← Systems
~/careful-machinerecorded live runs · claude-sonnet-5

One model, two harnesses.

The same model answers the same question over the same synthetic payment ledger, twice. Unharnessed, it reads, counts, and narrates in one generation. Inside the careful architecture it may only draft a reading; loops do the counting, and every claim is checked against records before it can ship.

Every exchange below is a verbatim recording of live runs captured on 2026-08-31. The payment data is synthetic; every grade was computed by code against a counting loop the models never saw. Nothing here is retouched, including the failures. Run it live yourself from the repo.

The fair fight: both sides get everything. Any fused failure is the model, not the harness.

Plain · claude-sonnet-5 · policy-admitted · recorded 2026-08-31
band 1

What went in

Same question, verbatim, in both requests. Everything else differs by design: what a system hands the model is the architecture.

fused machine

the same model, unharnessed: one generation reads, counts, and narrates; nothing checkable

exhibit F-1 · request
POST https://api.anthropic.com/v1/messages · claude-sonnet-5 · forced: { type: "tool", name: "answer" }
role: answer everything: reading, counting, narration in one generation

You are the analytics assistant inside a payments app. Answer the user's question directly and confidently from the payment data provided in their mes…

Unfold: full system prompt
You are the analytics assistant inside a payments app. Answer the user's question directly and confidently from the payment data provided in their message. Today is 2025-07-04; 'this quarter' is 2025-04-01 to 2025-06-30. Rows are CSV: date,counterparty[,internal-transfer]. Count internal transfers separately from external payments.

“Who has this account paid most often this quarter? By new counterparties I mean ones never paid before this quarter; any of those?”

DATA HANDED: all 1,316 rows, history included: the fair fight; any failure is the generation's own

Unfold: full user message (question + the 1,316 rows it was handed)
Who has this account paid most often this quarter? By new counterparties I mean ones never paid before this quarter; any of those?

PAYMENT DATA:
2025-01-03,Quayside Marine
2025-01-04,Quayside Marine
2025-01-05,Quayside Marine
2025-01-06,Quayside Marine
2025-01-07,Quayside Marine
2025-01-08,Quayside Marine
2025-04-01,Alder Logistics
2025-04-02,Alder Logistics
2025-04-03,Alder Logistics
2025-04-04,Alder Logistics
2025-04-05,Alder Logistics
2025-04-06,Alder Logistics
2025-04-07,Alder Logistics
2025-04-08,Alder Logistics
2025-04-09,Alder Logistics
2025-04-10,Alder Logistics
2025-04-11,Alder Logistics
2025-04-12,Alder Logistics
2025-04-13,Alder Logistics
2025-04-14,Alder Logistics
2025-04-15,Alder Logistics
2025-04-16,Alder Logistics
2025-04-17,Alder Logistics
2025-04-18,Alder Logistics
2025-04-19,Alder Logistics
2025-04-20,Alder Logistics
2025-04-21,Alder Logistics
2025-04-22,Alder Logistics
2025-04-23,Alder Logistics
2025-04-24,Alder Logistics
2025-04-25,Alder Logistics
2025-04-26,Alder Logistics
2025-04-27,Alder Logistics
2025-04-28,Alder Logistics
2025-04-01,Alder Logistics
2025-04-02,Alder Logistics
2025-04-03,Alder Logistics
2025-04-04,Alder Logistics
2025-04-05,Alder Logistics
2025-04-06,Alder Logistics
2025-04-07,Alder Logistics
2025-04-08,Alder Logistics
2025-04-09,Alder Logistics
2025-04-10,Alder Logistics
2025-04-11,Alder Logistics
2025-04-12,Alder Logistics
2025-04-13,Alder Logistics
2025-04-14,Alder Logistics
2025-04-15,Alder Logistics
2025-04-16,Alder Logistics
2025-04-17,Alder Logistics
2025-04-18,Alder Logistics
2025-04-19,Alder Logistics
2025-04-20,Alder Logistics
2025-04-21,Alder Logistics
2025-04-22,Alder Logistics
2025-04-23,Alder Logistics
2025-04-24,Alder Logistics
2025-04-25,Alder Logistics
2025-04-26,Alder Logistics
2025-04-27,Alder Logistics
2025-04-28,Alder Logistics
2025-04-01,Alder Logistics
2025-04-02,Alder Logistics
2025-04-03,Alder Logistics
2025-04-04,Alder Logistics
2025-04-05,Alder Logistics
2025-04-06,Alder Logistics
2025-04-07,Alder Logistics
2025-04-08,Alder Logistics
2025-04-09,Alder Logistics
2025-04-10,Alder Logistics
2025-04-11,Alder Logistics
2025-04-12,Alder Logistics
2025-04-13,Alder Logistics
2025-04-14,Alder Logistics
2025-04-15,Alder Logistics
2025-04-16,Alder Logistics
2025-04-17,Alder Logistics
2025-04-18,Alder Logistics
2025-04-19,Alder Logistics
2025-04-20,Alder Logistics
2025-04-21,Alder Logistics
2025-04-22,Alder Logistics
2025-04-23,Alder Logistics
2025-04-24,Alder Logistics
2025-04-25,Alder Logistics
2025-04-26,Alder Logistics
2025-04-27,Alder Logistics
2025-04-28,Alder Logistics
2025-04-01,Alder Logistics
2025-04-02,Alder Logistics
2025-04-03,Alder Logistics
2025-04-04,Alder Logistics
2025-04-05,Alder Logistics
2025-04-06,Alder Logistics
2025-04-07,Alder Logistics
2025-04-08,Alder Logistics
2025-04-09,Alder Logistics
2025-04-10,Alder Logistics
2025-04-11,Alder Logistics
2025-04-12,Alder Logistics
2025-04-13,Alder Logistics
2025-04-14,Alder Logistics
2025-04-15,Alder Logistics
2025-04-16,Alder Logistics
2025-04-17,Alder Logistics
2025-04-18,Alder Logistics
2025-04-19,Alder Logistics
2025-04-20,Alder Logistics
2025-04-21,Alder Logistics
2025-04-22,Alder Logistics
2025-04-23,Alder Logistics
2025-04-24,Alder Logistics
2025-04-25,Alder Logistics
2025-04-26,Alder Logistics
2025-04-27,Alder Logistics
2025-04-28,Alder Logistics
2025-04-01,Alder Logistics
2025-04-02,Alder Logistics
2025-04-03,Alder Logistics
2025-04-04,Alder Logistics
2025-04-05,Alder Logistics
2025-04-06,Alder Logistics
2025-04-07,Alder Logistics
2025-04-08,Alder Logistics
2025-04-09,Alder Logistics
2025-04-10,Alder Logistics
2025-04-11,Alder Logistics
2025-04-12,Alder Logistics
2025-04-13,Alder Logistics
2025-04-14,Alder Logistics
2025-04-15,Alder Logistics
2025-04-16,Alder Logistics
2025-04-17,Alder Logistics
2025-04-18,Alder Logistics
2025-04-19,Alder Logistics
2025-04-20,Alder Logistics
2025-04-21,Alder Logistics
2025-04-22,Alder Logistics
2025-04-23,Alder Logistics
2025-04-24,Alder Logistics
2025-04-25,Alder Logistics
2025-04-26,Alder Logistics
2025-04-27,Alder Logistics
2025-04-28,Alder Logistics
2025-04-01,Alder Logistics
2025-04-02,Alder Logistics
2025-04-03,Alder Logistics
2025-04-04,Alder Logistics
2025-04-05,Alder Logistics
2025-04-06,Alder Logistics
2025-04-07,Alder Logistics
2025-04-08,Alder Logistics
2025-04-09,Alder Logistics
2025-04-10,Alder Logistics
2025-04-11,Alder Logistics
2025-04-12,Alder Logistics
2025-04-13,Alder Logistics
2025-04-14,Alder Logistics
2025-04-15,Alder Logistics
2025-04-16,Alder Logistics
2025-04-17,Alder Logistics
2025-04-18,Alder Logistics
2025-04-19,Alder Logistics
2025-04-20,Alder Logistics
2025-04-21,Alder Logistics
2025-04-22,Alder Logistics
2025-04-23,Alder Logistics
2025-04-24,Alder Logistics
2025-04-25,Alder Logistics
2025-04-26,Alder Logistics
2025-04-27,Alder Logistics
2025-04-28,Alder Logistics
2025-04-01,Alder Logistics
2025-04-02,Alder Logistics
2025-04-03,Alder Logistics
2025-04-04,Alder Logistics
2025-04-05,Alder Logistics
2025-04-06,Alder Logistics
2025-04-07,Alder Logistics
2025-04-08,Alder Logistics
2025-04-09,Alder Logistics
2025-04-10,Alder Logistics
2025-04-11,Alder Logistics
2025-04-12,Alder Logistics
2025-04-13,Alder Logistics
2025-04-14,Alder Logistics
2025-04-15,Alder Logistics
2025-04-16,Alder Logistics
2025-04-17,Alder Logistics
2025-04-18,Alder Logistics
2025-04-19,Alder Logistics
2025-04-20,Alder Logistics
2025-04-21,Alder Logistics
2025-04-22,Alder Logistics
2025-04-23,Alder Logistics
2025-04-24,Alder Logistics
2025-04-25,Alder Logistics
2025-04-26,Alder Logistics
2025-04-27,Alder Logistics
2025-04-28,Alder Logistics
2025-04-01,Alder Logistics
2025-04-02,Alder Logistics
2025-04-03,Alder Logistics
2025-04-04,Alder Logistics
2025-04-05,Alder Logistics
2025-04-06,Alder Logistics
2025-04-07,Alder Logistics
2025-04-08,Alder Logistics
2025-04-09,Alder Logistics
2025-04-10,Alder Logistics
2025-04-11,Alder Logistics
2025-04-12,Alder Logistics
2025-04-13,Alder Logistics
2025-04-14,Alder Logistics
2025-04-15,Alder Logistics
2025-04-16,Alder Logistics
2025-04-17,Alder Logistics
2025-04-18,Alder Logistics
2025-04-19,Alder Logistics
2025-04-20,Alder Logistics
2025-04-21,Alder Logistics
2025-04-22,Alder Logistics
2025-04-23,Alder Logistics
2025-04-24,Alder Logistics
2025-04-25,Alder Logistics
2025-04-26,Alder Logistics
2025-04-27,Alder Logistics
2025-04-28,Alder Logistics
2025-04-01,Alder Logistics
2025-04-02,Alder Logistics
2025-04-03,Alder Logistics
2025-04-04,Alder Logistics
2025-04-05,Alder Logistics
2025-04-06,Alder Logistics
2025-04-07,Alder Logistics
2025-04-08,Alder Logistics
2025-04-09,Alder Logistics
2025-04-10,Alder Logistics
2025-04-11,Alder Logistics
2025-04-12,Alder Logistics
2025-04-13,Alder Logistics
2025-04-14,Alder Logistics
2025-04-15,Alder Logistics
2025-04-16,Alder Logistics
2025-04-17,Alder Logistics
2025-04-18,Alder Logistics
2025-04-19,Alder Logistics
2025-04-20,Alder Logistics
2025-04-21,Alder Logistics
2025-04-22,Alder Logistics
2025-04-23,Alder Logistics
2025-04-24,Alder Logistics
2025-04-25,Alder Logistics
2025-04-26,Alder Logistics
2025-04-27,Alder Logistics
2025-04-28,Alder Logistics
2025-04-01,Alder Logistics
2025-04-02,Alder Logistics
2025-04-03,Alder Logistics
2025-04-04,Alder Logistics
2025-04-05,Alder Logistics
2025-04-06,Alder Logistics
2025-04-07,Alder Logistics
2025-04-08,Alder Logistics
2025-04-01,Marram Freight
2025-04-02,Marram Freight
2025-04-03,Marram Freight
2025-04-04,Marram Freight
2025-04-05,Marram Freight
2025-04-06,Marram Freight
2025-04-07,Marram Freight
2025-04-08,Marram Freight
2025-04-09,Marram Freight
2025-04-10,Marram Freight
2025-04-11,Marram Freight
2025-04-12,Marram Freight
2025-04-13,Marram Freight
2025-04-14,Marram Freight
2025-04-15,Marram Freight
2025-04-16,Marram Freight
2025-04-17,Marram Freight
2025-04-18,Marram Freight
2025-04-19,Marram Freight
2025-04-20,Marram Freight
2025-04-21,Marram Freight
2025-04-22,Marram Freight
2025-04-23,Marram Freight
2025-04-24,Marram Freight
2025-04-25,Marram Freight
2025-04-26,Marram Freight
2025-04-27,Marram Freight
2025-04-28,Marram Freight
2025-04-01,Marram Freight
2025-04-02,Marram Freight
2025-04-03,Marram Freight
2025-04-04,Marram Freight
2025-04-05,Marram Freight
2025-04-06,Marram Freight
2025-04-07,Marram Freight
2025-04-08,Marram Freight
2025-04-09,Marram Freight
2025-04-10,Marram Freight
2025-04-11,Marram Freight
2025-04-12,Marram Freight
2025-04-13,Marram Freight
2025-04-14,Marram Freight
2025-04-15,Marram Freight
2025-04-16,Marram Freight
2025-04-17,Marram Freight
2025-04-18,Marram Freight
2025-04-19,Marram Freight
2025-04-20,Marram Freight
2025-04-21,Marram Freight
2025-04-22,Marram Freight
2025-04-23,Marram Freight
2025-04-24,Marram Freight
2025-04-25,Marram Freight
2025-04-26,Marram Freight
2025-04-27,Marram Freight
2025-04-28,Marram Freight
2025-04-01,Marram Freight
2025-04-02,Marram Freight
2025-04-03,Marram Freight
2025-04-04,Marram Freight
2025-04-05,Marram Freight
2025-04-06,Marram Freight
2025-04-07,Marram Freight
2025-04-08,Marram Freight
2025-04-09,Marram Freight
2025-04-10,Marram Freight
2025-04-11,Marram Freight
2025-04-12,Marram Freight
2025-04-13,Marram Freight
2025-04-14,Marram Freight
2025-04-15,Marram Freight
2025-04-16,Marram Freight
2025-04-17,Marram Freight
2025-04-18,Marram Freight
2025-04-19,Marram Freight
2025-04-20,Marram Freight
2025-04-21,Marram Freight
2025-04-22,Marram Freight
2025-04-23,Marram Freight
2025-04-24,Marram Freight
2025-04-25,Marram Freight
2025-04-26,Marram Freight
2025-04-27,Marram Freight
2025-04-28,Marram Freight
2025-04-01,Marram Freight
2025-04-02,Marram Freight
2025-04-03,Marram Freight
2025-04-04,Marram Freight
2025-04-05,Marram Freight
2025-04-06,Marram Freight
2025-04-07,Marram Freight
2025-04-08,Marram Freight
2025-04-09,Marram Freight
2025-04-10,Marram Freight
2025-04-11,Marram Freight
2025-04-12,Marram Freight
2025-04-13,Marram Freight
2025-04-14,Marram Freight
2025-04-15,Marram Freight
2025-04-16,Marram Freight
2025-04-17,Marram Freight
2025-04-18,Marram Freight
2025-04-19,Marram Freight
2025-04-20,Marram Freight
2025-04-21,Marram Freight
2025-04-22,Marram Freight
2025-04-23,Marram Freight
2025-04-24,Marram Freight
2025-04-25,Marram Freight
2025-04-26,Marram Freight
2025-04-27,Marram Freight
2025-04-28,Marram Freight
2025-04-01,Marram Freight
2025-04-02,Marram Freight
2025-04-03,Marram Freight
2025-04-04,Marram Freight
2025-04-05,Marram Freight
2025-04-06,Marram Freight
2025-04-07,Marram Freight
2025-04-08,Marram Freight
2025-04-09,Marram Freight
2025-04-10,Marram Freight
2025-04-11,Marram Freight
2025-04-12,Marram Freight
2025-04-13,Marram Freight
2025-04-14,Marram Freight
2025-04-15,Marram Freight
2025-04-16,Marram Freight
2025-04-17,Marram Freight
2025-04-18,Marram Freight
2025-04-01,acct-1187-savings,internal-transfer
2025-04-02,acct-1187-savings,internal-transfer
2025-04-03,acct-1187-savings,internal-transfer
2025-04-04,acct-1187-savings,internal-transfer
2025-04-05,acct-1187-savings,internal-transfer
2025-04-06,acct-1187-savings,internal-transfer
2025-04-07,acct-1187-savings,internal-transfer
2025-04-08,acct-1187-savings,internal-transfer
2025-04-09,acct-1187-savings,internal-transfer
2025-04-10,acct-1187-savings,internal-transfer
2025-04-11,acct-1187-savings,internal-transfer
2025-04-12,acct-1187-savings,internal-transfer
2025-04-13,acct-1187-savings,internal-transfer
2025-04-14,acct-1187-savings,internal-transfer
2025-04-15,acct-1187-savings,internal-transfer
2025-04-16,acct-1187-savings,internal-transfer
2025-04-17,acct-1187-savings,internal-transfer
2025-04-18,acct-1187-savings,internal-transfer
2025-04-19,acct-1187-savings,internal-transfer
2025-04-20,acct-1187-savings,internal-transfer
2025-04-21,acct-1187-savings,internal-transfer
2025-04-22,acct-1187-savings,internal-transfer
2025-04-23,acct-1187-savings,internal-transfer
2025-04-24,acct-1187-savings,internal-transfer
2025-04-25,acct-1187-savings,internal-transfer
2025-04-26,acct-1187-savings,internal-transfer
2025-04-27,acct-1187-savings,internal-transfer
2025-04-28,acct-1187-savings,internal-transfer
2025-04-01,acct-1187-savings,internal-transfer
2025-04-02,acct-1187-savings,internal-transfer
2025-05-01,Alder Logistics
2025-06-02,Alder Logistics
2025-05-03,Alder Logistics
2025-06-04,Alder Logistics
2025-05-05,Alder Logistics
2025-06-06,Alder Logistics
2025-05-07,Alder Logistics
2025-06-08,Alder Logistics
2025-05-09,Alder Logistics
2025-06-10,Alder Logistics
2025-05-11,Alder Logistics
2025-06-12,Alder Logistics
2025-05-13,Alder Logistics
2025-06-14,Alder Logistics
2025-05-15,Alder Logistics
2025-06-16,Alder Logistics
2025-05-17,Alder Logistics
2025-06-18,Alder Logistics
2025-05-19,Alder Logistics
2025-06-20,Alder Logistics
2025-05-21,Alder Logistics
2025-06-22,Alder Logistics
2025-05-23,Alder Logistics
2025-06-24,Alder Logistics
2025-05-25,Alder Logistics
2025-06-26,Alder Logistics
2025-05-27,Alder Logistics
2025-06-28,Alder Logistics
2025-05-01,Alder Logistics
2025-06-02,Alder Logistics
2025-05-03,Alder Logistics
2025-06-04,Alder Logistics
2025-05-05,Alder Logistics
2025-06-06,Alder Logistics
2025-05-07,Alder Logistics
2025-06-08,Alder Logistics
2025-05-09,Alder Logistics
2025-06-10,Alder Logistics
2025-05-11,Alder Logistics
2025-06-12,Alder Logistics
2025-05-13,Alder Logistics
2025-06-14,Alder Logistics
2025-05-15,Alder Logistics
2025-06-16,Alder Logistics
2025-05-17,Alder Logistics
2025-06-18,Alder Logistics
2025-05-19,Alder Logistics
2025-06-20,Alder Logistics
2025-05-21,Alder Logistics
2025-06-22,Alder Logistics
2025-05-23,Alder Logistics
2025-06-24,Alder Logistics
2025-05-25,Alder Logistics
2025-06-26,Alder Logistics
2025-05-27,Alder Logistics
2025-06-28,Alder Logistics
2025-05-01,Alder Logistics
2025-06-02,Alder Logistics
2025-05-03,Alder Logistics
2025-06-04,Alder Logistics
2025-05-05,Alder Logistics
2025-06-06,Alder Logistics
2025-05-07,Alder Logistics
2025-06-08,Alder Logistics
2025-05-09,Alder Logistics
2025-06-10,Alder Logistics
2025-05-11,Alder Logistics
2025-06-12,Alder Logistics
2025-05-13,Alder Logistics
2025-06-14,Alder Logistics
2025-05-15,Alder Logistics
2025-06-16,Alder Logistics
2025-05-17,Alder Logistics
2025-06-18,Alder Logistics
2025-05-19,Alder Logistics
2025-06-20,Alder Logistics
2025-05-21,Alder Logistics
2025-06-22,Alder Logistics
2025-05-23,Alder Logistics
2025-06-24,Alder Logistics
2025-05-25,Alder Logistics
2025-06-26,Alder Logistics
2025-05-27,Alder Logistics
2025-06-28,Alder Logistics
2025-05-01,Alder Logistics
2025-06-02,Alder Logistics
2025-05-03,Alder Logistics
2025-06-04,Alder Logistics
2025-05-05,Alder Logistics
2025-06-06,Alder Logistics
2025-05-07,Alder Logistics
2025-06-08,Alder Logistics
2025-05-09,Alder Logistics
2025-06-10,Alder Logistics
2025-05-11,Alder Logistics
2025-06-12,Alder Logistics
2025-05-13,Alder Logistics
2025-06-14,Alder Logistics
2025-05-15,Alder Logistics
2025-06-16,Alder Logistics
2025-05-17,Alder Logistics
2025-06-18,Alder Logistics
2025-05-19,Alder Logistics
2025-06-20,Alder Logistics
2025-05-21,Alder Logistics
2025-06-22,Alder Logistics
2025-05-23,Alder Logistics
2025-06-24,Alder Logistics
2025-05-25,Alder Logistics
2025-06-26,Alder Logistics
2025-05-27,Alder Logistics
2025-06-28,Alder Logistics
2025-05-01,Alder Logistics
2025-06-02,Alder Logistics
2025-05-03,Alder Logistics
2025-06-04,Alder Logistics
2025-05-05,Alder Logistics
2025-06-06,Alder Logistics
2025-05-07,Alder Logistics
2025-06-08,Alder Logistics
2025-05-09,Alder Logistics
2025-06-10,Alder Logistics
2025-05-11,Alder Logistics
2025-06-12,Alder Logistics
2025-05-13,Alder Logistics
2025-06-14,Alder Logistics
2025-05-15,Alder Logistics
2025-06-16,Alder Logistics
2025-05-17,Alder Logistics
2025-06-18,Alder Logistics
2025-05-19,Alder Logistics
2025-06-20,Alder Logistics
2025-05-21,Alder Logistics
2025-06-22,Alder Logistics
2025-05-23,Alder Logistics
2025-06-24,Alder Logistics
2025-05-25,Alder Logistics
2025-06-26,Alder Logistics
2025-05-27,Alder Logistics
2025-06-28,Alder Logistics
2025-05-01,Alder Logistics
2025-06-02,Alder Logistics
2025-05-03,Alder Logistics
2025-06-04,Alder Logistics
2025-05-05,Alder Logistics
2025-06-06,Alder Logistics
2025-05-07,Alder Logistics
2025-06-08,Alder Logistics
2025-05-09,Alder Logistics
2025-06-10,Alder Logistics
2025-05-11,Alder Logistics
2025-06-12,Alder Logistics
2025-05-13,Alder Logistics
2025-06-14,Alder Logistics
2025-05-15,Alder Logistics
2025-06-16,Alder Logistics
2025-05-17,Alder Logistics
2025-06-18,Alder Logistics
2025-05-19,Alder Logistics
2025-06-20,Alder Logistics
2025-05-21,Alder Logistics
2025-06-22,Alder Logistics
2025-05-23,Alder Logistics
2025-06-24,Alder Logistics
2025-05-25,Alder Logistics
2025-06-26,Alder Logistics
2025-05-27,Alder Logistics
2025-06-28,Alder Logistics
2025-05-01,Alder Logistics
2025-06-02,Alder Logistics
2025-05-01,Marram Freight
2025-06-02,Marram Freight
2025-05-03,Marram Freight
2025-06-04,Marram Freight
2025-05-05,Marram Freight
2025-06-06,Marram Freight
2025-05-07,Marram Freight
2025-06-08,Marram Freight
2025-05-09,Marram Freight
2025-06-10,Marram Freight
2025-05-11,Marram Freight
2025-06-12,Marram Freight
2025-05-13,Marram Freight
2025-06-14,Marram Freight
2025-05-15,Marram Freight
2025-06-16,Marram Freight
2025-05-17,Marram Freight
2025-06-18,Marram Freight
2025-05-19,Marram Freight
2025-06-20,Marram Freight
2025-05-21,Marram Freight
2025-06-22,Marram Freight
2025-05-23,Marram Freight
2025-06-24,Marram Freight
2025-05-25,Marram Freight
2025-06-26,Marram Freight
2025-05-27,Marram Freight
2025-06-28,Marram Freight
2025-05-01,Marram Freight
2025-06-02,Marram Freight
2025-05-03,Marram Freight
2025-06-04,Marram Freight
2025-05-05,Marram Freight
2025-06-06,Marram Freight
2025-05-07,Marram Freight
2025-06-08,Marram Freight
2025-05-09,Marram Freight
2025-06-10,Marram Freight
2025-05-11,Marram Freight
2025-06-12,Marram Freight
2025-05-13,Marram Freight
2025-06-14,Marram Freight
2025-05-15,Marram Freight
2025-06-16,Marram Freight
2025-05-17,Marram Freight
2025-06-18,Marram Freight
2025-05-19,Marram Freight
2025-06-20,Marram Freight
2025-05-21,Marram Freight
2025-06-22,Marram Freight
2025-05-23,Marram Freight
2025-06-24,Marram Freight
2025-05-25,Marram Freight
2025-06-26,Marram Freight
2025-05-27,Marram Freight
2025-06-28,Marram Freight
2025-05-01,Marram Freight
2025-06-02,Marram Freight
2025-05-03,Marram Freight
2025-06-04,Marram Freight
2025-05-05,Marram Freight
2025-06-06,Marram Freight
2025-05-07,Marram Freight
2025-06-08,Marram Freight
2025-05-09,Marram Freight
2025-06-10,Marram Freight
2025-05-11,Marram Freight
2025-06-12,Marram Freight
2025-05-13,Marram Freight
2025-06-14,Marram Freight
2025-05-15,Marram Freight
2025-06-16,Marram Freight
2025-05-17,Marram Freight
2025-06-18,Marram Freight
2025-05-19,Marram Freight
2025-06-20,Marram Freight
2025-05-21,Marram Freight
2025-06-22,Marram Freight
2025-05-23,Marram Freight
2025-06-24,Marram Freight
2025-05-25,Marram Freight
2025-06-26,Marram Freight
2025-05-27,Marram Freight
2025-06-28,Marram Freight
2025-05-01,Marram Freight
2025-06-02,Marram Freight
2025-05-03,Marram Freight
2025-06-04,Marram Freight
2025-05-05,Marram Freight
2025-06-06,Marram Freight
2025-05-07,Marram Freight
2025-06-08,Marram Freight
2025-05-09,Marram Freight
2025-06-10,Marram Freight
2025-05-11,Marram Freight
2025-06-12,Marram Freight
2025-05-13,Marram Freight
2025-06-14,Marram Freight
2025-05-15,Marram Freight
2025-06-16,Marram Freight
2025-05-17,Marram Freight
2025-06-18,Marram Freight
2025-05-19,Marram Freight
2025-06-20,Marram Freight
2025-05-21,Marram Freight
2025-06-22,Marram Freight
2025-05-23,Marram Freight
2025-06-24,Marram Freight
2025-05-25,Marram Freight
2025-06-26,Marram Freight
2025-05-27,Marram Freight
2025-06-28,Marram Freight
2025-05-01,Marram Freight
2025-06-02,Marram Freight
2025-05-03,Marram Freight
2025-06-04,Marram Freight
2025-05-05,Marram Freight
2025-06-06,Marram Freight
2025-05-07,Marram Freight
2025-06-08,Marram Freight
2025-05-09,Marram Freight
2025-06-10,Marram Freight
2025-05-11,Marram Freight
2025-06-12,Marram Freight
2025-05-13,Marram Freight
2025-06-14,Marram Freight
2025-05-15,Marram Freight
2025-06-16,Marram Freight
2025-05-17,Marram Freight
2025-06-18,Marram Freight
2025-05-19,Marram Freight
2025-06-20,Marram Freight
2025-05-21,Marram Freight
2025-06-22,Marram Freight
2025-05-23,Marram Freight
2025-06-24,Marram Freight
2025-05-25,Marram Freight
2025-06-26,Marram Freight
2025-05-27,Marram Freight
2025-06-28,Marram Freight
2025-05-01,Marram Freight
2025-06-02,Marram Freight
2025-05-03,Marram Freight
2025-06-04,Marram Freight
2025-05-05,Marram Freight
2025-06-06,Marram Freight
2025-05-07,Marram Freight
2025-06-08,Marram Freight
2025-05-09,Marram Freight
2025-06-10,Marram Freight
2025-05-11,Marram Freight
2025-06-12,Marram Freight
2025-05-13,Marram Freight
2025-06-14,Marram Freight
2025-05-15,Marram Freight
2025-06-16,Marram Freight
2025-05-17,Marram Freight
2025-06-18,Marram Freight
2025-05-19,Marram Freight
2025-06-20,Marram Freight
2025-05-21,Marram Freight
2025-06-22,Marram Freight
2025-05-23,Marram Freight
2025-06-24,Marram Freight
2025-05-25,Marram Freight
2025-06-26,Marram Freight
2025-05-27,Marram Freight
2025-06-28,Marram Freight
2025-05-01,Marram Freight
2025-06-02,Marram Freight
2025-05-03,Marram Freight
2025-06-04,Marram Freight
2025-05-05,Marram Freight
2025-06-06,Marram Freight
2025-05-07,Marram Freight
2025-06-08,Marram Freight
2025-05-09,Marram Freight
2025-06-10,Marram Freight
2025-05-11,Marram Freight
2025-06-12,Marram Freight
2025-05-13,Marram Freight
2025-06-14,Marram Freight
2025-05-15,Marram Freight
2025-06-16,Marram Freight
2025-05-17,Marram Freight
2025-06-18,Marram Freight
2025-05-19,Marram Freight
2025-06-20,Marram Freight
2025-05-21,Marram Freight
2025-06-22,Marram Freight
2025-05-23,Marram Freight
2025-06-24,Marram Freight
2025-05-25,Marram Freight
2025-06-26,Marram Freight
2025-05-27,Marram Freight
2025-06-28,Marram Freight
2025-05-01,Marram Freight
2025-06-02,Marram Freight
2025-05-03,Marram Freight
2025-06-04,Marram Freight
2025-05-05,Marram Freight
2025-06-06,Marram Freight
2025-05-07,Marram Freight
2025-06-08,Marram Freight
2025-05-09,Marram Freight
2025-06-10,Marram Freight
2025-05-11,Marram Freight
2025-06-12,Marram Freight
2025-05-13,Marram Freight
2025-06-14,Marram Freight
2025-05-15,Marram Freight
2025-06-16,Marram Freight
2025-05-17,Marram Freight
2025-06-18,Marram Freight
2025-05-19,Marram Freight
2025-06-20,Marram Freight
2025-05-21,Marram Freight
2025-06-22,Marram Freight
2025-05-23,Marram Freight
2025-06-24,Marram Freight
2025-05-25,Marram Freight
2025-06-26,Marram Freight
2025-05-27,Marram Freight
2025-06-28,Marram Freight
2025-05-01,Marram Freight
2025-06-02,Marram Freight
2025-05-03,Marram Freight
2025-06-04,Marram Freight
2025-05-05,Marram Freight
2025-06-06,Marram Freight
2025-05-07,Marram Freight
2025-06-08,Marram Freight
2025-05-09,Marram Freight
2025-06-10,Marram Freight
2025-05-11,Marram Freight
2025-06-12,Marram Freight
2025-05-13,Marram Freight
2025-06-14,Marram Freight
2025-05-15,Marram Freight
2025-06-16,Marram Freight
2025-05-17,Marram Freight
2025-06-18,Marram Freight
2025-05-19,Marram Freight
2025-06-20,Marram Freight
2025-05-21,Marram Freight
2025-06-22,Marram Freight
2025-05-23,Marram Freight
2025-06-24,Marram Freight
2025-05-25,Marram Freight
2025-06-26,Marram Freight
2025-05-27,Marram Freight
2025-06-28,Marram Freight
2025-05-01,Marram Freight
2025-06-02,Marram Freight
2025-05-03,Marram Freight
2025-06-04,Marram Freight
2025-05-05,Marram Freight
2025-06-06,Marram Freight
2025-05-07,Marram Freight
2025-06-08,Marram Freight
2025-05-09,Marram Freight
2025-06-10,Marram Freight
2025-05-11,Marram Freight
2025-06-12,Marram Freight
2025-05-13,Marram Freight
2025-06-14,Marram Freight
2025-05-15,Marram Freight
2025-06-16,Marram Freight
2025-05-17,Marram Freight
2025-06-18,Marram Freight
2025-05-19,Marram Freight
2025-06-20,Marram Freight
2025-05-21,Marram Freight
2025-06-22,Marram Freight
2025-05-23,Marram Freight
2025-06-24,Marram Freight
2025-05-25,Marram Freight
2025-06-26,Marram Freight
2025-05-27,Marram Freight
2025-06-28,Marram Freight
2025-05-01,Marram Freight
2025-06-02,Marram Freight
2025-05-03,Marram Freight
2025-06-04,Marram Freight
2025-05-05,Marram Freight
2025-06-06,Marram Freight
2025-05-07,Marram Freight
2025-06-08,Marram Freight
2025-05-09,Marram Freight
2025-06-10,Marram Freight
2025-05-11,Marram Freight
2025-06-12,Marram Freight
2025-05-13,Marram Freight
2025-06-14,Marram Freight
2025-05-15,Marram Freight
2025-06-16,Marram Freight
2025-05-17,Marram Freight
2025-06-18,Marram Freight
2025-05-19,Marram Freight
2025-06-20,Marram Freight
2025-05-21,Marram Freight
2025-06-22,Marram Freight
2025-05-23,Marram Freight
2025-06-24,Marram Freight
2025-05-25,Marram Freight
2025-06-26,Marram Freight
2025-05-27,Marram Freight
2025-06-28,Marram Freight
2025-05-01,Marram Freight
2025-06-02,Marram Freight
2025-05-03,Marram Freight
2025-06-04,Marram Freight
2025-05-05,Marram Freight
2025-06-06,Marram Freight
2025-05-07,Marram Freight
2025-06-08,Marram Freight
2025-05-09,Marram Freight
2025-06-10,Marram Freight
2025-05-11,Marram Freight
2025-06-12,Marram Freight
2025-05-13,Marram Freight
2025-06-14,Marram Freight
2025-05-15,Marram Freight
2025-06-16,Marram Freight
2025-05-17,Marram Freight
2025-06-18,Marram Freight
2025-05-19,Marram Freight
2025-06-20,Marram Freight
2025-05-21,Marram Freight
2025-06-22,Marram Freight
2025-05-23,Marram Freight
2025-06-24,Marram Freight
2025-05-25,Marram Freight
2025-06-26,Marram Freight
2025-05-27,Marram Freight
2025-06-28,Marram Freight
2025-05-01,Marram Freight
2025-06-02,Marram Freight
2025-05-03,Marram Freight
2025-06-04,Marram Freight
2025-05-05,Marram Freight
2025-06-06,Marram Freight
2025-05-07,Marram Freight
2025-06-08,Marram Freight
2025-05-09,Marram Freight
2025-06-10,Marram Freight
2025-05-11,Marram Freight
2025-06-12,Marram Freight
2025-05-13,Marram Freight
2025-06-14,Marram Freight
2025-05-15,Marram Freight
2025-06-16,Marram Freight
2025-05-17,Marram Freight
2025-06-18,Marram Freight
2025-05-19,Marram Freight
2025-06-20,Marram Freight
2025-05-21,Marram Freight
2025-06-22,Marram Freight
2025-05-23,Marram Freight
2025-06-24,Marram Freight
2025-05-25,Marram Freight
2025-06-26,Marram Freight
2025-05-27,Marram Freight
2025-06-28,Marram Freight
2025-05-01,Marram Freight
2025-06-02,Marram Freight
2025-05-03,Marram Freight
2025-06-04,Marram Freight
2025-05-05,Marram Freight
2025-06-06,Marram Freight
2025-05-07,Marram Freight
2025-06-08,Marram Freight
2025-05-09,Marram Freight
2025-06-10,Marram Freight
2025-05-11,Marram Freight
2025-06-12,Marram Freight
2025-05-13,Marram Freight
2025-06-14,Marram Freight
2025-05-15,Marram Freight
2025-06-16,Marram Freight
2025-05-17,Marram Freight
2025-06-18,Marram Freight
2025-05-19,Marram Freight
2025-06-20,Marram Freight
2025-05-21,Marram Freight
2025-06-22,Marram Freight
2025-05-23,Marram Freight
2025-06-24,Marram Freight
2025-05-25,Marram Freight
2025-06-26,Marram Freight
2025-05-27,Marram Freight
2025-06-28,Marram Freight
2025-05-01,Marram Freight
2025-06-02,Marram Freight
2025-05-03,Marram Freight
2025-06-04,Marram Freight
2025-05-05,Marram Freight
2025-06-06,Marram Freight
2025-05-07,Marram Freight
2025-06-08,Marram Freight
2025-05-09,Marram Freight
2025-06-10,Marram Freight
2025-05-11,Marram Freight
2025-06-12,Marram Freight
2025-05-13,Marram Freight
2025-06-14,Marram Freight
2025-05-15,Marram Freight
2025-06-16,Marram Freight
2025-05-17,Marram Freight
2025-06-18,Marram Freight
2025-05-19,Marram Freight
2025-06-20,Marram Freight
2025-05-21,Marram Freight
2025-06-22,Marram Freight
2025-05-23,Marram Freight
2025-06-24,Marram Freight
2025-05-25,Marram Freight
2025-06-26,Marram Freight
2025-05-27,Marram Freight
2025-06-28,Marram Freight
2025-05-01,Marram Freight
2025-06-02,Marram Freight
2025-05-03,Marram Freight
2025-06-04,Marram Freight
2025-05-05,Marram Freight
2025-06-06,Marram Freight
2025-05-07,Marram Freight
2025-06-08,Marram Freight
2025-05-09,Marram Freight
2025-06-10,Marram Freight
2025-05-11,Marram Freight
2025-06-12,Marram Freight
2025-05-13,Marram Freight
2025-06-14,Marram Freight
2025-05-15,Marram Freight
2025-06-16,Marram Freight
2025-05-17,Marram Freight
2025-06-18,Marram Freight
2025-05-19,Marram Freight
2025-06-20,Marram Freight
2025-05-21,Marram Freight
2025-06-22,Marram Freight
2025-05-23,Marram Freight
2025-06-24,Marram Freight
2025-05-25,Marram Freight
2025-06-26,Marram Freight
2025-05-27,Marram Freight
2025-06-28,Marram Freight
2025-05-01,Marram Freight
2025-06-02,Marram Freight
2025-05-03,Marram Freight
2025-06-04,Marram Freight
2025-05-05,Marram Freight
2025-06-06,Marram Freight
2025-05-07,Marram Freight
2025-06-08,Marram Freight
2025-05-09,Marram Freight
2025-06-10,Marram Freight
2025-05-11,Marram Freight
2025-06-12,Marram Freight
2025-05-13,Marram Freight
2025-06-14,Marram Freight
2025-05-15,Marram Freight
2025-06-16,Marram Freight
2025-05-17,Marram Freight
2025-06-18,Marram Freight
2025-05-19,Marram Freight
2025-06-20,Marram Freight
2025-05-21,Marram Freight
2025-06-22,Marram Freight
2025-05-23,Marram Freight
2025-06-24,Marram Freight
2025-05-25,Marram Freight
2025-06-26,Marram Freight
2025-05-27,Marram Freight
2025-06-28,Marram Freight
2025-05-01,Marram Freight
2025-06-02,Marram Freight
2025-05-03,Marram Freight
2025-06-04,Marram Freight
2025-05-05,Marram Freight
2025-06-06,Marram Freight
2025-05-07,Marram Freight
2025-06-08,Marram Freight
2025-05-09,Marram Freight
2025-06-10,Marram Freight
2025-05-11,Marram Freight
2025-06-12,Marram Freight
2025-05-13,Marram Freight
2025-06-14,Marram Freight
2025-05-15,Marram Freight
2025-06-16,Marram Freight
2025-05-17,Marram Freight
2025-06-18,Marram Freight
2025-05-19,Marram Freight
2025-06-20,Marram Freight
2025-05-21,Marram Freight
2025-06-22,Marram Freight
2025-05-23,Marram Freight
2025-06-24,Marram Freight
2025-05-25,Marram Freight
2025-06-26,Marram Freight
2025-05-27,Marram Freight
2025-06-28,Marram Freight
2025-05-01,Marram Freight
2025-06-02,Marram Freight
2025-05-03,Marram Freight
2025-06-04,Marram Freight
2025-05-05,Marram Freight
2025-06-06,Marram Freight
2025-05-07,Marram Freight
2025-06-08,Marram Freight
2025-05-09,Marram Freight
2025-06-10,Marram Freight
2025-05-11,Marram Freight
2025-06-12,Marram Freight
2025-05-13,Marram Freight
2025-06-14,Marram Freight
2025-05-15,Marram Freight
2025-06-16,Marram Freight
2025-05-17,Marram Freight
2025-06-18,Marram Freight
2025-05-19,Marram Freight
2025-06-20,Marram Freight
2025-05-21,Marram Freight
2025-06-22,Marram Freight
2025-05-23,Marram Freight
2025-06-24,Marram Freight
2025-05-25,Marram Freight
2025-06-26,Marram Freight
2025-05-27,Marram Freight
2025-06-28,Marram Freight
2025-05-01,Marram Freight
2025-06-02,Marram Freight
2025-05-03,Marram Freight
2025-06-04,Marram Freight
2025-05-05,Marram Freight
2025-06-06,Marram Freight
2025-05-07,Marram Freight
2025-06-08,Marram Freight
2025-06-01,Quayside Marine
2025-06-02,Quayside Marine
2025-06-03,Quayside Marine
2025-06-04,Quayside Marine
2025-06-05,Quayside Marine
2025-06-06,Quayside Marine
2025-06-07,Quayside Marine
2025-06-08,Quayside Marine
2025-06-09,Quayside Marine
2025-06-10,Quayside Marine
2025-06-11,Quayside Marine
2025-06-12,Quayside Marine
2025-06-13,Quayside Marine
2025-06-14,Quayside Marine
2025-06-15,Quayside Marine
2025-06-16,Quayside Marine
2025-06-17,Quayside Marine
2025-06-18,Quayside Marine
2025-06-19,Quayside Marine
2025-06-20,Quayside Marine
2025-06-21,Quayside Marine
2025-06-22,Quayside Marine
2025-06-23,Quayside Marine
2025-06-24,Quayside Marine
2025-06-25,Quayside Marine
2025-06-26,Quayside Marine
2025-06-27,Quayside Marine
2025-06-28,Quayside Marine
2025-06-01,Quayside Marine
2025-06-02,Quayside Marine
2025-06-03,Quayside Marine
2025-06-04,Quayside Marine
2025-06-05,Quayside Marine
2025-06-06,Quayside Marine
2025-06-07,Quayside Marine
2025-06-08,Quayside Marine
2025-06-09,Quayside Marine
2025-06-10,Quayside Marine
2025-06-11,Quayside Marine
2025-06-12,Quayside Marine
2025-06-13,Quayside Marine
2025-06-14,Quayside Marine
2025-06-15,Quayside Marine
2025-06-16,Quayside Marine
2025-06-17,Quayside Marine
2025-06-18,Quayside Marine
2025-06-19,Quayside Marine
2025-06-20,Quayside Marine
2025-06-21,Quayside Marine
2025-06-22,Quayside Marine
2025-06-23,Quayside Marine
2025-06-24,Quayside Marine
2025-06-25,Quayside Marine
2025-06-26,Quayside Marine
2025-06-27,Quayside Marine
2025-06-28,Quayside Marine
2025-06-01,Quayside Marine
2025-06-02,Quayside Marine
2025-06-03,Quayside Marine
2025-06-04,Quayside Marine
2025-06-05,Quayside Marine
2025-06-06,Quayside Marine
2025-06-07,Quayside Marine
2025-06-08,Quayside Marine
2025-06-09,Quayside Marine
2025-06-10,Quayside Marine
2025-06-11,Quayside Marine
2025-06-12,Quayside Marine
2025-06-13,Quayside Marine
2025-06-14,Quayside Marine
2025-06-15,Quayside Marine
2025-06-16,Quayside Marine
2025-06-17,Quayside Marine
2025-06-18,Quayside Marine
2025-06-19,Quayside Marine
2025-06-20,Quayside Marine
2025-06-21,Quayside Marine
2025-06-22,Quayside Marine
2025-06-23,Quayside Marine
2025-06-24,Quayside Marine
2025-06-25,Quayside Marine
2025-06-26,Quayside Marine
2025-06-27,Quayside Marine
2025-06-28,Quayside Marine
2025-06-01,Quayside Marine
2025-06-02,Quayside Marine
2025-06-03,Quayside Marine
2025-06-04,Quayside Marine
2025-06-05,Quayside Marine
2025-06-06,Quayside Marine
2025-06-07,Quayside Marine
2025-06-08,Quayside Marine
2025-06-09,Quayside Marine
2025-06-10,Quayside Marine
2025-06-11,Quayside Marine
2025-06-12,Quayside Marine
2025-06-13,Quayside Marine
2025-06-14,Quayside Marine
2025-06-15,Quayside Marine
2025-06-16,Quayside Marine
2025-06-17,Quayside Marine
2025-06-18,Quayside Marine
2025-06-19,Quayside Marine
2025-06-20,Quayside Marine
2025-06-21,Quayside Marine
2025-06-22,Quayside Marine
2025-06-23,Quayside Marine
2025-06-24,Quayside Marine
2025-06-25,Quayside Marine
2025-06-26,Quayside Marine
2025-06-27,Quayside Marine
2025-06-28,Quayside Marine
2025-06-01,Quayside Marine
2025-06-02,Quayside Marine
2025-06-03,Quayside Marine
2025-06-04,Quayside Marine
2025-06-05,Quayside Marine
2025-06-06,Quayside Marine
2025-06-07,Quayside Marine
2025-06-08,Quayside Marine
2025-06-01,Hollis Print
2025-06-02,Hollis Print
2025-06-03,Hollis Print
2025-06-04,Hollis Print
2025-06-05,Hollis Print
2025-06-06,Hollis Print
2025-06-07,Hollis Print
2025-06-08,Hollis Print
2025-06-09,Hollis Print
2025-06-10,Hollis Print
2025-06-11,Hollis Print
2025-06-12,Hollis Print
2025-06-13,Hollis Print
2025-06-14,Hollis Print
2025-06-15,Hollis Print
2025-06-16,Hollis Print
2025-06-17,Hollis Print
2025-06-18,Hollis Print
2025-06-19,Hollis Print
2025-06-20,Hollis Print
2025-06-21,Hollis Print
2025-06-22,Hollis Print
2025-06-23,Hollis Print
2025-06-24,Hollis Print
2025-06-25,Hollis Print
2025-06-26,Hollis Print
2025-06-27,Hollis Print
2025-06-28,Hollis Print
2025-06-01,Hollis Print
2025-06-02,Hollis Print
2025-06-03,Hollis Print
2025-06-04,Hollis Print
2025-06-05,Hollis Print
2025-06-06,Hollis Print
2025-06-07,Hollis Print
2025-06-08,Hollis Print
2025-06-09,Hollis Print
2025-06-10,Hollis Print
2025-06-11,Hollis Print
2025-06-12,Hollis Print
2025-06-13,Hollis Print
2025-06-14,Hollis Print
2025-06-15,Hollis Print
2025-06-16,Hollis Print
2025-06-17,Hollis Print
2025-06-18,Hollis Print
2025-06-19,Hollis Print
2025-06-20,Hollis Print
2025-06-21,Hollis Print
2025-06-22,Hollis Print
2025-06-23,Hollis Print
2025-06-24,Hollis Print
2025-06-25,Hollis Print
2025-06-26,Hollis Print
2025-06-27,Hollis Print
2025-06-28,Hollis Print
2025-06-01,Hollis Print
2025-06-02,Hollis Print
2025-06-03,Hollis Print
2025-06-04,Hollis Print
careful machine

reads your question; claims only what its records support

exhibit C-1 · request
POST https://api.anthropic.com/v1/messages · claude-sonnet-5 · forced: { type: "tool", name: "draft_contract" }
role: draft the reading only: it never sees a row, it never produces a number

You are the interpreter component of an analytics pipeline. Draft a request contract for the user's request, via the draft_contract tool only. Today i…

Unfold: full system prompt
You are the interpreter component of an analytics pipeline. Draft a request contract for the user's request, via the draft_contract tool only. Today is 2025-07-04. Deployment context: 'the flagged account' and 'this account' refer to acct-1187; the only readable source is 'payments'. You propose; you decide nothing: authority, capability, and execution are owned elsewhere, so record the request's intent faithfully, including intent that policy may later refuse.

“Who has this account paid most often this quarter? By new counterparties I mean ones never paid before this quarter; any of those?”

Unfold: draft_contract tool schema (sent with the request)
{
  "name": "draft_contract",
  "description": "Draft the request contract: the structured reading of the user's request. Every ask must quote the exact words (sourceSpan) that produced it. Anything you supplied that the user did not say is an assumption: mark it.",
  "input_schema": {
    "type": "object",
    "additionalProperties": false,
    "required": [
      "subjects",
      "sources",
      "window",
      "asks",
      "unclaimedText"
    ],
    "properties": {
      "subjects": {
        "type": "array",
        "items": {
          "type": "string"
        },
        "description": "account ids this request concerns"
      },
      "sources": {
        "type": "array",
        "items": {
          "type": "string"
        },
        "description": "stores to read; only 'payments' exists"
      },
      "window": {
        "type": "object",
        "additionalProperties": false,
        "required": [
          "from",
          "to",
          "origin"
        ],
        "properties": {
          "from": {
            "type": "string",
            "description": "YYYY-MM-DD"
          },
          "to": {
            "type": "string",
            "description": "YYYY-MM-DD"
          },
          "origin": {
            "type": "string",
            "enum": [
              "stated",
              "assumed"
            ]
          }
        }
      },
      "asks": {
        "type": "array",
        "items": {
          "type": "object",
          "additionalProperties": false,
          "required": [
            "kind",
            "qualifiers",
            "sourceSpan",
            "resolution"
          ],
          "properties": {
            "kind": {
              "type": "string",
              "enum": [
                "total",
                "ranking",
                "presence",
                "first-appearance"
              ]
            },
            "direction": {
              "type": "string",
              "enum": [
                "most",
                "least"
              ],
              "description": "REQUIRED when kind is 'ranking': which end of the frequency ranking the requester asked for"
            },
            "qualifiers": {
              "type": "array",
              "items": {
                "type": "string"
              }
            },
            "sourceSpan": {
              "type": "string",
              "description": "the requester's exact words behind this ask"
            },
            "resolution": {
              "type": "object",
              "additionalProperties": false,
              "required": [
                "state"
              ],
              "properties": {
                "state": {
                  "type": "string",
                  "enum": [
                    "resolved",
                    "assumed",
                    "unresolved"
                  ]
                },
                "default": {
                  "type": "string",
                  "description": "when assumed: the supplied default, named"
                }
              }
            }
          }
        }
      },
      "unclaimedText": {
        "type": "array",
        "items": {
          "type": "string"
        },
        "description": "spans of the request no ask or field accounts for"
      }
    }
  }
}

HANDED TO THE MODEL: none; the interpreter is never shown a row

READ BY THE MACHINE'S OWN CODE: all 1,316 rows available under a recorded grant; every row it touches is stamped in band 3

band 2

What came back

Verbatim. Nothing here has been checked yet.

fused machine
exhibit F-2 · reply, shipped as-is

“Counting external payments only in Q2 2025 (Apr 1–Jun 30), Marram Freight was paid the most often — 344 times, edging out Alder Logistics (338) and Quayside Marine (176). Hollis Print came in behind them with 58 payments. Separately, the acct-1187-savings entries (30 occurrences) are internal transfers and not counted as external payments. As for new counterparties this quarter (ones never paid before Q2 2025): Marram Freight and Hollis Print both first appear in April/June 2025 respectively and were not seen in the January data, so they qualify as new. Alder Logistics and Quayside Marine had already been paid in Q1 2025, so they are not new.”

ITS CLAIMS, AS FIELDS (ungraded, for now):
ranking asked for: Marram Freight
its payment count: 344
new this quarter: Marram Freight, Hollis Print
Unfold: raw tool reply, verbatim
{
  "answerText": "Counting external payments only in Q2 2025 (Apr 1–Jun 30), Marram Freight was paid the most often — 344 times, edging out Alder Logistics (338) and Quayside Marine (176). Hollis Print came in behind them with 58 payments. Separately, the acct-1187-savings entries (30 occurrences) are internal transfers and not counted as external payments. As for new counterparties this quarter (ones never paid before Q2 2025): Marram Freight and Hollis Print both first appear in April/June 2025 respectively and were not seen in the January data, so they qualify as new. Alder Logistics and Quayside Marine had already been paid in Q1 2025, so they are not new.",
  "newCounterpartiesNamed": [
    "Marram Freight",
    "Hollis Print"
  ],
  "rankedPayeeNamed": "Marram Freight",
  "rankedCountNamed": 344
}
careful machine
exhibit C-2 · draft(s): a draft carries no authority
ACCEPTEDattempt 1: by mechanical validation
Unfold: raw draft 1, verbatim
{
  "asks": [
    {
      "kind": "ranking",
      "direction": "most",
      "qualifiers": [
        "counterparty paid by this account",
        "frequency by count of payments"
      ],
      "sourceSpan": "Who has this account paid most often this quarter?",
      "resolution": {
        "state": "resolved"
      }
    },
    {
      "kind": "presence",
      "qualifiers": [
        "new counterparties",
        "never paid before this quarter"
      ],
      "sourceSpan": "By new counterparties I mean ones never paid before this quarter; any of those?",
      "resolution": {
        "state": "resolved"
      }
    }
  ],
  "sources": [
    "payments"
  ],
  "subjects": [
    "acct-1187"
  ],
  "window": {
    "from": "2025-04-01",
    "to": "2025-07-04",
    "origin": "assumed"
  },
  "unclaimedText": []
}
THE READING, AS FIELDS:
ranking (most) ← “Who has this account paid most often this quarter?” (resolved)
presence ← “By new counterparties I mean ones never paid before this quarter; any of those?” (resolved)
window: 2025-04-01 .. 2025-07-04 (assumed)
subjects: [acct-1187]
band 3

What happened to it

One reply met a bench of judges; the other met none. Every judge here is plain code acting on records; the model's prose cannot lobby them.

fused machine
  • validate
  • certify
  • scope
  • registry
  • coverage
  • verify claims
  • replay
SHIPPED UNCHECKED

Seven stations, all vacant. Every box worked; nothing owned the question, so nothing could catch it.

careful machine
  1. VALIDATORch. 3-4
    draft accepted by mechanical validation (reject, never repair)
  2. GATEch. 3 · gate.ts
    certified · standing policy-admitted
  3. SCOPEch. 6 · scope.ts
    accepted · in scope [acct-1187]
  4. REGISTRYch. 5 · registry.ts
    every ask has a registered operation
  5. EVIDENCEch. 7-8 · execute.ts
    read 1310 of 1310 · complete, stamped
  6. CLERKch. 11 · verify.ts
    all proposed claims certified
  7. ANSWERch. 13 · dispose.ts
    answered
  8. REPLAYch. 17 · replay.ts
    every reference resolves

READ AND STAMPED: 1,310 of 1,310 rows; complete

band 4

The outcome

Graded against the code-computed answer key: a plain counting loop over the exact rows both machines worked from; hidden from both. Every verdict here is written by code. The model's own words appear only in band 2.

claimfused saidthe keycareful
ranking asked forLUCKYMarram Freightright value; nothing behind it can be verifiedMarram Freight (670)✓ Marram Freight
its payment count✗ 344670✓ 670
new this quarter✗ Marram Freight, Hollis PrintAlder Logistics, Marram Freight, Hollis Print◻ DECLINEDnothing registered can certify "never paid before"; it stays silent instead of guessing
fused machineWRONG
✗ WRONG on this data

right payee, wrong number: says 344, the key says 670; misses genuinely new Alder Logistics.

careful machineSUPPORTED
✓ matches ground truth

most frequent payee this quarter: Marram Freight (670 payments)

answered · vouched for by admission policy (nobody confirmed the reading) · question read by a real model · re-checks from its records: yes

The fused machine had everything and still got it wrong. Nothing was withheld; the failure is the generation itself.

A language model does not run a counter; it emits a number shaped like a count. The ordering often survives; the exact number is invention. The careful machine's numbers come from a loop, and the model there is never asked for a number.

Why the numbers moved

In the first 500 rows, Alder Logistics leads. Over ALL 1310 rows, Marram Freight wins 670 to 430.

The file is date-ordered and page one is mostly April, Alder Logistics's month. A machine that silently reads page one is really answering "who won April?".

Same data, same question. The only difference is what each machine read; the careful one wrote that down, the fused one could not even say.

FUSED was handed: all 1,316 rows, history included, and it cannot say what it read

Marram Freight670
Alder Logistics430
Quayside Marine120

CAREFUL read: all 1310 of 1310 rows, and it recorded that

Marram Freight670
Alder Logistics430
Quayside Marine120
Full ground truth, as prose
GROUND TRUTH over these 1,316 rows (1,310 fall in the quarter); visible to you, hidden from both machines:
  genuinely new this quarter: Alder Logistics, Marram Freight, Hollis Print
  seen before the quarter: Quayside Marine
  true top payee, full quarter, external: Marram Freight (670)
  true least-frequent payee, full quarter, external: Hollis Print (60)
live bench

Your turn: try to trick it.

The judges above are not props. The same pipeline—validator, gate, scope, registry, evidence loop, clerk—is compiled into this page and runs in your browser. Below, the model’s draft is the recorded one; everything that happens to it is computed the moment you press run.

Live here: the deterministic verifier, re-counting the 1,316 rows on every run. Recorded: the model’s draft of the reading, captured 2026-08-31. Forge a number, widen the authority, smuggle an instruction—then watch what the bench lets through. The model side can run live too, from the repo.

run the model side too

These five recordings are the demo page of the companion repo to The Careful Machine, frozen, and the bench above re-runs their judges in your browser. The repo runs the whole experiment live: your question, two fresh API calls, and the same bench. The counts will differ every run; the verdicts will not.

Get the repoRead how it's built