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Good benchmark results don't mean identical outputs. The task completion rate is the same: both pass the same exercises. The paths the model takes differ, but the end result is the…

the benchmarks show no degradation in task completion with the shorter descriptions. We're in the age where frontier LLMs don't need instructions on how to read or edit a file. The…

Every API call sends the full tool schema for all available tools. In a 10-20 step session, you're paying for the same verbose descriptions over and over. Models don't need a parag…

I made a benchmark on the top tier models as this is not the case in the article. Also I did several cases and the result is self speaking. Hashline is not an improvement that spea…