Konstantin
Grigorov.Principal Data & AI Engineer

From first idea
to enterprise
flagship.

Two engineers turn a small prototype into a flagship enterprise building, with blueprints, a tablet and a golden flag.
Shell Trading Trading 212 J.P. Morgan

Selected projects.

Shell Trading01
An AI agent builds connected bronze, silver and gold data pipeline stages.

Agents build.
Bronze to gold.

Led delivery of agent-built pipelines and pioneered AI-era analytics engineering.

Shell Trading02
Separate data sources become searchable in one flagship data catalogue.

The CDO’s
flagship catalogue.

Led the catalogue from concept to delivery for a 10,000-person trading organisation.

Trading 21203
Market data flows through an algorithmic engine to produce buy and sell orders.

Trading platform.
Rebuilt.

Led the re-architecture and delivery of the algorithmic trading platform from scratch.

J.P. Morgan04
The Athena risk platform migrates from on-premises servers to AWS, with controls represented by a shield.

Enterprise risk.
Cloud scale.

Migrated the Athena risk platform from on-premises to AWS.

Amsterdam / AI & Big Data Expo 2026

Beyond
the demo.

Building trusted AI agents with MCP.

The architectures, controls and evidence behind enterprise AI.

Open the slides PowerPoint
Papers & references

Your next flagship
starts here.

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