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Quantum Algorithms: The Future of Computing

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February 2026

Explore the essence of quantum algorithms, their groundbreaking applications, recent innovations, and the challenges that remain.

- Dr Magesh Kasthuri and Dr Anand Nayyar

Quantum Algorithms: The Future of Computing

Quantum computing stands at the forefront of technological progress, promising to revolutionise how we solve complex problems. Unlike classical computing, which relies on bits as units of information, quantum computing harnesses the peculiar properties of quantum mechanics to process information in fundamentally new ways. Quantum algorithms, the driving force behind this paradigm, offer dramatic speedups for certain tasks, with Shor's and Grover's algorithms serving as prominent examples.

What makes an algorithm 'quantum'?

At the heart of quantum algorithms lie quantum bits, or qubits, which differ from classical bits by existing in a superposition of states. This means a qubit can represent both 0 and 1 simultaneously, thanks to quantum superposition. Further, entanglement allows qubits to correlate their states with one another, enabling powerful computational techniques.

However, superposition and entanglement alone are not enough. The true engine of speedup is 'quantum interference'.

Algorithms are carefully choreographed so that computational paths leading to wrong answers destructively interfere (cancel out), while paths to the correct answer constructively interfere (amplify), ensuring the correct result is observed upon measurement. Quantum gates act on qubits, manipulating their states through unitary transformations, unlike the irreversible logic gates of classical computers. These principles enable quantum algorithms to explore possibilities in parallel and solve problems that are infeasible for classical machines.

Here's an example. A qubit can be represented mathematically as u) = a10) + ẞ11), where a and ẞ are complex numbers and la|2 + |B|2 = 1. Quantum gates, such as the Hadamard gate, can create superpositions as follows:

# Quantum circuit in Qiskit (Python)
from qiskit import QuantumCircuit
qc = QuantumCircuit (1)
qc.h(0) # Apply Hadamard gate
qc.measure_all()

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