Benzi, a coding harness framework, uses compiled codebase maps and static analysis checks to navigate code across ten languages, with real runtime hooks overlaying static analysis rather than dumping files into context windows. Dsv4 Codex Proxy wraps DeepSeek V4 to work as a first-class model in Codex by translating between the Completions API and chat-completions native formats. Both projects frame themselves as performance alternatives in the growing coding harness category.
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- Official
[Read article](https://benzi.fly.dev/about) - Official
[Read article](https://github.com/ryanzhou/dsv4-codex-proxy)
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source & further reading
getreadyforagents.com — original article
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