Lessons from Brian Tolkin

Brian Tolkin built operations technology at Uber, Opendoor, and DoorDash, and helped define product operations by connecting software development to the physical world. His work examines rapid growth, team structure, and AI’s role in physical marketplaces.

Lessons from Bill Carr

Bill Carr, formerly Amazon’s Vice President of Digital Media, managed the development of Amazon Music, Prime Video, and Amazon Studios. His Working Backwards principles translate Amazon’s management mechanisms into practical rules for hiring, product design, and organizational structure.

Lessons from Ben Mann

Ben Mann, Anthropic co-founder and co-lead of Anthropic Labs, helped establish scaling laws linking AI improvement to data and compute. His work asks how to measure model intelligence, shape Constitutional AI, and understand automation near artificial general intelligence.

Lessons from Asha Sharma

Asha Sharma has scaled operations and product strategy across Meta, Porch, Instacart, and Microsoft. Her frameworks replace traditional org charts with dynamic task networks and static products with living organisms, offering a practical way to rethink building at scale.

Lessons from Archie Abrams

Archie Abrams, Shopify’s VP of Product and Head of Growth, challenges conventional growth management by avoiding strict KPIs for core teams and tolerating higher early churn. His approach favors durable platforms and user intuition over immediate data.

Lessons from Aparna Chennapragada

Aparna Chennapragada, a product leader across Google Now, Google Lens, Robinhood, and Microsoft AI experiences, argues that natural-language interfaces turn product managers into editors. Her guidance explores platform shifts, durable products, and technology as a teammate.

Lessons from Andy Raskin

Andy Raskin, a messaging consultant for leadership teams, replaces feature lists with narratives about a changing world. His framework, inspired by the Zuora pitch deck, positions companies as guides and asks how one story can align an organization.

Lessons from Andy Johns

Andy Johns built growth systems for Facebook, Twitter, and Wealthfront by treating user acquisition like quantitative finance, then left venture capital to advocate for mental health and trauma recovery. His path connects company scaling with nervous system regulation and personal healing.

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