Research preprint
18 April 2026 · production data ·
arXiv:2604.19819
A study of 10,765 hires across applicant tracking, behavioral assessment, and production systems. No tested ATS keyword predicted sustained production after correction; multi-system fusion improved predictive performance over any single system.
Architecture essay
2025 · Medium
Explores limitations in current silicon-centric AI systems and proposes a direction combining photonic or energy-based computation with specialized, dynamically activated subsystems inspired by biological organization. A proposal, not a measured result.
Exploratory essay
2025 · Medium
Examines possible connections between alternative computation, quantum-scale information, and long-horizon AI architecture.
Exploratory hypothesis
2025 · Academia.edu, self-archived
Proposes a speculative framework connecting intelligence, information, energy, and physical reality. Presented as a hypothesis and conceptual synthesis, not an empirical result.
Exploratory hypothesis
2024 · Academia.edu, self-archived
A speculative metaphysical and physical model proposing a common substrate beneath matter, consciousness, and space-time. It is not established quantum physics.
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