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Work with me: Upwork | [Fiverr](Work with me: Upwork | Fiverr)
I design AI systems that stay coherent under pressure — when users are stressed, overloaded, frustrated, or operating at low bandwidth.
My work focuses on behavior, tone, guardrails, and failure modes, not hype or “best-case” demos. I build human-led, AI-assisted systems that are usable in the real world, not just impressive in ideal conditions.
I work independently, asynchronously, and outcome-driven.
I work across multiple layers of the AI stack.
At the platform level, this includes governance and behavioral architecture for LLM systems and long-lived agents.
At the product level, this includes designing the behavioral backbone for AI-powered apps, tools, and workflows—especially where reliability, trust, and long-term coherence matter.
The underlying work is the same: defining authority, constraints, and failure handling so systems remain usable outside ideal conditions.
I design AI systems that stay coherent under real-world pressure — when users are stressed, overloaded, frustrated, or operating at low bandwidth.
My work focuses on behavior, interaction structure, and governance, not hype or best-case demos. I help teams ship AI features that remain trustworthy, predictable, and usable once they leave the lab.
I work independently, asynchronously, and outcome-driven.