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Work

Selected work records.

These are system patterns our leadership has built since 2014. Where we do not yet hold written permission to name a client or publish a figure, we say so rather than implying it.

01Trading and commodities

Representative system pattern

Trade capture and reconciliation for a commodities desk

Business context

A desk running physical and financial books across three systems, with position assembled manually each morning and disputes resolved by email.

Engineering challenge

Restatements. Corrections arriving days later had to propagate through position, exposure, and settlement without destroying the record of what was believed at the time.

AYAI’s role

Architecture, data model, delivery, and the operations interface. Desk workflow designed jointly with the operations lead.

System built

  • Event-sourced trade log as the single write path
  • Deterministic reconciliation with tolerance rules per instrument
  • Ranked exception queue with sign-off and a full comment trail
  • Position and exposure derived, never entered
  • Replay to any historical point for dispute resolution

Operating impact

Morning position assembly moved from a manual process to a reviewed exception list. Specific figures are withheld pending client permission.

02–04Further records
02Clinical and administrative operations platformCanonical patient and encounter model with site-level extensions · Consent-aware access evaluated at read time · Full traceability on every read and writeHealthcare
03Payment operations and ledger integrityDouble-entry ledger as the single source of truth · Idempotent processing across retries and partial failures · Automated break detection with classified causesFinancial services
04Supply and pricing data platform for a marketplaceStreaming ingestion with per-partner quality gates · Data contracts enforced at the boundary · Pricing models designed to be explainable, not only accurateCommerce and marketplaces