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A collection of articles, talks, courses, and tools I've found useful (or at least thought-provoking) as I explore the space where AI, product, and systems thinking meet.

I’ll keep this updated as I learn more.

📚 Articles & Essays

A few standout reads that have shaped my thinking recently:

• “AI, Help Me Think—But for Myself” (Microsoft Research)

A thoughtful paper exploring how AI can support but not replace complex human decision-making, offering insights into cognitive scaffolding, user autonomy, and trust.

I came across this via Henry Garner's LinkedIn post, which added a great perspective on how this intersects with LLM tooling and prompt design. Worth reading both.

📘 Courses & Learning

Courses I’ve taken, reviewed, or bookmarked — with a few thoughts.

▶️  Making Friends with Machine Learning (Cassie Kozyrkov)

A great way to ease into ML concepts and really accessible.

🎓 AI Product Management Specialisation (Duke, Coursera)

I’ve completed the first course and started the second.

💡 Great for: ethics, ML foundations, PM framing

⚠️ Less useful for: LLMs, prompt engineering, agentic systems

▶️  AI-Native Products: What Every PM Needs to Know and Do (Maven)

Excellent framing of mindset and strategy for probabilistic systems.

👉 Read my takeaways

🧪 Tools I've Used & Explored

Quick notes and first impressions on tools I’ve built with, tested, or tinkered around in:

• Super.so + Notion - The combo used to build this site. Fast, flexible, and easy no-code setup.
• Tally — Lightweight, Notion-friendly form builder. Good UX (probably easiest tool I’ve used so far). Seems to have a really generous free tier.
• Framer — Design-to-site tool with loads of flexibility, but not super intuitive to begin with and became limiting once feature complexity increased.
• Airtable — Light, friendly database with good integrations. Used for capturing plans, feedback, and email signups.
• Zapier — Powerful automation glue. Used for integrating forms, triggering emails, and syncing Airtable data. I can see myself using this a lot!
• Vercel — Seamless deployment for the React app. Developer-friendly with good serverless support (but debugging can be tricky).
• Custom GPTs — Building bespoke GPT-4 agents good for experimenting with workflows, reasoning, and user interaction (or just to get better results from common tasks you do with ChatGPT).

(Want longer tool reviews? Check back soon — I’ll be writing some up as blog posts.)

Got something I should read or try out? Let me know.