Research & technical focus

• Agentic Marketing Systems

  Active research

  Architecture for agents that plan, execute, and optimize marketing campaigns with minimal human oversight — core R&D at amTop.

  • Multi-agent planning
  • Campaign optimization
  • ROI feedback loops

• Intelligent Workflow Automation

  Active research

  Replacing fragmented business processes with adaptive AI workflows — the technical foundation of ThinkFlowGPT.

  • LLM orchestration
  • Process mining
  • Human-in-the-loop control

• Distributed & Systems-Level AI

  Ongoing study

  Intersection of distributed computing, neural networks, and full-stack systems for production agentic products.

  • Distributed computing
  • Neural networks
  • Production ML systems

Related: companies, projects, and the full biography.