Freshwater Insights
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What I Learned at Melbourne's AI Engineering Unconference
Apr 11, 2026
Lessons from Melbourne's AI Engineering Unconference on evals, spec-driven development, and why the bottleneck in AI engineering is organisational, not technical.
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Feb 10, 2026
Building an Agentic SEO Content Factory
Learn how we built a multi-agent AI content pipeline that researches SEO keywords, creates content strategies, and generates optimised articles. Step-by-step breakdown with ethical considerations.
• corporate, AI Foundations, AI Engineering
Oct 21, 2025
Cursor Worktrees - a glimpse into the future of software!
I discovered a new feature in my favourite IDE cursor, yesterday called Work Trees, which allows you to run multiple agents as a, basically an agent swarm against your code base.
Aug 31, 2025
What ChatGPT-5 (and the Latest AI Breakthroughs) Mean for Business
What ChatGPT-5 (and the Latest AI Breakthroughs) Mean for Business
Mar 27, 2025
Introducing our Agent Platform
We’re cooking up something new: an enterprise solution for rapid deployment and experimentation of the latest AI capabilities across multiple channels
Jan 6, 2025
Here’s to an incredible 2025!
I’m kicking off 2025 with a bang: two incredible new clients for Freshwater Futures, exciting projects underway, and a fresh focus on building AI - not just talking about it.
Sep 5, 2024
Building a ChatBot using Python + Cursor + Claude for complete beginners
A friend was asking, “where do I get started with AI Engineering skills?” So here it is a lightly edited guide to Building a ChatBot using Python Cursor and Claude.