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  • Can we use a System One model in the browser?

    I ran Laya, an open 421M-parameter decision model, in a browser tab and measured what it costs: download, speed and accuracy. In mid-September, TypeSafe AI released Jev, a “System One” model. It doesn’t write text.

    Dev.to AI5 min read
  • Stop Giving Your AI Agent Raw SQL

    The fastest way to connect an AI agent to application data is often a generic SQL tool. Give the model a schema, accept a SQL string, run it, and return the rows. That is also where a prototype can quietly become a production security and maintenance problem.

    Dev.to AI7 min read
  • The best AI writing assistant for Mac should not be another tab

    Most AI writing tools still assume the same workflow: Stop writing Copy the sentence Open a browser tab or side panel Ask for a rewrite Read three versions Paste one back Fix the tone so it sounds like you again That is fine for long documents. It is terrible for everyday writing.

    Dev.to AI4 min read
  • Instantly + Dedicated Mailboxes: How I Actually Fixed My Deliverability

    For the first month of running cold outreach for my own project, my open rates looked fine on paper and my reply rate was basically zero. Sequences were solid, subject lines tested well, copy was short and personalized. Everything the "best practices" posts tell you to fix — I'd fixed.

    Dev.to AI2 min read
  • From Generative AI to AI Agents: From Answers to Action

    AI has come a long way. What started with simple rule-based systems has evolved into machine learning, deep learning, transformers, and now generative AI. But the next big shift isn't just about AI generating better answers. It's about AI taking action. That is where AI agents come in.

    Dev.to AI3 min read
  • Sketching a photo-to-rap-video pipeline

    A "photo to rap video" feature looks like a single button, but it is four loosely coupled stages: understanding the photo, writing something worth hearing, performing it, and cutting the result to the beat.

    Dev.to AI3 min read
  • What are the MVP development services for business success?

    When people hear MVP development services, they often think it's just about building a basic version of an app. In reality, a good MVP is about answering one question: Will people actually use and pay for this product?

    Dev.to AI2 min read
  • One stack per ticket: why our coding agent works on a DB copy

    Every ticket on our board gets its own stack: a branch in every repo, its own services, its own copy of the dev database and its own preview URL. We built it because coding agents made my developers faster, and the mistakes moved out of the code and into the branches around it.

    Dev.to AI4 min read
  • RAG Tutorial for Beginners: Build a Retrieval Pipeline in Python

    RAG stands for retrieval augmented generation. Strip the jargon and it is one idea: the model does not know your documents, so before you ask it a question, you look up the relevant passage yourself and paste it into the prompt. Retrieve, augment, generate. That is the whole trick.

    Dev.to AI5 min read
  • Saga Pattern: Agile Recovery for AI Agents in 2026

    How the saga pattern helps AI agent recovery in multi-step workflows Your AI agent got three steps right, then failed on the fourth. The order exists, the card may be charged, the customer might already have an email, and the CRM is now out of sync.

    Dev.to AI12 min read

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