Our central activity consists in one on one collaboration with researchers worldwide to develop a highly customized analysis pipelines  that is not provided by the existing image analysis tools, or when they require going extra steps in exploring physics of developing systems. Our core service includes these components:

• HPC and storage. We have in house HPC and storage support to create, train custom 3D segmentation, tracking data and models, you deposit the raw data to our HPCs and we do the processing and model training using our bespoke PyTorch-Lightning based tools. 
• Custom development of analysis tools. We are the ‘bridgers’ of the gap that is omnipresent between biological systems and treating them as dynamical systems open to explorations using the tools of theoretical physics. After we segment, track and convert  your tracked data into Pandas dataframes we use that to train our AI based inception models to quantify cell fate and create topological to non-equilibrium statistical physics based codes to get the physics out of your data. 
• Paid service model. We have a clean and simple month based paid service model. If we collaborate as service providers our rates are modelled on standard institutional image analysis facility based full research software development prices, if however we collaborate also in your publication we offer a straight up 50% discount to our services with the understanding that the discount counts as our contribution to the publication costs. Please note that the latter only applies to multi year projects that are heavily computational and physics based. 
• Our educational activities involve holding monthly meetings in Paris around the topics of AI in the 5th Arrondissement, teaching German to Indian families in Berlin and writing physics books as lecture notes series at undergraduate and graduate level.  

Sanskrit Shloka (above): Knowledge gives humility, from humility comes worthiness, from worthiness one gains wealth, from wealth comes righteousness, and from that  happiness.