Infrastructures that forget: from compliance to design
Saving is easy; erasing is hard. How to shift the architecture of storage so that forgetting becomes the default state and not a late add-on.

Saving is easy; erasing is hard. How to shift the architecture of storage so that forgetting becomes the default state and not a late add-on.

MCP and A2A protocols, task delegation and diffused responsibility. The machine-to-machine conversation engineering does not yet know how to supervise.

Reasoning models consume 6 to 13 times more energy than standard queries. What data engineering is still not measuring.

Two architectures, two philosophies of reasoning. Google bets on depth, Meta on presence. What changes for data engineering.

Databases that understand context, generate metadata and participate in governance. From traditional modelling to co-modelling with embedded intelligence.