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Event · May 2026

Invited to a working session with a major metallurgical engineering company

At the invitation of a major metallurgical engineering company, SIC™ co-founder Dr Ziguang Zhao and Chief Scientist Prof. Yansong Shen met its blast-furnace digitalisation team to align on collaboration needs and the engineering requirements for putting Agent X into steel plants.

In May 2026, SIC™ co-founder Dr Ziguang Zhao and SIC™ Chief Scientist Prof. Yansong Shen were invited to a working session with the blast-furnace digitalisation team of a major Chinese metallurgical engineering and technology company — a firm that designs, builds and digitalises blast furnaces for steelmakers.

Two views of the same furnace

Engineering companies bring a plant's measured data together on one screen: shell and cooling temperatures, top gas, blast and tuyere conditions. That view stops at the furnace wall. SIC™ BF Smart Agent X adds what measurements cannot show — the cohesive zone, gas flow and temperature field inside the furnace, and how they respond to an operating change.

The session explored how the two fit together: measured data on the outside, physics-constrained prediction on the inside.

What we aligned on

Where collaboration is needed. Steelmakers increasingly ask for blast-furnace digital solutions that go beyond monitoring to decision support for low-carbon operation. A physics-based view of the furnace interior is the piece those solutions are missing.

What "plant-ready" has to mean. The discussion set out the engineering requirements for deploying Agent X inside a steel plant:

  • Live data, not manual exports — read operating data directly from the plant's data systems.
  • Open interfaces — so existing control-room and digital platforms can call Agent X's predictions.
  • On-premise deployment — operating data stays on site, under the plant's own security rules.
  • Industrial reliability — stable, maintainable and fast enough for daily operation, not only for studies.
  • Validated against the plant — predictions checked against the furnace's own measurements before they guide decisions.

Why it matters

Engineering companies are how new technology reaches blast furnaces at scale. Working with them turns a single-plant deployment into a route to many furnaces — and their requirements now set the roadmap for our enterprise integration work.

If you build or operate blast furnaces and want to explore integration, get in touch.

Contact

Bring one furnace question. We'll show you what the model sees.

Steel plant, research partner or investor — leave a short message and an engineer from our team will reply within one business day.