UniBio Intelligence Blog

Computational biology research, product work, and practical analysis from our team.

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Machine Learning for Antibody Developability: Advancing Therapeutic Design with the GDPa1 Benchmark
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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Our Journey to the Top of CUREBench@NeurIPS 2025: A Deep Dive into Medical AI Benchmarking
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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Accelerating Drug Discovery with Open Targets and Antibody Registry MCP Servers
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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Scaling Trust: Building Multi-Account Security for the Enterprise at UniBio Intelligence
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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UniBio Intelligence's MCP Server for Boltz2 Makes AI-Powered Structure Prediction Accessible to Everyone
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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Primer on Model Context Protocol for Biotech Researchers
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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