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content/about.md

@@ -19,21 +19,22 @@ These are probably what you're looking for. A summary of the key points follows
 
 ## Research Interests
 
-My work clusters into three threads:
+My work clusters into four threads:
 
-- **Machine learning** — order-invariant ICD-10-CM embeddings (under review at *JAMIA*, deployed calculator), the NeuroPose 3D-kinematics system in Liqi Shu's lab at Brown Neurology, and ongoing research engineering at [NeuroAI](https://neuroai.health). Undergraduate work has been clinically focused; graduate study broadens the scope.
-- **Computer systems and high-performance computing** — the Weenix kernel, a TCP/IP networking stack from scratch in Go, and micro-architectural performance work (SIMD, hardware counters via PAPI, RAPL energy, cross-ISA ports across AVX2 / ARM NEON-SVE / RISC-V V) on Brown's OSCAR HPC cluster.
 - **AI safety and applied AI** — zero-knowledge proofs for cryptographic verification of large language models, as a MARS V fellow with the [Cambridge AI Safety Hub](https://caish.org/mars) (mentored by James Petrie, Future of Life Institute); a Magic: The Gathering reinforcement-learning project on OSCAR; agentic-systems work at xAI on `grok-code-fast-1`; and reasoning, evaluation, and red-teaming contracts with Anthropic, Mistral, and OpenAI.
+- **Mathematics** — graph theory, number theory, and theoretical computer science. Public results so far are graph-theory-centered: static coverage and persistence in tree-ball geometry ([preprint](/essays/branch-based-local-capture-in-tree-balls/)); more is in progress.
+- **Computer systems and high-performance computing** — the Weenix kernel, a TCP/IP networking stack from scratch in Go, and micro-architectural performance work (SIMD, hardware counters via PAPI, RAPL energy, cross-ISA ports across AVX2 / ARM NEON-SVE / RISC-V V) on Brown's OSCAR HPC cluster.
+- **Machine learning** — order-invariant ICD-10-CM embeddings (under review at *JAMIA*, deployed calculator), the NeuroPose 3D-kinematics system in Liqi Shu's lab at Brown Neurology, and ongoing research engineering at [NeuroAI](https://neuroai.health). Undergraduate work has been clinically focused; graduate study broadens the scope.
 
-Computer vision and security thread through all three but do not stand on their own.
+Computer vision and security thread through all four but do not stand on their own.
 
 ## Research
 
 ### Published / In Submission
 
-- **Shu L, Neuwirth L†, Wang X†, Zheng H†.** *Beyond Comorbidity Indices: An Order-Invariant ICD-10-CM Embedding for Readmission and Mortality Prediction.* Under review at the *Journal of the American Medical Informatics Association* (JAMIA), 2026. [Preprint](/essays/beyond-comorbidity-indices/) · [Calculator](https://levineuwirth.github.io/icd_embeddings/) · [Code](https://github.com/levineuwirth/icd_embeddings)
 - **Neuwirth L.** *Branch-Tube Persistence and Static Coverage in Tree-Ball Geometry.* Preprint, July 2026. [Preprint](/essays/branch-based-local-capture-in-tree-balls/)
 - **Neuwirth L.** *Where Does SIMD Help Post-Quantum Cryptography? A Micro-Architectural Study of ML-KEM on x86 AVX2.* Technical report, Brown University Department of Computer Science, April 2026. [Report](/essays/where-does-simd-help-post-quantum-cryptography/) · [Artifact](https://git.levineuwirth.org/neuwirth/where-simd-helps)
+- **Shu L, Neuwirth L†, Wang X†, Zheng H†.** *Beyond Comorbidity Indices: An Order-Invariant ICD-10-CM Embedding for Readmission and Mortality Prediction.* Under review at the *Journal of the American Medical Informatics Association* (JAMIA), 2026. [Preprint](/essays/beyond-comorbidity-indices/) · [Calculator](https://levineuwirth.github.io/icd_embeddings/) · [Code](https://github.com/levineuwirth/icd_embeddings)
 
 ### In Preparation / In Progress
 

content/index.md

@@ -7,7 +7,7 @@ For as long as I can remember, I have believed that the deepest understanding co
 
 You have found the working library of a mind that takes that spirit seriously. Here live research papers and living essays, compositions and scores, poetry and prose, and the countless smaller investigations that refuse to fit neatly into any one category. The documents here are far from immutable; they grow, are revised, accumulate footnotes and second thoughts. I welcome you to all of it.
 
-This website is *not* an academic homepage, nor a blog, nor a portfolio — though it borrows from each. It is something I built because no existing format could hold what I wanted to make. I carry a copy of *The Brothers Karamazov* everywhere; I compose symphonies and concerti for orchestras; I study computation and mathematics; in autumn I begin graduate study in computer science at the Technical University of Denmark, where my research spans machine learning and computer systems. These facts coexist in one life, and this is the place where they coexist on one shelf. 
+This website is *not* an academic homepage, nor a blog, nor a portfolio — though it borrows from each. It is something I built because no existing format could hold what I wanted to make. I carry a copy of *The Brothers Karamazov* everywhere; I compose symphonies and concerti for orchestras; in autumn I begin graduate study in computer science at the Technical University of Denmark, where my research spans AI safety, mathematics, and computer systems. These facts coexist in one life, and this is the place where they coexist on one shelf. 
 
 ::: {.hp-latin lang="la"}
 *Te accipio, hospes benignus.*

content/me/index.md

@@ -44,7 +44,7 @@ With this said, there is one major exception, and that is my favorite book: *The
 
 ### University 
 
-I am currently finishing my senior year at **Brown University**, from which I will graduate with degrees in Mathematics and Computer Science in May. This autumn I will begin my graduate studies in Computer Science. I chose these areas because their generality and broad interaction with abstraction captivated me in a notable way. This fact is still true to this day - I have never felt significant burnout, nor felt that I had exhausted some finite supply of interest and curiosity in my chosen fields.
+I graduated from **Brown University** in May 2026 with degrees in Mathematics and Computer Science. This autumn I begin my graduate studies in Computer Science at the Technical University of Denmark. I chose these areas because their generality and broad interaction with abstraction captivated me in a notable way. This fact is still true to this day - I have never felt significant burnout, nor felt that I had exhausted some finite supply of interest and curiosity in my chosen fields.
 
 ### Autodidacticism