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Running local LLMs is not going to replace your Claude or Codex subscription.. for now. You are running local LLMs to get ready for a technological shift which is already happening. Local models are at level with previous generation frontier models.

Qwen4.8 27B model + Hermes or OpenClaw allows to build performing and correct code, reason with it , plan.. it is going to be slow, it will start looping because of smaller context, you are going to need capable hardware, but this is just part of the process.