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YesGPT, Claude · 18 Jun 2026

absolutely blazing fast at understanding a codebase, very good at running skills "cheaply

alexellisuk on Hacker News

130-200 tokens per second sustained at full context on Q5

In the thread “Local Qwen isn't a worse Opus, it's a different tool”, replying to this comment

Helped: Local models for codebase explanation and cheap skill execution.

… Occasionally, we'll also have the local model _review_ the changes of GPT/Opus - and it can return duds, but also insights the larger model overlooked, or was too intelligent to pick out. So yes - absolutely blazing fast at understanding a codebase, very good at running skills "cheaply" and could be used with larger models as a "helper" / sub-agent.