Will the following year look like the year we stop staring at chat windows and start optimizing around the human metadata behind them?

Meta work insights from your own activity, autonomous scheduling that acts on them. Agentic is the new meta; the hard part is shipping it inside a real business, especially with what Hinton keeps calling the AI jobless boom creeping in.

Day-to-day I'm on multi-eval, centralized MCP, video-generation flows, and A2A across computer-use agents with cloud-based scheduling. A lot of the work is agentic security across the stack code, pipeline (DevOps), deployed infra (Bicep / Terraform), data-level leakage (PII in transcripts), and agent-token guardrails: prompt instructions, structured hierarchical tooling.

Still in awe of formal math notation. Research collabs and MSc discussions always welcome DMs open.