What problem does it solve? Running single-cell multi-omics analysis at FGCZ requires correctly chaining ScSeurat and ScMultiOmics SUSHI jobs, auto-discovering ADT, VDJ, and ATAC modalities, and deploying Ruby app files across four SUSHI instances — a process with many silent failure modes like empty exploreSC links and blank interactive tables. ## Core Features & Use Cases - Job Submission & Modality Detection: Submit ScMultiOmics jobs downstream of ScSeurat with automatic detection of ADT (CITE-seq), VDJ-T/B (scRepertoire), and ATAC (CellRanger ARC + Signac) modalities, plus optional WNN integration. - Debugging Failed Runs: Diagnose known failure modes such as empty exploreSC links, missing ADT DotPlot circles, blank interactive tables, and ScSeuratCombine not finding scData.qs2, using the documented gotchas index. - Multi-Instance Deployment: Push ScMultiOmicsApp.rb and ScSeuratApp.rb changes to production, course, demo, and test SUSHI instances with Passenger restarts and a post-deployment smoke checklist. - Use Case: A bioinformatician receives a CellRanger Multi dataset (RNA + ADT + VDJ-T), runs ScSeurat, submits ScMultiOmics on the output dataset, and verifies the rendered report against the canonical smoke reference before delivery. ## Quick Start Ask the agent to submit an ScMultiOmics job on the ScSeurat output dataset for your CellRanger Multi sample and verify the ADT, VDJ, and WNN tabs in the rendered report.