Beyond the Prototype: Using AI to Write High-Quality Code - Josh Albrecht, Imbue
Jul 25, 2025 · 17:59
Josh Albrecht, CTO of Imbue, discusses Sculptor, an experimental coding agent environment that aims to move AI-assisted coding beyond prototypes to high-quality production software. He argues that the key is preventing errors through learning, planning, writing specs, and enforcing strict style guides, then detecting remaining issues with automated linting, generated test suites, and LLM-based code reviews. Sculptor forces agents to plan first, auto-fixes linting errors, and enables generating hundreds of happy-path and unhappy-path unit tests. Albrecht emphasizes writing functional, side-effect-free code, sandboxed execution, and focusing on integration tests and test coverage. He also notes that generated tests can be thrown away since AI can regenerate them easily, and that a well-stated problem is half solved.
