4 posts tagged with reproducibility.
Technical articles • May 21, 2026
A pragmatic field map for AI agents in cell-biology labs — three jobs they already do well, two they still fumble, and the data architecture that separates a useful agent from a parlor trick.
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Technical articles • May 20, 2026
Streaming culture telemetry replaces "did it crash overnight?" with a queryable record of every door event, CO₂ dip, and thermal excursion — captured at instrument resolution and ready to defend in review.
Every time a shared incubator door swings open, your cultures get a dose of broad-spectrum room light. The phototoxic byproducts that follow degrade media, stress cells, and quietly skew experimental results — and they're entirely avoidable with a personal, light-sealed incubator.
Technical articles • January 7, 2026
The shared CO₂ incubator is arguably the most critical active variable in experimental design — and frequent door openings, cross-contamination, and unscheduled stress cycles silently degrade both your data and your budget.
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