Research Notes
Research notes, pipelines, and exploratory frameworks developed behind the scenes at AvatarsBio.
Putting into practice ideas for more transparent, accessible, and resource-efficient scientific workflows.
White Papers
ARNAUD
A concept prototype of a Caco-2 digital twin assistant for permeability reasoning and experimental planning.
ARNAUD Predict
A module for ARNAUD. Transparent and explainable permeability predictions.
What if Organ-on-Chip Were Digital?
Exploring biology before the lab.
AGNES
A proof of concept in digitising an organ-on-chip angiogenesis assay.
125 replicates in under 5 minutes.
125 replicates in under 5 minutes.
Biospace Mapping
A screen tells you where you looked. A map tells you where to look.
Toward Connected Biological Digital Twins
Can biological evidence be connected even when datasets share no compounds?
ARTUR
A hybrid workflow for efficient scientific data curation at scale.
2,747 scientific records audited for USD 1.77.
2,747 scientific records audited for USD 1.77.
Aurelius
Laboratory behavioral diagnostics through situational wet lab scenarios.
Explore lab operational resilience, decision-making and management archetypes.
Explore lab operational resilience, decision-making and management archetypes.
Design Before Prediction
Before running everything, decide which complexity deserves to be modelled.
Design Before Search
A hybrid DOE–BO workflow for LLM hyperparameter and prompt tuning.
Structured screening reduced tuning runs by 75%.
Structured screening reduced tuning runs by 75%.
The Data Deluge in Life Science
How much scientific data actually exists — and are we meaningfully reusing it?
Interested in applying similar approaches to your workflows or research challenges?
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Copyright, Usage and Attribution
Unless otherwise stated, research notes and white papers published by AvatarsBio are licensed under the Creative Commons Attribution 4.0 International (CC BY 4.0) license. You are free to share and adapt this material provided appropriate attribution is given.