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PM Atlas 1,782 notes · updated Oct 8Search

Framework · 2 notes · discussed by Benjamin Mann, Mike Krieger

Constitutional AI

Every note in the archive that names Constitutional AI: summaries, key takeaways and links to the original essays, episodes and posts. Ask a question below to get a cited answer from just these notes’ authors.

Lenny’s Podcast93 min

Anthropic’s CPO on what comes next

Mike Krieger · Jun 5, 2025

Key learnings

Use AI as an independent strategy critic: ask it to be brutal or to challenge your thinking, since default prompts tend to…
As AI writes most code, bottlenecks shift upstream to deciding what to build and aligning people, and downstream to merge queues…
Give teams a minimum viable strategy so people feel empowered to build and explore at the edge of model capabilities without…

Lenny’s Podcast87 min

Benjamin Mann

Benjamin Mann · Jul 20, 2025

Key learnings

Mann argues progress is accelerating, not plateauing: model releases now come every one to three months, and scaling laws…
Define transformative AI by the Economic Turing Test: if an agent passes as a human hire for a role over a month or three, track…
Use AI tools ambitiously and persistently; Mann says retrying a task from a fresh start succeeds far more often than repeatedly…