What success looks like in this role:
AI-Driven & Hybrid Optimization Techniques
Design and develop hybrid AI–optimisation techniques that fuse machine learning, metaheuristics, and exact solvers to deliver efficient, scalable AI solutions.
Apply optimisation methods to improve the efficiency of AI itself, including hyperparameter optimisation, neural architecture search, and model compression techniques such as pruning and quantisation.
Leverage AI/ML models (including large language models and neural combinatorial optimisation approaches) to accelerate model formulation, warm-start solvers, and automate solution-space exploration.
Build data-driven pipelines that integrate predictive ML models with prescriptive optimisation engines to enable end-to-end intelligent decision-making.
Evaluate trade-offs between accuracy, computational cost, and energy efficiency to ensure AI-enhanced optimisation solutions are sustainable and production-ready.
Integration of Hybrid Advanced Metaheuristic, AI and HPC
Collaborate closely with our Quantum, AI,



and HPC R&D; teams to identify high-value combinatorial problems where quantum computing and AI acceleration can offer a computational advantage.
Develop proof-of-concept (PoC) studies that compare classical optimisation techniques with quantum/hybrid and AI-augmented approaches.
Work with software developer solution engineers to integrate HPC-powered and GPU-accelerated AI solvers for large-scale combinatorial optimisation problems.
Support the deployment and monitoring of AI-enhanced optimisation models in production environments, applying MLOps best practices for reproducibility, versioning, and performance tracking.
Industry Applications & NextGen Advisory
Develop AI-powered decision support systems and prescriptive analytics solutions for clients in finance, logistics, cybersecurity, and smart infrastructure.
Advise clients on adopting hybrid AI–optimisation strategies, including responsible and productive use of AI in enterpri

📌 Business Optimization (Bengaluru)
🏢 Unisys
📍 Bengaluru