Jev is a new “System One” AI model released by TypeSafe AI. It is designed for fast, structured decision-making rather than human-facing text generation. Instead of outputting words, it returns structured signals such as scores, probabilities, codes, or decisions for software to act on. What is Jev? How Jev works How it differs from RLHF-based […]

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A claim has been making the rounds in AI coding circles: stop prompting your coding agents and start designing loops that prompt them for you. Like most things, it gets repeated far more than it gets explained. This is the practical version — what an agent loop is, why it matters, and what one actually […]

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You give your AI coding agent a task. It gets to work. Thirty tool calls later you have code — and it’s not what you needed. The agent understood the words but missed the intent. It made a dozen small decisions that individually seemed reasonable, and collectively built the wrong thing. This isn’t a capability […]

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If you use both Cursor and Claude Dev/Code, you’ve probably noticed they both want their own configuration folders (.cursor and .claude). Keeping your custom commands, rules, and skills in sync between them usually means a lot of copying and pasting. Here is a simple way to centralize everything in one .agents folder and use symlinks to keep both tools […]

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I’ve spent the last few months living in Claude Code. If you’re wondering if it’s worth the hype, the answer is yes—but probably not for the reasons you think. It isn’t just a better autocomplete. It’s more like a competent pair programmer that actually reads your whole codebase, runs your terminal commands, and never needs […]

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