Category
Coding
Code generation, review and agentic engineering. From autocomplete to autonomous engineering: models tuned for repositories, diffs and tool loops. Reach for a coding model when the work touches a repository rather than a paragraph. Agent-grade use leans hardest on , and is what keeps re-sent context affordable.
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What to look for
What to look for in Coding
- 01
Agentic vs completion
Agent-grade coding needs strong tool calling and long context. Simple completion tasks can use far cheaper models.
- 02
Benchmark on your stack
Coding scores vary sharply by language and framework. A model great at Python may lag on your Rust codebase.
- 03
Mind the context economics
Repository-scale prompts are token-heavy. Caching support can cut effective input cost dramatically.
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