AI coding assistant evaluation by team size, budget, and integration reality — including the privacy-first self-hosted track.
Continue.dev’s acquisition by Cursor has reached its endpoint with the final 2.0.0 release of the VS Code extension, CLI, and JetBrains plugin. For developers who built workflows around Continue’s Hub infrastructure, this release marks a hard transition: the Hub is gone, authentication is removed, and the configuration model has shifted to explicit model definitions. This…
Teams running a self-hosted AI coding assistant on quarterly upgrade cycles need a clean delta between versions. This guide covers the changes from TabbyML v0.27 through v0.32, version-anchored to vendor documentation, with an executable upgrade path and applicability boundaries for each feature. Who TabbyML Is Wrong For Before committing to the upgrade, confirm TabbyML fits…
This is not a best-of list. Those answer a question you didn’t ask. What you need is a decision framework for two identically priced team tiers that solve fundamentally different bottlenecks in your development workflow. Step 1: Deconstruct Your Actual Situation Before you compare features, map your constraints. Team size matters immediately: the vendor’s official…
This is not a best-of list. Those answer a question you didn’t ask. What you need is a decision framework for whether to run your own AI coding assistant infrastructure when your team is small, your runway is finite, and your tolerance for yak-shaving is lower than your tolerance for shipping slowly. Step 1: Deconstruct…
This is not a best-of list — those answer a question you didn’t ask. You already bought JetBrains Toolbox. You already write Kotlin. The question is why your 20 JetBrains AI Credits per 30 days disappear before your sprint ends, and what to do about it without throwing more money at the wrong problem. Step…
This is not a best-of list. Those answer a question you didn’t ask. You are not here to learn which AI coding assistant is “best” in some abstract sense. You are here because your organization’s procurement process demands invoicing, and you need to know whether Cursor’s Teams plan can stretch to fit—or whether you are…
This is not a best-of list. Those answer a question you didn’t ask. You are not here to browse every AI coding assistant on the market; you are here because you have forty engineers, an existing GitHub Copilot Business subscription, and a specific pressure pushing you toward self-hosting. This guide deconstructs that situation, segments the…
This is not a best-of list. Those answer a question you didn’t ask. You are not here to learn which AI coding assistant scores higher on a benchmark you can’t reproduce. You are here because your compliance officer has already said no to anything that phones home, your legal team has flagged every subprocessor in…
