Aaron Kushner, Ph.D.
Making AI Deliver.
Hi! My lab's AI-powered research is focused on driving maximum AI diffusion at maximum safe speed. We develop products to address long-standing socioeconomic problems that are now affordably and equitably addressable — as well as the problems AI created, of course ;). If you are interested in collaborating on scientific communications and/or AI product development, or would like to engage my lab's AI implementation expertise on a consulting basis, please reach out through the contact form below.
Products
Flagship Product
General Research & Development Harness
Built-in AGI-adjacent behavior: memory, judgment, verification, continuity.
An AI model by itself is a second brain — it has the knowledge and can synthesize it for you. But if you want it to do things, and to get better and better at helping you specifically, the model alone cannot help you. The harness is everything built AROUND the model — memory, tools, instructions, and the logic that ties them together — turning it into a general working partner: a staked collaborator, not a super-smart slave. Deep field reports, collaborative papers and infographics, and certified publishing to the Exchange are built in — you say what you want in plain language, and the harness runs it. It's how everything else on this page was built.
Publishing Platform
The Citizen Scientist Exchange
Verifiable AI-powered independent research — digitally peer reviewed by three frontier models, tamper-evident by construction, human-decided at the editorial desk. The publishing system for science at the speed of silicon, built with and powered by AI from bit 0. A "massive multiplayer" complement to institutional research, at a fraction of the cost.
7–12 Writing Integrity (Ages 13+)
TeacherAware
AI made cheating effortless and detection impossible — failed catches and false accusations alike. TeacherAware records the writing process instead of guessing at the product: a digitally proctored workspace whose tamper-evident credential protects the honest student and answers the teacher in seconds. Free, LMS-friendly. Assign writing homework again!
Independent Policy Research
Responsible AI Diffusion
Philosophies and practical plans for socioeconomically responsible AI implementation — maximum diffusion at maximum safe speed, communicated to the public.
The Substrate Trilogy
Collaborators
Collaborations open
Scientific communications · AI product development · implementation consulting
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