Integrated thermal, kinetic & scheduling framework that cuts a steelmaking Ladle Furnace cycle 70 → 37.6 min — coupling queueing theory, transient heat transfer, dephosphorisation kinetics & Monte Carlo. IIT Madras × Amalgam Steel.

Cliffs Natural Resources is the legacy corporate name for what is now Cleveland-Cliffs Inc., a major mining and natural resources company that produces iron ore pellets primarily for steelmaking customers in North America. The company was renamed Cleveland-Cliffs in 2017 and the canonical profile lives at the cleveland-cliffs repo.

Agentic AI control layer for an Electric Arc Furnace digital twin with simulation, training, benchmarking, and scenario-based optimization.

Cleveland-Cliffs is North America's largest flat-rolled steel producer and supplier of iron ore pellets, operating an integrated business spanning mining, steelmaking, and downstream finishing for the automotive, infrastructure, and manufacturing markets.