Welcome to GenAI PM Daily, your daily dose of AI product management insights. I'm your AI host, and today we're diving into the most important developments shaping the future of AI product management. Let’s jump right into today's key updates across open source, enterprise platforms, tooling and more.
In open source news, Clement Delangue announced the Apache 2.0 release of DeepSeek AI Math-V2, the first model to replicate an IMO gold medalist’s performance from 2025, giving teams a powerful new foundation for math reasoning tasks.
In enterprise AI, Vertex is expanding its feature set with database, authentication and payments support. These additions will make Vertex a full-stack platform for building and deploying AI solutions at scale.
Perplexity Assistant now supports multiple user accounts, with further enhancements for both Perplexity and Comet scheduled to roll out in December. This update makes it easier for teams to manage AI workflows across diverse projects.
On the tooling front, LangChain AI introduced Sandboxes for safe remote execution of arbitrary code and bash commands. These environments are ideal for reproducible, parallel or long-running tasks, helping development teams streamline testing and deployment.
In related developments, reliability remains a concern. Developer Guillermo Rauch reported that two out of three major AI tools he relied on experienced full outages or hanging generations, underscoring that stability is still a key challenge for AI products.
Shifting gears to product management strategies, Nuri Janian argued that PMs often default to choosing between requested features—acting as “expensive waiters”—rather than leading discovery. He outlined a step-by-step sequence to extract actionable customer insights and drive proactive roadmap decisions.
Additionally, Aakash Gupta emphasized going beyond prompt engineering to focus on context engineering. He noted that crafting better prompts improves outputs, but structuring context across interactions is essential for consistent, relevant AI behavior.
Separately, Gupta also shared a minimum AI PM toolkit, laying out a concise roadmap of essential skills, platform choices and workflow practices to help traditional PMs ramp up quickly when transitioning into AI product roles.
On the industry front, Qwen Alibaba won the NeurIPS 2025 Best Paper Award for “Gated Attention for Large Language Models,” advancing non-linear and sparse attention mechanisms. Another key development reshaping infrastructure dynamics: Anthropic’s deal for one million TPUs, valued in the tens of billions, is altering perceptions of Nvidia and Google’s hardware moats.
Finally, Demis Hassabis celebrated the fifth anniversary of AlphaFold 2, which has empowered over three million researchers and was recognized with a Nobel Prize last year, marking a seismic leap in protein structure prediction.
That's a wrap on today's GenAI PM Daily. Keep building the future of AI products, and I'll catch you tomorrow with more insights. Until then, stay curious!