What you get

The underlying research. The part of the story that's still true after the launch-post hype cycle has passed.

When to read

When a capability claim from a builder source needs a reality check, or when you want to understand what the field actually knows vs. what it's shipping. Google DeepMind is worth reading in full when it lands — the cadence is slower but the return is high.

What to discount

Academic sources lag the product cycle. Don't wait for peer review before making production decisions.