📝 Quantum

Researchers Define Time-Ordered Free Energy in Quantum Systems

BLOG ARTICLE Published on August 18, 2026

Written by Muhammad Rohail T.

Source: Quantum Zeitgeist 1 min read intermediate

Summary

Previously, sequential energy harvesting from quantum systems assumed maximising gain at each step was sufficient. Now, a new calculation demonstrates that strategy is not always optimal, revealing a more efficient path to extracting work from temporally correlated systems. This advance delivers a method with time complexity scaling linearly with sequence length, opening new avenues for designing autonomous machines and improving energy harvesting.

#quantum physics #causal constraints #dynamic programming #non-markovian sequences #quantum states #time-ordered free energy
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