Trained multiple SOTA frontier models. These models beat models from top frontier labs, including OpenAI’s Decision API, Microsoft’s decision model, Baseten’s Mammoth-1, Perplexity’s Decider, and Cloudflare’s Clef. How to Train a SOTA Frontier Decision Model.

Decision Index chart with Fastino GLiDE v1.2 first.
Decision Index, 27B and larger, with Fastino GLiDE v1.2 first overall.

Creator of the Fastino GLiDE decision model.

Academic experience

Cambridge University Master’s in Physics

Undergraduate Dean’s List Prize (Ranked 13th out of 249 students, Top 10%), UROP Scholarship, Best Literature Review Prize.

3,200+ GitHub stars (sole author)

Achieved highest score in the world on the theoretical physics entrance exam (GRE Physics, 100% raw score, 990/990 scaled score). September 2025.

Queens’ College, Cambridge University Scholarship
Received PhD offer — King’s College, University of Cambridge — Statistical Learning in the context of Cosmology.

Gold in the British Mathematical Olympiad (BMO)

Formal-Verification-RSI. 2,900 stars on GitHub. Formal verification for AI: a Lean 4 + Dafny proof checker that catches fake AI proofs (reward hacking), and verified recursive self-improvement (RSI) for coding agents. AI for math, physics and software engineering.

Publications

arXiv:2610.02762. 4 other publications pending peer review in tier 1 journals.

Recent writing:
https://fastino.ai/blog/training-glide-sota-decision-model
https://fastino.ai/blog/introducing-glide-the-first-thinking-decision-model

OpenClaw and Hermes Agent official contributor with multiple merged PRs and PRs co-authored with the founder of Hermes Agent. Link.

Contact

LinkedIn
smaa4@cantab.ac.uk