Vladimir Osipov

INTRO

vladimir osipov - doing Excession Labs, mathematics student at UCL

EXPERIENCE

Excession Labs

co-founder · October 2026 to now

Penetration tests, security audits and AI red teaming. excessionlabs.ai

  • Also: AI inference 4 to 10 times faster on NVIDIA and AMD GPUs.

Project25 Inc.

co-founder · December 2025 to October 2026

An autonomous system that produced content on real devices. project25.live

  • US$350k SAFET with HomeDAO, December 2025.
  • Worked with YourEra (US) and Remi.
  • US$50k monthly run rate. Then I moved to security, a larger market.

ReflectAI

co-founder · February to March 2025

Three of us built an AI agent that spoke with a company’s customers by phone. It won the AI Engine hackathon.

  • Investor talks: Bessemer Venture Partners, Zero Prime.

P10Y

productivity research · January to July 2025

Customer research for P10Y, which studies the productivity of software engineers.

  • With Yegor Denisov-Blanch (Stanford Software Engineering Productivity study), under NDA.

AWARDS

AI Engine: UK University Hackathon.

1st among more than 200 participants from UCL, Oxford, Cambridge and Imperial. London, February 2025.

ETH Oxford.

3rd-place prize from Ava Labs. February 2025.

AI for Good hackathon.

2nd. Eurasian Hub, November 2024.

School olympiads, Russia.

Prize winner, National Data Analysis Olympiad (DANO). Certificate of honour, National Mathematics Olympiad.

PROJECTS

NewtonCards, 2024 to 2025.

AI flashcards. UCL AI Foundry incubator.

StellaRamp, 2024.

Moves money from African mobile wallets to Stellar.

Rattleback, 2023.

A model of a top that spins one way only.

Clockwise, it stops and turns back. Flick it, or:

Smaller projects.

A campus-tours app on the App Store (code), a lead finder in Python, and a script that trades on the news.

EDUCATION

University College London

London, UK · expected June 2027

BSc Mathematics and Statistical Science, third year.

Moscow State School 57

Moscow, Russia · June 2024

Mathematics track. GPA 4.8 of 5. National mathematics exam: 100 of 100, top 0.45%.

  • In 2023 I taught evening mathematics classes there, as a volunteer, and wrote two olympiad problems.

IMS School

Limassol, Cyprus · June 2024

International A Levels: A*A*A, self-taught.

  • Oxford MAT (exam only): 78 of 100.

WRITING

AI judges give higher scores to longer forecasts, not to more accurate ones.

Longer, Not Better

When an AI model plays a person, its answers change at the wrong times.

Simulated Users Get the Time Course Wrong · CALE-AI

A forecast shows what comes with an action, not what the action causes.

When Is a Known Future Covariate an Intervention? · AI4TS

A model trained before the Iran war reads the President’s posts. We test it against the oil price 10 minutes later.

Reading the President’s Iran-War Posts with a Pre-War-Cutoff LLM · FinFM

AI bank-support agents follow their written procedure even when a step in it is unlawful.

The Procedure Comes First · FinFM

Three articles. I write them to check that I understand a thing.

But do LLMs think?

8 November 2024

Does GPT-4 solve coding tasks, or remember them?

How adding points on a curve gives keys and signatures.

zk-SNARK: QAP

5 August 2023

How an equation becomes a proof that hides its inputs.

ENVIRONMENT

LANGUAGESEnglish (TOEFL 107), Russian (native).
PROGRAMMINGPython, C++, Swift, LaTeX. Beginner: Go, R, Rust.
TOOLSOpenAI, ElevenLabs and Twilio APIs, Next.js, ComfyUI, Runpod.
INTERESTSDebating, crypto, politics, venture capital, sports, travel.
MAILvladimir@osipov.cc