What I Built — March 2026
Adversarial AI swarm that attacks your codebase before hackers do. Spawns hundreds of attacker agents simulating supply chain attacks, credential theft, prompt injection. Real-time visualization of agents swarming your code.
Python
Canvas API
Zero Dependencies
Single File
1 file — zero deps
Built in 1 day
GitHub
Energy regulatory intelligence platform. AI-powered monitoring of 12 EU markets + 7 US ISOs. Real-time BESS revenue calculator, filing alerts with AI enrichment, 21K+ queued projects tracked.
Python / FastAPI
React / TypeScript
AWS EC2
Cloudflare
Gemini 2.0
95K lines
441 files
30+ data sources
Pilots: Siemens, Statkraft, AES
German AI phone receptionist for SMBs. Natural voice (ElevenLabs), multi-tenant, captures leads, books appointments. Full Twilio voice integration with real-time conversation.
Python / Flask
Twilio Voice
ElevenLabs TTS
GPT-4o
SQLite
Multi-tenant SaaS
Built in 1 day
German-first voice AI
Geopolitical intelligence API. Feeds real-time signal analysis into trading systems. Public API, MCP server, and CLI. Powers the geopolitical signal source for Astrai Alpha.
Cloudflare Workers
D1 Database
MCP Server
Python CLI
Live at signalslabs.net
API + MCP + CLI shipped
Background
2026
Browser Use Hackathon — Won Founders Prize. Built AI browser agent at a16z-backed hacker house in SF.
2025–26
Morgan Stanley — Credit Trading desk, NYC. Structured products, market making.
2025
MIT Sloan — Master of Finance. Computational finance, ML for trading.
2024
Virtu Financial — Quantitative trading internship. High-frequency market data analysis.
2023
TU Munich — B.Sc. Computer Science. Systems programming, algorithms.
2022
Deutsche Bank — Trading intern. Built internal analytics tools.