Read maths and CS at Oxford.
Currently working on agentic engineering for physical infrastructure at Torus (YC S26), researching AI safety with funding from BlueDot, and more.
I'm a founding engineer at Torus. Outside of that, I research AI safety, do STEM outreach, contribute to open source (including work with the UK Government on AI), write essays, and build side projects. I'm also an avid reader and usually learning something new (see /now). I read maths (and dabbled in physics) at Oxford and computer science at FLAME, and have held research and software roles across education and startups. I'm also very into rowing, horse riding, and interactive diagrams.
first solve it
on paper.
then in code.
on paper.
then in code.
shubz@torus~/home%cat ./latest.md# 1 on linkedin · shubhangithub on github
GITHUB · COMMIT HEATMAP↗ shubhangithub
shubz@torus~/home%ls ./writing/pinned/# 3 open on the desk
- The wave of advance · July '26Five muskrats, one equation, and the square-root speed limit on how fast anything — a gene, a species, a bad idea — can spread.no.01 · mathematical biology · 7m↗ read
- A unit on bending the curveWho shapes artificial intelligence and what 'shape' means.no.02 · ai strategy & policy · 22m↗ read
- Underlying Assumptions on the AGI Strategy CourseSix assumptions the AGI Strategy readings share, that almost none of them defends.no.03 · ai strategy & policy · 18m↗ read
shubz@torus~/home%cat ./builds.md# selected
Selected builds
./fashion-web ↗ML trend intelligence + LMSR exchange.2026 —./taylor-rec-engine ↗Six recommendation engines on one songbook.2026./platypus-learn ↗AI learning platform — PDFs and YouTube → courses.2025 —
shubz@torus~/home%cat ./toolbox.md# what built what
Toolbox
AI safety.
AI alignment research↗ a unit on bending the curveAI ethics & governance↗ bluedot AGI cohort · /now
AI/ML.
Python↗ jaya, threshold, six enginesClaude API · Anthropic SDK↗ platypus-learnPrompt engineering · few-shot↗ orion search · /now
Mathematics.
Computational Game Theory↗ Oxford MFoCS · CVCategory Theory↗ Oxford MFoCS · CV
Physics.
Quantum Information↗ two colours and a HadamardGNSS atmospheric modelling↗ honours thesis · CV
Biotech.
Bioinformatics↗ jaya · proteinsLotka–Volterra dynamics↗ predator and prey
Geospatial.
Rust · Golang↗ orion · /workGeospatial ML · H3 indexing↗ orion · /work
fintech.
LMSR prediction markets↗ pricing the next scarfRecommendation systems↗ six engines
Hardware.
C++ · embedded↗ IoT weather bot · CVCompiler · HDL↗ Nand2Tetris · /work
Infrastructure.
Outreach.
Team leadership↗ Dotslash · Kolhapur · Council · CVMentoring under-represented kids↗ Stemmettes · InnovateHerDBS-checked (UK)↗ cleared for under-18s · /work
this is the teaser · the full taxonomy lives in ./work/toolbox.mdsee all skills + provenance →