Projects
01
AI Trust Management
The focus of this work is creating infrastructure for trust propagation and audit trails, ensuring AI decision support meets business and compliance requirements.
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Read the whitepaper here: The AI Trust Chain
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Follow the project on GitHub:​
04
Beyond Constitutional AI
This work explores the application of narrative psychology and YN Harari's notion of AI as "alien intelligence" to shape Language Model behavior for AI coexistence.
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Read the whitepaper here: Beyond Constitutional AI
Follow the project on GitHub:​
02
Structured Reasoning for Complex Investigations
This project aims to create a comprehensive framework for investigative support that tracks multiple contradictory hypotheses over noisy/asynchronous evidence. A key design point is minimizing token consumption for long-running reasoning in complex investigations.
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Read the whitepapers here:
Living in the Contradiction​
Structured Reasoning for Complex Investigations​
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Follow the project on GitHub: ​
05
Automation That Learns While It Works
This work explores automation systems that can be tasked in natural language, build causal world models during operation without gradient training, act using those models to accomplish goals, and refine them continuously while encountering new experiences.
A patent based on this work is pending.
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Read the whitepapers here:
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Act-Learn: Automation That Builds Its Own World Models
​Industrial Automation That Learns While It Works
Continuous Learning From Narratives
Follow the project on GitHub:​
03
AI-enabled Smart Home
The internet made the smart home possible. AI is the next step. In collaboration with an OEM incubator, this work explores anchor tenancy in the smart home ecosystem by safely AI-enabling systems and products we interact with on a daily basis.