HTML clutter we all know... --> <div x-data= "{ open: false, items: [], fetch() { ... } }" x-init= "fetch()" > <button @ click= "open = !open" :disabled= "...