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AI-assisted development generates PRs faster than humans can review them. Here are the tools that help - CodeRabbit, DeepSource, Greptile, and others compared on pricing, platform support, and security capabilities.

31 deployed apps. 7 down. Favicons missing on 20 of 24 reachable hosts. Sentry on zero. Here is how a single audit turned into 58 PRs in one afternoon - and what shipped, what didn't, and what the pattern was.

How we ported 38 apps off Replit and onto Coolify in a single day, using parallel Claude Code subagents, gh, and neonctl. The honest stats: stubs, monorepos, false-empties, and ~120 PRs.

Claude Code does not have to call Anthropic's API. Here are five working patterns for running it through your own gateway, on your own models, in your own VPC, with full audit logs and cost control.

One dev, one CLI, 24 subdomains, and a lot of parallel agents. The playbook for shipping an AI app portfolio.
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