AI/ML8 min read
AI in Drug Discovery: How Machine Learning Is Accelerating Timelines
A grounded look at where ML actually moves the needle and where it still does not.
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Resources
Insights from the frontier of computational drug discovery.
Working notes, white papers, and field guides for teams evaluating AI in their pipeline.
Latest articles
Methods12 min read
Molecular Docking 101: Virtual Screening for Small Molecules
What docking is, what it can predict, and how modern scoring functions have shifted in the last 5 years.
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Industry10 min read
Why 90% of Drug Candidates Fail (And How AI Changes That)
The attrition math behind pharma R&D and where computational screening compresses the funnel.
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Gene Therapy9 min read
Gene Therapy Design: CRISPR Guide Sequence Optimization
Off-target prediction, on-target activity, and the trade-offs that decide a payload.
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Economics11 min read
The True Cost of Drug Discovery: A Data-Driven Analysis
Where the $2.6B per-drug number comes from, and which line items computational methods can erase.
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Downloads & references
White paper: AI-driven small molecule screening
Benchmarks on internal datasets vs. published baselines.
Technical documentation
Methods, scoring functions, and data formats we accept.
Publications
Peer-reviewed work from our group on Google Scholar.
Want the white paper before it's public?
We share early drafts with active and prospective clients.
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