Agent pipelineeach handoff is recorded, checked and priced
Readerour fine-tuned Qwen
on the GX10
on the GX10
Preparerthe code tier,
$0 per entry
$0 per entry
Checkerthe kernel, refuses
unproven drafts
unproven drafts
Humanasked once,
remembered
remembered
Auditorre-performs,
trusts nobody
trusts nobody
Posted by code alone waiting
14 entries, 12 receipts$0.00 model cost
Receivables tied to invoicesto the cent
Vossberg wire, $4,200 short waiting
Bank fee, learned rule$40.00
Rate movement, recomputed$1,960.00
Held back by the customer$2,200.00
What it learned waiting
SHORT-PAY-01, small shortfallsapproved
Standing 2% credit to Dec 31said once
Next invoice: $550 credit0 questions
Audit pack waiting
Entries re-performed15/15 clean
One tampered digit5 findings