@DeryaTR_ Claude and Codex do make a lot of mistakes. Make sure you are using a code-review skill early and often to catch and correct bugs. Even if the end product works and you don’t review those bugs and gaps are there.
@QuantRob@truth_crab@openclaw Delegate the heartbeat to a very simple model. You don’t need Opus handling this because it will upload too much context on every heartbeat. If you use Opus or Codex for this costs will be way higher than they need to be.
@HF_Trader I think you can get the same processing power cheaper with a custom PC build but you need to do a bit of setup and it's likely louder and may use more electricity.