Research & Whitepapers
Original research spanning neural search platforms, semantic coordinate systems, vector-native architectures, and multi-agent AI orchestration.
Epistemic Calibration Across the Knowingness Quad: A Dual-Process Dynamical Model of the Dunning-Kruger Crossover and Affective Trait Gain
Unifies the Dunning-Kruger effect with the Knowingness Quad's four stages of learning: Novice, Competent, Proficient, and Expert. Explains why self-perception only matches actual ability once you reach Proficiency, why beginners overestimate themselves, why top experts underestimate their mastery, and how real-world experience shapes confidence.
The Architecture of a Machine Mind
A 20-minute audio overview exploring the key ideas across this research — from neural search platforms to latent space reasoning.
Epistemic Calibration Across the Knowingness Quad
Unifies the Dunning-Kruger effect with the Knowingness Quad's four stages of learning: Novice, Competent, Proficient, and Expert. Explains why self-perception only matches actual ability once you reach Proficiency, why beginners overestimate themselves, why top experts underestimate their mastery, and how real-world experience shapes confidence.
