Crossfactor Labs

A portfolio of experiments at the intersection of human endeavor and AI

My projects fall in one of two areas:

New Problems

How AI breaks things.

Identifying and addressing unexpected and undesired outcomes caused by AI.

New Opportunities

Previously impossible workflows

Discovering and building AI-enabled workflows that were previously impossible or uneconomical.

Explore Projects

What I'm working on.

The Crossfactors Framework

01

As the lab's touchstone, the Crossfactors Framework is an comprehensive repository of psychological engineering, cognitive effects, technological principles and human factors that often have unexpected and undesired effects.

A summary can be found below.

Hyper-Specialized Directories

02

User-generated input from a variety of sources is parsed to organize information that would otherwise be difficult to find. LLMs are used to both parse and structure the information as well as derive consensus in the presence of conflicting information.

PDplease.com was built as an illustrative project - a directory of PD-friendly optometrists.

Turning Flawed Data Into Great Data

03

Generate well-defined data structures and composite types from unstructured data, in real-time given prior loosely structured or incomplete examples.

Plumpager.com was built as an illustrative project - a platform that creates secondhand for sale listings in seconds from narrated video, including illustrations, descriptions and prices.

Verification of Human Authorship

04

Authenticates the provenance of text as human-written based on typing metrics and generates shareable, verifiable assets.

Typecha.com hosts the platform, a data analysis server and a browser based text editor. C2PA integration currently in the works.

Web 1.0 Upconversion

05

Breathing new life into early internet content trapped in archaic platforms and orphaned on the modern web. The focus is on evergreen technical content from domain experts.

More details TBA...

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I am happy to respond to relevant inquiries.

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