CellCodexCellCodexContact
CellCodex/Max-Diff

A closed-loop engine for biological intelligence.

Max-Diff is a company-described research and data platform. Human cell engineering, perturbation, measurement and modelling inform one another in a continuous experimental loop.

01 / ENGINEER

The right cells, in the relevant state.

Programme human stem cells into target cell types and develop aged, disease-relevant states.

Research architecture, not clinical validation.

Reference & provenance

Cell purity, maturity benchmarks and reproducibility datasets are not published in the reviewed material.

Conceptual visualization · not experimental data
Conceptual visualization · not experimental data
The complete experimental loop

Engineer

Programme human stem cells into target cell types and develop aged, disease-relevant states.

Cell purity, maturity benchmarks and reproducibility datasets are not published in the reviewed material.

Perturb

Investigate genetic and compound perturbations at genome scale, including mature neuronal models.

Library coverage, experimental capacity and complete screening data are not specified.

Read

Single-cell multi-omics and live/high-content imaging produce multimodal measurements.

Commercial deliverable specifications, data size and quality-control thresholds are not established.

Learn

AI models use measurements to predict perturbation response and inform subsequent experiments.

Predictive accuracy, prospective validation and software access are not established.

The company schematic connects new wet-lab measurements to model development and separates independent held-out datasets for checking predictions. This architecture is not a published predictive-performance result.

Original company schematic

Cell-state engineering

Cell-state engineering
Original Max-Diff schematic. The ~20% and 90%+ labels are company-authored schematic claims, not independently verified purity benchmarks. The extraction does not include reproducibility datasets; preserve this qualification when interpreting the image.

Cell-state engineering

Cell-state engineering

Original Max-Diff schematic. The ~20% and 90%+ labels are company-authored schematic claims, not independently verified purity benchmarks. The extraction does not include reproducibility datasets; preserve this qualification when interpreting the image.

Original company schematic

Experimental and model feedback

Experimental and model feedback
Original closed-loop schematic. Model outputs and held-out benchmarking are architecture objectives, not verified predictive accuracy, therapeutic efficacy or clinical performance.

Experimental and model feedback

Experimental and model feedback

Original closed-loop schematic. Model outputs and held-out benchmarking are architecture objectives, not verified predictive accuracy, therapeutic efficacy or clinical performance.