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alexandersucala/README.md

Hey, I'm Alexander. 👋

I design AI systems that fail safely — if the system can't verify its output, nothing ships.

What I've built:

  • CodeReview AI — GitHub App that reviews PRs against your team's actual documentation. Every finding cites the source. Try it →
  • TradeEngine — Autonomous trading agent with deterministic-first architecture. The math runs first, the AI runs second. (Just for me)
  • Finance Assistant — 3-stage LLM pipeline with dual compliance gates for stock analysis.

Research:

  • 22 provisional patents, 15 in AI safety and fail-closed architectures, 7 in physics
  • 11 published papers, 8 on hallucination management, compliance pipelines, and verification systems, 3 on physics

The thread that connects everything: AI is probabilistic. My architectures make probabilistic components behave deterministically through verification gates, structured fallbacks, and fail-closed execution.

Website · Papers · Patents

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