AI-generated code is fixable. The method is called Agentic Engineering, and it relies on a specific loop combined with composable skills to eliminate low-quality output from tools like Claude.
The three skills demonstrated are concrete and public: Greploop from Greptile, a Code Structure skill from michaelshimeles on GitHub, and Anthropic's official Code Simplifier plugin. Each targets a distinct failure mode in AI-assisted development, from codebase navigation to structural bloat to overcomplicated logic. The loop these skills plug into is the part worth watching, because it shows how the workflow compounds, not just individual prompts.
The real reason to watch in full: the skills are open source and immediately usable. This is not a theory video. It is a replicable system, and Daytona sponsors it, which signals infrastructure-level thinking behind the toolchain.
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