UniBio Intelligence Blog
Company news, computational biology research, product updates, and perspectives from our team.
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Research
September 26, 2026
Predicting CYP Inhibition: Lessons from the OpenADMET Challenge
How we approached both OpenADMET CYP inhibition tasks, and what unsuccessful experiments in molecular learning, docking, and data curation taught us along the way.
By Vivek Kohar · 6 min read
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Research
September 25, 2026
Choosing Protein Models: Lessons from CASP17
How we assessed 70,697 supplied protein models in CASP17, why the origin of a prediction matters, and what changing a shortlist can teach us before an experiment.
By Vivek Kohar · 5 min read
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Notes
May 12, 2026
Are Your Startup Options In the Money?
A practical guide to startup option value, including 409A strike prices, liquidation preferences, AMT, departure windows, and exit waterfalls.
By Vivek Kohar · 15 min read
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News & Views
February 25, 2026
Notes from the India AI Impact Summit 2026
Reflections from India AI Impact Summit in New Delhi
By Vivek Kohar · 3 min read
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Research
January 22, 2026
Computational Design of Nipah Virus Binders: Analysis of the AdaptyvBio Competition Results
Deep scientific analysis of the Nipah virus binder design competition, comparing computational methods, experimental validation, and sequence similarities to known neutralizing antibodies from PDB structures.
By Vivek Kohar · 15 min read
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News & Views
December 6, 2025
UniBio Intelligence Wins Bronze Medal at NeurIPS 2025 CUREBench Competition
We're proud to announce that UniBio Intelligence secured a bronze medal at the prestigious NeurIPS 2025 CUREBench competition, demonstrating the power of ensemble AI systems and strategic tool integration for medical reasoning and drug discovery.
By Vivek Kohar, Sahil Bodke · 10 min read
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Research
November 20, 2025
Machine Learning for Antibody Developability: Advancing Therapeutic Design with the GDPa1 Benchmark
A comprehensive analysis of predicting antibody biophysical properties using machine learning. Explore the GDPa1 benchmark dataset, understand baseline model performance, and discover how UniBio Intelligence's improved models reduce overfitting for better generalization.
By Vivek Kohar · 20 min read
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Research
October 24, 2025
Our Journey to the Top of CUREBench@NeurIPS 2025: A Deep Dive into Medical AI Benchmarking
How we achieved top rankings on the CUREBench@NeurIPS 2025 public leaderboard through systematic model evaluation, dynamic majority voting, and strategic tool integration. Lessons learned from building robust medical AI systems.
By Vivek Kohar, Sahil Bodke · 12 min read
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Product Updates
October 2, 2025
Accelerating Drug Discovery with Open Targets and Antibody Registry MCP Servers
Discover how our new MCP servers bring comprehensive biomedical data to AI workflows, enabling faster target validation and drug development.
By Vivek Kohar · 7 min read
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Notes
September 15, 2025
Introducing CalcTick and BiotechTock: Gamified Learning for Math and Biotech
We're launching two new community platforms that make learning math and biotech fun, competitive, and rewarding through daily challenges and AI-powered questions.
By UniBio Intelligence Team · 5 min read
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Product Updates
August 23, 2025
Scaling Trust: Building Multi-Account Security for the Enterprise at UniBio Intelligence
Discover how UniBio Intelligence implements the same enterprise-grade AWS security architecture used by Fortune 500 pharma companies—protecting clinical trial data, patient records, and research IP with HIPAA-compliant, audit-ready infrastructure.
By Vivek Kohar · 6 min read
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Product Updates
July 22, 2025
UniBio Intelligence's MCP Server for Boltz2 Makes AI-Powered Structure Prediction Accessible to Everyone
The landscape of drug discovery is experiencing a seismic shift. Where traditional protein analysis once required weeks of computational resources and specialized expertise, a new generation of AI tools is making these capabilities accessible to researchers through simple chat interfaces.
By Vivek Kohar · 8 min read
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News & Views
June 11, 2025
UniBio Intelligence Joins AWS Activate Program
We're excited to announce that UniBio Intelligence has been accepted into the AWS Activate program, accelerating our mission to build truth-grounded AI for biotech.
By UniBio Intelligence Team · 3 min read
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Research
May 19, 2025
Primer on Model Context Protocol for Biotech Researchers
Imagine asking an AI assistant to analyze the latest protein structure data, cross-reference it with clinical trial results, and then pull up relevant antibody reagents—all in a single conversation. This isn't science fiction. It's what the Model Context Protocol (MCP) makes possible today.
By Vivek Kohar · 7 min read
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News & Views
April 30, 2025
UniBio Intelligence Partners with Microsoft for Startups
This partnership gives UniBio Intelligence access to cloud resources and support to accelerate delivery of truth-grounded AI solutions for life sciences.
By UniBio Intelligence Team · 3 min read
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