Insights
Notes on apps, AI, architecture, and delivery reality.
A running stream of build notes and systems thinking: consumer software, AI workflows, integration boundaries, cloud delivery, product tradeoffs, and operating reality.
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ExpenseJournal field note: AI extraction needs confirmation, not blind automation
ExpenseJournal field note: AI extraction needs confirmation, not blind automation The first place enterprise AI initiatives fail is rarely the model end…
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Risk register vs architecture diagram: why modernization teams need both
Risk register vs architecture diagram: why modernization teams need both Integration work starts getting expensive the moment a team says ‘we’ll sort th…
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Architecture decision memo: what it should force before funding is committed
Architecture decision memo: what it should force before funding is committed Integration work starts getting expensive the moment a team says ‘we’ll sor…
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Integration boundary map: a practical artifact for messy modernization programs
Integration boundary map: a practical artifact for messy modernization programs Integration work starts getting expensive the moment a team says ‘we’ll…
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HL7/FHIR and AI: where human validation still matters
HL7/FHIR and AI: where human validation still matters The first place enterprise AI initiatives fail is rarely the model endpoint. They fail at the arch…
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FHIR integration fails when workflow ownership is missing
FHIR integration fails when workflow ownership is missing The first place enterprise AI initiatives fail is rarely the model endpoint. They fail at the…
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Life insurance integration: data quality, exceptions, and ownership
Life insurance integration: data quality, exceptions, and ownership The first place enterprise AI initiatives fail is rarely the model endpoint. They fa…
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Service Bus integration: where retries and idempotency become the architecture
Service Bus integration: where retries and idempotency become the architecture The first place enterprise AI initiatives fail is rarely the model endpoi…
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BizTalk to Azure Logic Apps: what to migrate and what to redesign
BizTalk to Azure Logic Apps: what to migrate and what to redesign The first place enterprise AI initiatives fail is rarely the model endpoint. They fail…
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Business banking payment streams: auditability and ownership before cutover
Business banking payment streams: auditability and ownership before cutover The first place enterprise AI initiatives fail is rarely the model endpoint….