✨ Stop demanding absolute certainty. Demand calibrated confidence. Independent researcher in logic and semantic foundations of partial/extended systems, with links to operator-theoretic and coherence-based frameworks: ✔️ I work where decisions must be made before certainty is available—and correctness is measured by outcomes, not excuses. ✔️ My current work studies structural conditions for extensibility, boundary formation, and partial measurement in abstract semantic universes.