Don't be clueless! Better, understand how Julia thinks: @code_lowered 2 + 3 @code_lowered 2 + 3.0 @code_lowered 2.0 + 3.0 Code better. Code smarter. #JuliaLang #computing #sysbio #systemsbiology #qbio

High-throughput omics studies > lots of data transformations> 5,000 correlations to be tested through experiments. Toy models with few parameters > the design principles behind the complexity of Life. True Systems Biology: fewer spreadsheets, more 'Aha!' moments. #sysbio

We are recruiting PhD students and postdocs across the board in ML, bioinformatics and cancer biology. Interested in #sysbio #bme #genomics, apply trough our website: vickovictechinnovation.com/ourteam @NYGCtech @nygenome @Cancer_dynamics @Columbia @ColumbiaBME @uppsalauni @scilifelab

Another review article worth bookmarking: Signed Networks: theory, methods, and applications." arxiv.org/abs/2511.17247 Perfect for my Systems Biology course. #sysbio #complexsystem #graph #network #compbio #mathbio

Identical genome. Same environment. Totally different life choices. Turns out even cells have an identity crisis. #sysbio #physicsoflife

In biology, we’re still busy naming T cells and debating EMT or autophagy — a bit like arguing over bird names while the real wonder lies in understanding how they fly. #complexsystem #PhysicsOfLife #sysbio

Wet lab? Dry lab? I prefer the Symbolic lab. Math-Bio isn't just HPC runs— derivations & proofs matter too. As always, Julia helps. using Symbolics @variables x y a b c d m n f = [a/(1+y^n)-b*x, c/(1+x^m)-d*y] J = Symbolics.jacobian(f,[x,y]) #Julialang #mathbio #sysbio

Calling any large, well-organised dataset "Systems Biology" is a bit like calling a census "social theory." Essential, powerful, and impressive — yes. But the explanations, through generalised theories/models, still have to be earned. #systemsbiology #sysbio #physicsoflife

Does a cell have a 'mind' - say a proto-mind or basal cognition? Although it was once a fringe idea, recent experimental and mathematical works are accumulating in its support. Here is an interesting recent work: biorxiv.org/content/10.110… #complexsystem #systemsbiology #sysbio

I left wet-lab experiments 'cause those are damn slow! Equations are better; they evolve faster than organisms. 🙂#mathbio #systemsbiology #sysbio #qbio #computaionalbiology

The key next step: trust. What validation loop would make you ship agent-built workflows (benchmarks, literature agents, or lab-in-the-loop)? #AgenticAI #SysBio #DrugDiscovery

Get a glimpse into the future of evolutionary inference! The #SYSBIO Virtual Issue on Machine Learning & New Algorithms highlights the techniques enabling researchers to analyze bigger datasets & more complex scenarios than ever before. Read today: oxford.ly/4m8TuED

Get a glimpse into the future of evolutionary inference! The #SYSBIO Virtual Issue on Machine Learning & New Algorithms highlights the techniques enabling researchers to analyze bigger datasets & more complex scenarios than ever before. Discover more: oxford.ly/4l0vAem

How are machine learning and deep learning reshaping #EvolutionaryBiology? From phylodynamics & species delimitation to diversification studies, see cutting-edge applications in the new #SYSBIO Virtual Issue: oxford.ly/45dulDA

Driven by massive NGS data & biodiversity databases, evolutionary biology needs new tools. #SYSBIO's latest Virtual Issue highlights sophisticated approaches like ML, PPLs & online phylogenetics tackling these challenges. Discover the future: oxford.ly/4mBq56U

Systems Biology of Single Cells! Let's go! #sysbio Adam MacLean has led the organization of a beautiful program!!!