MCP makes connecting agents to tools easy. Authentication is harder. Here is how MCP authorization works, what changed in July 2026, and why agent identity is the next challenge.

AI is already making many tasks faster, but enterprise transformation is still shallow. The real productivity boom will come as organisations redesign processes and operating models around AI.

Australia should prepare now for AI-driven labour disruption by encouraging onshoring, making migration responsive, protecting graduate pathways and retaining high-value capability locally.

AI is becoming cheaper, yet enterprise AI bills may rise as agents perform more work. The real challenge is measuring returns, controlling consumption and governing increasingly autonomous AI systems.

Agentic AI is shifting from armies of specialist agents toward capable general agents that load skills, tools, knowledge and workflows on demand, using subagents only where independent agency adds value.

Generative AI has transformed what computers can understand and create, but many of the hardest enterprise AI problems remain familiar. As AI moves from answering questions to taking actions, the important question is becoming not simply how intelligent AI is, but how much authority we should give it.