Compoundarxiv's profile picture. What we're researching @compoundvc | DM @mhdempsey @shelbynewsad @0xsmac @mackenziejem to discuss

Compound Researcher

@Compoundarxiv

What we're researching @compoundvc | DM @mhdempsey @shelbynewsad @0xsmac @mackenziejem to discuss

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Our public theses

Enter the Compound Thesis Database An experiment with a few of our working theses that we've pulled from our internal database & made public. It's rough, but we hope it allows founders, operators, & investors to better connect with us & help us learn. compound.vc/thesis



Why Is the Smart Grid So Dumb Missing Incentives in Regulatory Policy for an Active Demand Side in the Electricity Sector esig.energy/wp-content/upl…


Pulsed plasma coiled tubing drilling in crystalline rock environment pureadmin.unileoben.ac.at/ws/portalfiles…


Ultra-High Efficiency Hydrogen Production Using Commercial-Type Solid Oxide Electrolysis Cell System papers.ssrn.com/sol3/papers.cf…


Operational study shows airlines can reroute to avoid ice-supersaturated zones that form contrails, using existing flight planning tools. Cuts non-CO₂ forcing with fuel/time trade-offs—feasible for near term deployment. iopscience.iop.org/article/10.108…


Builds a stereochemically paired sulfinyl-aziridine covalent library; finds KL2-236, a MYC-binding degrader targeting IDR C203/D205, causing proteasome-dependent MYC loss; optimized to KL4-219A—pointing to druggable sites in MYC. biorxiv.org/content/10.110…


Compound Researcher 已轉發

(New Essay) Sequencing vs. Equal Odds In building companies navigating the intersection of science and engineering, we have repeatedly notice the patterns of two distinct R&D paths that lead to success, and a middle ground that leads to structural poison.

mhdempsey's tweet image. (New Essay) Sequencing vs. Equal Odds

In building companies navigating the intersection of science and engineering, we have repeatedly notice the patterns of two distinct R&D paths that lead to success, and a middle ground that leads to structural poison.
mhdempsey's tweet image. (New Essay) Sequencing vs. Equal Odds

In building companies navigating the intersection of science and engineering, we have repeatedly notice the patterns of two distinct R&D paths that lead to success, and a middle ground that leads to structural poison.
mhdempsey's tweet image. (New Essay) Sequencing vs. Equal Odds

In building companies navigating the intersection of science and engineering, we have repeatedly notice the patterns of two distinct R&D paths that lead to success, and a middle ground that leads to structural poison.

Advance: Plain Transformer on 3D coordinates (no graphs/equivariance) matches equivariant GNN MAE on OMol25 and runs faster. Learns distance-decaying attention; follows scaling laws; enables MD/MLIPs for drug/material R&D. arxiv.org/abs/2510.02259


QUID: 170-system QM benchmark of ligand-pocket motifs with CCSD(T) & QMC agreeing to ~0.5 kcal/mol. Decomposes NCIs, scores DFTs, flags FF/SE gaps—raising binding-energy fidelity for more reliable lead scoring in drug design. nature.com/articles/s4146…


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