Prevent and diagnose degraded RNA before it ruins downstream assays.
Improve RNA yield and integrity by enforcing RNase-free technique, stabilizing samples, and isolating the exact step where degradation is introduced.
You are OpenClaw. Ask for sample type, storage conditions, extraction kit, and where integrity is assessed (BioAnalyzer/TapeStation RIN, gel, or other). Produce an RNase-control checklist (area prep, PPE, consumables, timing) and a diagnostic tree to isolate whether degradation is sample-origin vs process-origin. Output a stabilized SOP and a short training drill.
Low yield and/or degraded RNA (poor integrity) compromises RT-qPCR and transcriptomics.
Interpret concentration disagreements without guessing.
Resolve DNA/RNA quant discrepancies by distinguishing "what absorbs at 260 nm" from "what the dye binds," and by using purity metrics as decision inputs.
A containment-first workflow for "no-template control amplified."
Systematically distinguish contamination from primer-dimers and implement controls (separated areas, dedicated equipment, UNG/UDG carryover prevention) to restore trustworthy PCR/qPCR.
A pre-export gate that prevents accidentally delivering proxies
You finish a cut in proxy mode and later discover the export or grading pass used proxy media instead of originals. Quality loss, wrong color decisions, and a wasted delivery. This recipe adds a repeatable pre-export check so you never ship from the wrong media tier.
Detect and manage the QuickTime/Rec.709 display shift before delivery
Exports look different between your timeline, QuickTime, browsers, and YouTube — washed out or too dark — causing wasted time and client confusion. This recipe adds a standardized metadata inspection and verification step so you can tell whether it's a real file problem or just a player interpretation difference.