"Intelligence without strong infrastructure and right design is merely a research experiment."
- 🧠 Agent memory — decisions captured through Kafka into a Neo4j graph, injected back over MCP.
- 🛡️ Agent reliability — catch degradation before the task fails, then recover deliberately.
- 📡 Decision intelligence — noisy geopolitical and shipping signals resolved into calibrated risk bands.
- 🔬 Applied deep learning — 3D biomedical imaging and long-horizon clinical time series.
