Notes on building production-grade systems

Field notes on AI agents, fintech and treasury software, RAG and shipping software that holds up in production.

• Jun 15, 2026 · 2 min read

  Real-time treasury position: an architecture that works with real banks

  Real-time cash visibility isn't a dashboard problem, it's a data problem. How to build a treasury position that stays correct across banks, entities and currencies.

  TreasuryCash managementFintechArchitecture
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• Jun 12, 2026 · 2 min read

  How to automate bank reconciliation with AI (without breaking in production)

  Automating reconciliation isn't about asking an LLM to match transactions. It's matching engines, exception handling and audit trails — with AI used only where judgement actually helps.

  TreasuryReconciliationFintechAutomation
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• Jun 10, 2026 · 2 min read

  Shipping AI agents to production (not demos)

  What separates an AI agent demo from one you can actually run in production: guardrails, human-in-the-loop, observability and treating it like software.

  AI agentsProductionReliability
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