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Arca FuturaResearch & applied AI
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AI Systems Architect · Researcher · Founder
I work across AI research and practical tools: understanding model behavior, evaluating claims, and helping people navigate career transitions.
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Have a role that needs a researcher who builds? Let’s talk about AI systems, evaluation, research engineering, and applied AI.
Discuss a roleBring a concrete problem in AI governance, model evaluation, or career transition. We can explore where the work overlaps.
Start a conversationExplore my published preprints on transformer activation structure, functional anatomy, and strategic-behavior evaluation.
Explore the researchFrom ideas to working systems
Making model-internal change observable, with evidence and explicit boundaries around the response.
Explore AEGIS & its evidenceA workspace for exploring career directions, finding opportunities, and organizing a transition while keeping people in control.
Visit Üppward · test site