Field notes

Writing from the dawl. team.

Lessons and patterns from building AI products at the intersection of money and operations.

May 18, 2026
Where AI actually moves the needle in payments
Routing, risk, and reconciliation are the three places adaptive intelligence already pays for itself. A working playbook from the PAI team.
PAI · 8 min
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May 4, 2026
The back-office is the product
Why the unglamorous workflows behind a business deserve the same design intensity as the customer surface — and how Brug approaches it.
Brug · 6 min
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Apr 22, 2026
Auditable by default, not by audit
Permissions, redaction, and traceability belong in the runtime. The dawl. approach to building AI products that finance and compliance can sign off on.
Platform · 5 min
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Apr 9, 2026
One platform, two products: how PAI and Brug share a spine
Inside the architectural decisions that let PAI and Brug ship independently while reusing the same intelligence layer.
Engineering · 7 min
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