Series / Insights

Notes on workflow architecture

Recurring patterns from genomics, diagnostics, and clinical lab programs — what breaks, why, and how the system has to be designed to hold.

Automation Strategy

Reducing Manual Steps in Automated Lab Workflows

When the automation runs, but it doesn't run unattended

Why manual steps accumulate in liquid handling workflows, the symptoms that follow, and what walkaway automation at production scale actually requires.

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Traceability

Why High-Throughput Labs Lose Sample Traceability at the Bench

When "where is this sample?" requires walking to the bench

Why traceability gaps appear when sample volume outgrows manual tracking, and what designing traceability into the workflow actually requires.

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Where is your workflow starting to strain?

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