Engineering Blog

    Deep dives into AI coding tools, architecture patterns, and how Atlarix fits into your workflow.

    Research: Benchmarks · Achievements · Published paper

    33 articles

    The Deep-Thinking Toggle Was Too Blunt. It's Now an Effort Dial.

    Product

    Atlarix used to give you one switch: deep thinking on or off. But deep thinking means something different to every model, and a boolean couldn't say any of those things. /effort replaces it with each model's own levels, picked per chat.

    November 2026~5 min read

    What an Effort Level Actually Sends to the Model

    Deep Dive

    You pick a level, but what goes in the request? Behind /effort is a per-model resolution step: the level is matched against what that model declares it accepts, then sent under a camelCase key that one SDK silently drops if you get it wrong. Here's the whole path.

    November 2026~6 min read

    How Atlarix Sessions Talk to Each Other

    Product

    One Atlarix session can message another, set its mode and model, review its plan, and get notified when it finishes. Here is how peer messaging works across the desktop app, CLI, VS Code and any ACP editor — and why it matters for multi-agent workflows.

    November 2026~5 min read

    Let Your AI Review Your AI's Code

    Tutorial

    One Atlarix session can review another's pending changes and plans — approve, deny or replace them — before anything lands. Here is how cross-session review works, why it catches mistakes a single session misses, and how to set it up.

    November 2026~4 min read

    Delegating Work Across Multiple AI Sessions

    Tutorial

    Fork a session, send it a task, set its mode and model, and get notified when it finishes. Here is how to delegate work across multiple Atlarix sessions — the commands, the workflow, and what to watch for.

    November 2026~5 min read

    Computer Use in a Coding Agent, With Any Vision Model

    Product

    Atlarix 15.11 can see your screen and use the mouse and keyboard, for the software that has no API. It works with any model that accepts images, is off until you switch it on per model, and stops the moment you move the mouse.

    October 2026~4 min read

    Multi-Agent Coding You Can Watch: Sessions That Fork, Lead and Approve Each Other's Plans

    Product

    In Atlarix, multi-agent work is built from ordinary chat sessions. Fork a session, let one lead, and it can list the others, send them tasks, set their mode and model, read their results and approve their plans, while you open, read or stop any of them.

    October 2026~5 min read

    We Deleted Two Tools and a Wizard. Every Turn Got 4% Lighter.

    Deep Dive

    Every request a coding agent sends carries its system prompt and tool list. For Atlarix 15.11 we removed what nobody used: the mobile tools, image tools for models that can't see, and the onboarding. Measured on the real request: 452 tokens and two tools fewer per call.

    October 2026~4 min read

    Claude in Your Coding Agent: Anthropic's API, Amazon Bedrock, or Any Gateway

    Tutorial

    Run Claude as your coding agent's model however your company buys it: your own Anthropic API key, Amazon Bedrock's Anthropic endpoint, or a gateway that speaks Anthropic's Messages API. How to connect each in Atlarix, what to type where, and what works the same on every route.

    October 2026~6 min read

    One Misplaced Block Made Every Message Rewrite 19,000 Cached Tokens

    Deep Dive

    Atlarix marks its system prompt for the model's prompt cache, and inside one message the cache worked. Across messages it never did: each new message in Build mode wrote about 19,000 tokens to the cache instead of reading them. One block of text was in the wrong place. Here is how we found it, the numbers before and after, and the one-line rule it comes down to.

    October 2026~5 min read

    Atlarix in VS Code, Cursor, Kiro and Windsurf: An AI Coding Agent That Uses Any Model

    Product

    Atlarix now runs inside your editor. One extension for VS Code, Cursor, Kiro and Windsurf carries the whole agent: every mode, any model or your own API key, edits in the editor's own diff, plans that tick off as they are built, and your Chrome. Zed and JetBrains IDEs get the same agent over the Agent Client Protocol.

    October 2026~6 min read

    How to Use Your Own API Key With an AI Coding Agent in VS Code

    Tutorial

    Bring your own key from OpenAI, Anthropic, Google, DeepSeek, OpenRouter or another provider, and run a full coding agent in VS Code, Cursor, Kiro or Windsurf on it. Step by step with the Atlarix extension, what your key costs you, and where it is kept.

    October 2026~5 min read