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Are we sure that he spend that much or he calculated the API pricing and used a subcription to implement this?

We’re sure that he did not spend that much and did use (sharded) subscriptions, because he said so.

The GPT ones were provided by OpenAI for evaluation. Claude ones were pooled subscriptions.

> provided by OpenAI for evaluation

Well that backfired. Now all geeks reading this know that Opus beats Astra's ass hands down.