1. GPT 5.4 has been tested and is very popular, a large language model for liberal arts students, but some capabilities still can't replace humans—after all, lawyers can go to jail.


2. When using the API with Claude code, do not update to 2.1.69 yet. If your provider hasn't adapted to the new Tool loading mechanism, it will report an error. Subscribers can upgrade; the new dynamic Tool loading can reduce token consumption by half.
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