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95 stories

Stories

  • Meta's Muse Wonder Adds a Memory Layer to Its Agent Models

    TL;DR Muse Wonder and Muse Wonder Full are a frontier model family from Meta built for agentic work, released on 12 October 2026 with a 1M-token context window and a thirteen-page model card published the same day.

    Dev.to AI8 min read
  • Color Picker & Palette Generator: Pick Colors, Generate Palettes Online

    Master digital color with the free RMBG.PRO Color Picker & Palette Generator. Inspect HEX, RGB, and HSL values in real time, build balanced color harmonies, extract dominant swatches from photographs, and guarantee WCAG 2.1 accessibility compliance with zero server uploads. What Is a Color Picker?

    Dev.to AI2 min read
  • What are APIs? And How Do They Work?

    A beginner-friendly guide, with a bit of Python and a lot of food analogies. Imagine you're building a weather application, and it needs to show the current temperature in Mutare.

    Dev.to AI16 min read
  • AI Coding Tools Can Generate Code. Can You Maintain It?

    AI coding assistants can help developers draft functions, explain unfamiliar code, and explore implementation options. But generated code still needs to be reviewed, tested, and understood. A productive workflow might look like this: Define the problem and expected behavior.

    Dev.to AI1 min read
  • My agents write the code now. So what am I supposed to do?

    On a normal day I have several agents running at once. One is building a feature. Another is writing its tests. A third is chasing a bug. A fourth is reviewing what the first one wrote. I am not typing code. Most days now, I barely do.

    Dev.to AI4 min read
  • Your AI Bill Is an Architecture Problem

    Why token prices are only a small part of the cost of running AI in production When an AI feature becomes expensive, the model is an obvious place to look. But as software engineers, we should ask a more uncomfortable question first: how much of the work are we asking the model to do unnecessarily?

    Dev.to AI11 min read
  • Are We Building AI Agents We Can No Longer Control?

    AI agents are moving beyond generating code. They can now execute commands, modify files, browse the web, and coordinate with other agents. But here's the question: How much autonomy should we give an AI agent before the security risks outweigh the productivity gains?

    Dev.to AI1 min read
  • Edge-Agentic Commit Analyzer: A Zero-Dependency Local Guardrail

    Edge-Agentic Commit Analyzer: A Zero-Dependency Local Guardrail Why "Daemonless and API-less"? The modern development environment is bloated with background services. Daemons run constantly, silently devouring memory resources.

    Dev.to AI5 min read
  • Domins

    https://freshtools.store/ https://freshtools.top/ https://freshtools.world/ https://freshtools.wtf/

    Dev.to AI1 min read
  • A alma da palestrante virtual

    Enfim chegamos no terceiro e último post da série. Neste post vamos explorar a alma da palestrante virtual, isto é, a arquitetura que a faz funcionar. Introdução Nós vamos começar com um diagrama de alto nível que apresenta os principais componentes da arquitetura e, à medida que avançamos, vamos…

    Dev.to AI1 min read
  • What 216 Coding Attempts Revealed About Sol 6.1's Value

    TL;DR Sol 6.1 Low averaged $0.101 per attempt, scored 100/100 on the main checks, and delivered accepted code in 12/12 attempts. On the transaction task, its added tests caught 4/6 and 5/6 seeded defects. Medium improved that to 5/6 and 6/6 at 9.9% more estimated cost.

    Dev.to AI4 min read
  • A sandbox lifetime is a workflow decision: using Never in Lizard

    A build is still running. An agent is waiting for a review. Your laptop needs to close. These are different events, but a fixed sandbox expiry can turn all three into the same problem: the working environment disappears before the task is finished. We're the team behind Lizard (lizard.build).

    Dev.to AI3 min read
  • Reflection Beam: Less Inference Compute Does Not Guarantee a Smaller Bill

    On October 6 in Beijing, developers woke up to Beam, Reflection's first model intended for an open-weight release. TechCrunch's initial report appeared at 12:33 p.m. Pacific on October 5—03:33 the following morning in Beijing. The interesting development is not simply another large model.

    Dev.to AI7 min read
  • Cloudflare's Auto Router: How to Measure AI Cost per Useful Result in 2026

    A cheap AI answer gets expensive when you have to ask three more times, fix the result yourself, and explain to a client why the promised shortcut took the afternoon. That is the question I brought to Cloudflare's October 5 Birthday Week recap. It collects 46 announcements from the previous week.

    Dev.to AI7 min read
  • How to build an Academic & Research Papers AI Agent

    Day 4 of 30 Days of Search. You find a paper that looks useful, open the abstract, and realize the detail you need is somewhere else. Which dataset did the authors use? What did they compare against? Can you combine papers from different sources in one place for easy access and bookmark?

    Dev.to AI6 min read

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