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What live engagements teach about product, growth and AI content machines.

Latest note · 24 October 2026 · 7 min read

Testing a calculation with a test oracle, or how to know it is right

A calculation that is a penny out passes every test if nobody knows the right answer. A test oracle is how you write that answer down before you check.

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01

Product

01 · Product

Scoping, specs and trade-offs: what worked, and what got stuck.

02

Growth

02 · Growth

SEO, content and acquisition: what the numbers taught.

03

AI machines

03 · AI machines

Content pipelines and automations, limits included.

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