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This is the edit format that aider uses by default with gpt-4. - The new `gpt-4-1106-preview` model seems **much faster** than the earlier GPT-4 models. I won't be able to properly quantify this until the rate limits loosen up. -- **It seems better at producing correct code on the first try**. It gets ~57% of the coding exercises correct, without needing to see errors from the test suite. Previous models only get 46-47% of the exercises correct on the first try. -- The new model seems to perform similar (66%) to the old models (63-64%) after being given a second chance to correct bugs by reviewing test suite error output. +- **It seems better at producing correct code on the first try**. It gets ~56% of the coding exercises correct, without needing to see errors from the test suite. Previous models only get 46-47% of the exercises correct on the first try. +- The new model seems to perform similar (~65%) to the old models (63-64%) after being given a second chance to correct bugs by reviewing test suite error output. **These are preliminary results.** OpenAI is enforcing very low rate limits on the new GPT-4 model. The limits are so low, that I have only been able to attempt -95 +99 out of 133 exercism problems. The problems are selected in random order, so results should be *roughly* indicative of the full benchmark.