• AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.

The review bottleneck moves from lines of code to human comprehension: large agent-authored PRs travel with an intent-and-tradeoffs artifact instead of line-by-line reading, inside a team structure that winds projects down on a two-week cycle.

• videoKV Cache-Aware Routing and P/D Disaggregation on Kubernetes — Yuchen Fama & Ashish Kamra, Red Hat
• videoAI in GTM at Notion — Flora Liu
• videoKnowledge Systems: The New GTM Stack — Jeffrey Wang, Exa
• videoThe Building Blocks of GTM Orchestration — Arman Vaziri, Ramp

• podcastAnthropic’s first technical PM on token maxing, the jagged edge, and living in the future | Dianne PennLenny Rachitsky
• videoPrototyping as Leadership: How a CTO Ships with AI Agents — Hursh Agrawal, The Browser CompanyAI Engineer
• podcastHow Anthropic’s product team moves faster than anyone else | Cat Wu (Head of Product, Claude Code)Lenny Rachitsky

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