From governance architecture to custom AI builds, bias auditing to executive education. Every engagement is grounded in research and designed for real-world impact.
Whether you need strategic governance advisory, a production AI build, a bias audit, or education for your leadership team, each engagement is scoped to your specific situation and goals.
Strategic advisory for organizations deploying AI agents or LLMs at scale. I audit your current systems against emerging regulatory frameworks, identify accountability gaps, and design governance architectures that hold up under scrutiny. This is the work I built CHRYSALIS to formalize: external, continuous, structurally enforced accountability that does not rely on the system to police itself.
Production-grade AI systems designed for your specific workflows. Fine-tuned LLMs, custom AI agents, RAG pipelines, and automation architectures built to integrate cleanly into your operations. I scope carefully, build precisely, and hand off systems that your team can actually maintain and trust.
Deep technical audits of LLM behavior across demographic variables, prompt conditions, and deployment contexts. My research on the Metric Illusion shows exactly how standard evaluations can miss systemic bias entirely. I go beyond benchmarks to surface the failures that only appear in the wild, before they cause harm at scale.
Workshops, seminars, and written curriculum for teams and leaders who need to understand AI without becoming engineers. I design training that meets people where they are and equips them to make better decisions, not just pass a quiz. Topics range from AI literacy fundamentals to advanced governance concepts for senior leadership.
Independent research, white papers, policy briefs, and thought leadership content on AI governance, safety, and ethics. I write to shape how decision-makers think, not just to fill a content calendar. Every piece is grounded in the same research standards I apply to my academic work: rigorous, reproducible, and built to hold up to scrutiny.
On-chain and off-chain analytics, crypto portfolio strategy, DeFi research, and blockchain infrastructure integration for AI or fintech operations. My blockchain work is built on deep research and firsthand experience, not hype cycles. I help organizations understand what the technology can and cannot do, and build accordingly.
Choose your entry point. Every engagement starts with a conversation.