Writing from NTDG

Practical essays on AI orchestration, R&D advisory, grants strategy and business architecture — written by the team that runs the engagements.

Strategy18 April 20267 min read

What AI orchestration actually means in 2026

The 2026 Australian enterprise runs eleven AI agents on average and most of them produce nothing. Orchestration is the discipline they skipped.

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Technical11 April 20269 min read

Choosing between the Claude Agent SDK, LangGraph, and CrewAI

Three tools for the same job, each with a different shape. Here is how we choose between them in real Australian client engagements — and what each is quietly bad at.

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