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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Integration contract evaluation: duplicate fulfillment after a crash
An original .NET recovery scenario for evaluating repairs across crashes, retries and duplicate events. Explore the local prototype and discuss a narrowly scoped evaluation pilot.
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Barcode labels from CSV: a receiving reconciliation example
Inspect a free 12-label sample PDF before choosing Receiving Labels, the US$19 offline utility for matching catalog and received-quantity CSVs.
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Receipt reconciliation: compare purchase and receipt CSVs
Use the free Receipt Gap Check tool to compare purchase transactions with receipt records, review uncertain entries and download a CSV report.
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Commercial lending in banking: integration contracts and exception handling
Commercial lending in banking: integration contracts and exception handling Integration work starts getting expensive the moment a team says ‘we’ll sort…
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RAG decision gates: who approves stale evidence, low-confidence answers, and risky actions
RAG decision gates: who approves stale evidence, low-confidence answers, and risky actions The first place enterprise AI initiatives fail is rarely the…
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Integration boundary map: when sync vs async ownership decides the pattern
Integration boundary map: when sync vs async ownership decides the pattern Integration work starts getting expensive the moment a team says ‘we’ll sort…
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RAG approval model: who retries, escalates, and audits low-confidence actions
RAG approval model for low-confidence actions: who should retry, escalate, audit, and require human approval before AI workflows reach production.
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Production RAG runbook: who owns stale sources, blocked answers, and reviewer escalation
Production RAG runbook: who owns stale sources, blocked answers, and reviewer escalation The first place enterprise AI initiatives fail is rarely the mo…
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RAG control checklist: source authority, freshness, and approval paths before production
RAG control checklist: source authority, freshness, and approval paths before production The first place enterprise AI initiatives fail is rarely the mo…
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Human-in-the-loop AI review checklist: where approval paths become architecture
Human-in-the-loop AI review checklist: where approval paths become architecture The first place enterprise AI initiatives fail is rarely the model endpo…