Generates code from natural language description, inline suggestion or specification.
Produces code from a description, ranging from single-line completion to whole modules. The most widely adopted developer capability and the one whose measurable effect is least settled.
Boilerplate, well-understood patterns, unfamiliar library syntax, and first drafts a developer will rework.
Novel algorithms, security-sensitive code, and anything whose correctness cannot be verified by reading it. Generated code is a draft that happens to compile.
Generated code carries the same review obligation as written code. Where the codebase has licence constraints, the provenance question about training data needs an answered position rather than an assumed one.
Plausible code with a subtle defect in error handling or an edge case — passing tests written from the same misunderstanding that produced the code.
Generating the boilerplate for a new source-file parser where the structure is familiar and only the format specifics differ.
Two different absences share this shape. Foundational solutions get built whatever the domain, so no domain links them; the rest are solutions this domain genuinely does not reach for. v_ai_solutions_unlinked separates the two.