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AI Coding Agents Beyond GitHub: GitLab, Bitbucket, Gitea and Forgejo

Most AI coding agents assume your code lives on GitHub. A lot of it doesn't. Here's what it takes to run gated AI changes on the Git host you already use. If you read the docs of most AI coding agents closely, one line keeps showing up: works with repositories hosted on GitHub. That's a reasonable place to start. GitHub is huge. But plenty of teams aren't there. Enterprises run self-managed…

dev.to ·2h ago

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The sovereign threshold: Why airtight AI decisions are paralysing executive teams

Picture a leadership meeting that goes like this. The air conditioner in the corner of the 22nd-floor boardroom had a faint, high-pitched metallic whine.

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Claude Code 2.0: Instant Rewind and Zero-Fear CLI Coding

You ask an AI coding assistant to add a clean dark mode toggle to your personal portfolio page. You hit Enter. In the terminal window, lines of shell commands and tool calls flash past in rapid…

Instant rewind feature allows code changes to be reverted quickly.
Zero-fear coding eliminates irreversibility and opacity in CLI interactions.
Features include live inline diffs, real-time cost verification, and human-in-the-loop interaction.

2h ago ·dev.to

Alphabet Loses $500 Billion in Market Value as AI Spending Fears Mount

Alphabet, Google's parent company, suffered its steepest single-day share-price decline since its initial public offering as concerns over sluggish AI search monetization and soaring investment costs…

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Apply Backpressure to AI API Workloads

Disclosure: I work on Modelflare , an OpenAI-compatible AI API gateway. The canonical version of this article lives on modelflare.dev .

Apply backpressure before AI dependency saturation to prevent performance degradation
Define maxinflight, boundedqueue, and callerdeadline as control points
Reject overload conditions early and monitor queue depth and deadline handling

2h ago ·dev.to

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