コード補完とコーディング支援
エディタ上でコードを補完・説明・修正する
本ページの本文は英語で提供されています。タイトルと導入は日本語化されています。
この能力とは何か
Takes the code context around the cursor plus an intent — complete a line, change a function, explain the logic — and outputs an edit that can be adopted directly. Its constraint is consistency with the existing repository rather than producing an isolated snippet. Unlike code generation it makes local changes inside existing files and conventions, and therefore leans more on context.
技術的にどう実現するか
A common approach concatenates the current file, nearby symbols and retrieved related snippets into the prompt so the model completes or rewrites within full context; repository-level assistants use code retrieval to surface relevant definitions and call sites. Edit requests are often framed as generating a patch that is then applied, which makes review and rollback easy. The system is tightly coupled to the IDE and needs low-latency inference with incremental context updates.
代表的な製品
4関連する組織
代表的な用途
- Line-by-line completion while coding
- Bug fixes and refactoring suggestions
- Explaining code and onboarding into an unfamiliar repo
- Writing tests and doc strings
どう評価するか
- Suggestion acceptance rate
- Share of suggestions developers keep, closest to real experience
- pass@k
- One-shot success on tasks with tests
- Test pass rate for a single edit
- Whether the repository tests still pass after one edit
限界と難しさ
- It edits the wrong variable or misses call sites, producing code that clashes with the surrounding semantics
- Repository understanding is capped by the context window, so distant constraints are missed in large projects
- It can emit outdated or insecure patterns that the author must review