In July 2025, Gartner told AI leaders that “context engineering is in, and prompt engineering is out.” The past year, people on the bleeding edge of AI have been paying attention to framing. 💡 Context engineering prepares everything prior to the prompt. Even the best prompts will fail without the right context. Giving [...]
Generative AI makes things for you. Agentic AI does things for you. This distinction, between making and doing, is the next step on the exponential curve of capability. An AI Agent can initiate and execute tasks independently, finding the best way to transition from an initial state to a goal state by using any [...]
SEO gets your website listed in the directory, but AEO gets your website recommended by the concierge. In the previous decade, when you wanted your website to get found by your target market, you used Search Engine Optimisation to show on the first page of search results. I n the coming decade, people aren't going to [...]
Is what you are reading written by a human, or by AI? (Spoiler alert: I write all my newsletters by hand. I've been sending weekly newsletters for nearly two decades, because I enjoy writing weekly missives - none of this was written by AI.) A watermark declares authenticity. It's like a subtle version of a [...]
The conventional wisdom has been: open-source models are 3-6 months behind frontier models. If you wanted best-in-class reasoning, you had to pay for your tokens through a Frontier model. You could pay through a subscription (all-you-can-eat) or via an API (pay-as-you-go). With the release of agent harnesses like OpenClaw and Hermes, you can switch models with [...]
There's been lots of releases in July 2026. First, Anthropic said after Fable 5 was (re)-released, it would go onto the API, and paid subscribers could only use it via API or usage credits (making it pay-as-you-go, instead of all-you-can-eat) after 7 July. Then, OpenAI released GPT-5.6, with 3 reasoning levels, and your choice of effort : [...]
The years I spent as a marketing automation strategist taught me to see the work move through a workflow, end-to-end. I find myself using those skills more frequently, as I hatch and manage AI agents for clients. To launch an AI agent into a business, 4 things have to go right: Picking the right model Teaching it [...]
Last week I taught a half-day workshop in partnership with the Regional Business Partner Network at Enterprise North Canterbury. We gathered dozens of entrepreneurs and business owners together for an afternoon of AI training. They had heard the hype, seen the demos, and played around with a few tools. But they were still trying to [...]
Xero recently published a report comparing how New Zealanders are using AI. They surveyed more than 1000 professionals, and they found that most people are still using AI like a random toolbox. They open ChatGPT, or Copilot, or Claude, or Gemini. They ask a question, get an answer, copy the useful bits, and move on. That’s [...]
AI agents are changing the way work gets done. As agentic AI systems become more capable, our real advantage will not come from technical proficiency. Our advantage will come from knowing how to manage AI agents well. The ability to scope agentic projects, manage autonomous systems, evaluate their performance, and design the information environments [...]