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Lab Console

Real-time status of the computational pipeline. This is the control room.

Atlas loaded

Samples: 54/54

Optimisation: converged

Pair stability: 0.92

Bench validation: pending

UMAP Embedding ● live

Latent space embedding of denoised single-cell profiles. Lesion-specific clusters are visibly separable from control tissue.

Loss Curve ● converged

Training convergence of differentiable marker optimisation. Plateau indicates stable discrete solution at ~step 130.

Top Candidate Pairs loaded from top_pairs.json

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280k

Cells post-QC

After filtering empty droplets and high-MT cells.

500

Optimisation steps

Gradient steps to convergence. ~2min on A100.

0.92

Pair stability

Cross-run consistency score across 10 random seeds.