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Ben Miller

@benmiller2

AI capability researcher at APX Instinct building agent architectures, context engineering systems, and methods for evaluating frontier AI.

United States
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At APX Instinct, I design and facilitate AI enablement seminars and audit and integrate AI tools for solo operators and small businesses. My independent research explores frontier AI capabilities, limitations, and alignment, and has led to agent architectures, context engineering systems, and evaluation methods.

As Principal Consultant at BMConsult.io, I developed brand storytelling, product design, and market strategy across industries. I built and oversaw client training programs and ran campaigns end to end, including the launch of a cannabinoid product through regulatory work, brand development, and distribution.

My projects include an AI music composer that creates instrumentals and renders them to MIDI, stems, and MP3, and a continual learning AI architecture that grows without pretraining. I also developed an AI-assisted field reporting system that reduced reporting time by 80%.

Experience

Work history, roles, and key accomplishments

AI
Current

Founder - AI Education & Research

APX Instinct

Jan 2024 - Present (2 years 10 months)

Designing and facilitating AI enablement seminars for individuals, groups, and corporations. Conducting research into frontier AI capabilities and building agent architectures and context engineering systems.

BMConsult.io logoBM

Principal Consultant (Freelance) - Brand Strategy & Enablement

BMConsult.io

Jan 2010 - Dec 2024 (14 years 11 months)

Provided brand storytelling, product design, and market strategy across various industries. Built and oversaw client training programs and ran campaigns end to end, including launching a novel cannabinoid product through regulatory, brand development, and distribution.

Education

Degrees, certifications, and relevant coursework

Washington State University logoWU

Washington State University

Coursework, Architecture

Completed architecture coursework at Washington State University.

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