How removing tokens raised the bill
A token counter said 96.2 million saved. Paired trials found a higher bill. The denominator explains both.
Read07
Research field reports now sit beside letters and release notes. Each piece carries a date and the name of the person who did the work.
A token counter said 96.2 million saved. Paired trials found a higher bill. The denominator explains both.
ReadOne real agent loaded 224,655 characters of tool schemas before its first action. Most came from plugins it might never call.
7 min readCompaction can preserve the job while deleting its rules. One benchmark found a 47-token buffer prevented the failure.
7 min readA 998-task replay gained seven net passes while 125 outcomes flipped. Aggregate scores hid both directions.
7 min readNine quality-held pairs produced an attractive diagnostic and three publication blockers. The number stayed out of our claims.
8 min readThe skill now runs at the API level of a green AI platform. No install, nothing to maintain. First platform integration.
2 min readThe price of a token collapsed and the bill went up. What follows from reading that correctly.
15 min readIf we have any of this wrong, that is the more useful reply.
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