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When Solvers Guess Smarter: Teaching SMT to Think in Functions

Opening — Why this matters now Quantified SMT solving has always lived in an uncomfortable space between elegance and brute force. As models grew richer—mixing non-linear arithmetic, real-valued domains, and uninterpreted functions—the solvers stayed stubbornly syntactic. They match patterns. They enumerate. They hope. Meanwhile, large language models have quietly absorbed a century’s worth of mathematical intuition. AquaForte asks an obvious but previously taboo question: what if we let SMT solvers borrow that intuition—without surrendering formal guarantees? ...

January 11, 2026 · 3 min · Zelina
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Twin It to Win It: How BedreFlyt Reimagines Hospital Resource Planning

Twin It to Win It: How BedreFlyt Reimagines Hospital Resource Planning Hospitals often operate under intense pressure, juggling patient needs, staff availability, and limited resources. Now imagine an AI-powered assistant that anticipates those needs, simulates complex patient flows, and delivers optimized resource plans—without burning out the staff. That’s the promise of BedreFlyt, a modular, simulation-driven Digital Twin (DT) designed for hospital wards. Developed at the University of Oslo, BedreFlyt isn’t just another simulation tool. It uniquely integrates: ...

May 13, 2025 · 3 min