Sequoia Capital

Kalshi's American Power Index (KPOW) transforms political power shifts into a single trackable number using prediction markets, combining current governance with future expectations for more objective political dynamics than traditional media or polls.

Cursor achieves 1TB model cross-continental synchronization during training by leveraging weight change patterns in RL, reducing transmission volume by 20x and ensuring model consistency.

The common trait among top founders is intense focus: they celebrate a win for a day and then immediately get back to the work. They are less distracted and don’t look around at what others are doing; they “mute the world” and build their own path. The UFC’s Dana White is a missionary-founder example, scaling from a tiny, no-money operation in Vegas to a global combat organization.

Suno transforms 90% of users from music consumers into creators. CEO Mikey Schulman's core insight is that the creation process itself is entertainment. Creating brings fulfillment that's in human DNA, and technology should let everyone experience this joy rather than just consume content.

Online RL is not the core for building models but an optimization method to enhance user experience after the model reaches a certain quality.

In large-scale RL training, numerical mismatches arise due to model version drift and floating-point precision differences, causing inconsistent log probabilities during inference and introducing training bias.

企业AI的难点在于管理和配置工具及技能，而非推理能力。

The core challenge of enterprise AI is not reasoning capability, but rather permission management and tool configuration architecture. Serval adopts a dual-agent architecture where admin agents build tools and skills while help desk agents serve end users, ensuring AI operates within security boundaries.

Jobs believed CEOs should say no to most things; Bezos preferred to try everything.

AI won’t just make Spotify smarter; it can pull music from background noise back into the center of social life, and Suno is focused on using generative AI to make music a human connector again.

Cursor argues that model specialization does not violate the Bitter Lesson, as it relies on scaling data—not hand-crafted features—and large models are already implicitly specialized due to extensive code training data.

构建大型语言模型（LLM）项目类似于酿造啤酒，无法完全预测结果，更多依赖于实验和技术探索。

Notion CEO Ivan Zhao transformed the company from a SaaS model to an AI-driven enterprise through strategic reboots and organizational restructuring, adopting a 'jazz band' culture and core strategy renewal.

Notion's CEO identified common sales strategy pitfalls including over-reliance on PLG models, neglecting professional sales teams, and failing to adapt sales processes. He advises focusing core innovations and optimizing sales systems.

Serval founder Jake Stauch explains the core value of AI-native enterprise service management platforms: replacing manually configured workflow engines with AI-automated ones, enabling enterprises to dynamically adapt to rapidly changing business processes and solving the problem of lengthy development-to-deployment cycles in traditional enterprise software.

This video is an interview with Mikey Schulman, founder of Suno, discussing how AI music generation tools allow ordinary people to create music.

Suno founder proposes a complete redefinition of music creation.

Suno的Mikey Shulman在视频中讨论了音乐制作的民主化趋势，强调了现代技术和工具如何使更多人能够创作音乐。

This article explains the difference between managers and executives using a metaphor, emphasizing that managers focus on details and execution, while executives are responsible for strategy and the big picture.

A fundamental tension is emerging in enterprise AI agents: employees desire full autonomy from their cloud agents, while organizational security and IT teams remain cautious about such broad access, reshaping enterprise AI product design.

The AI industry would need $1.6 trillion in annual revenue to justify current investments, four times Google's peak yearly revenue, while total revenue to date is only around $100 billion.

文章提供了一种简短的职业发展策略，强调自我认知和机会把握的重要性。

本文讨论了Rick Rubin在音乐和播客领域的独特品味和工作方式，但内容信息密度较低，缺乏技术深度。

本文强调了投资决策中对创始人个人特质的重视，而非依赖传统评估模式。

Model specialization does not break the bitter lesson because large models trained on extensive code data are inherently specialized for code tasks. To saturate model capacity, data scaling is necessary to free weights from distractions.

Dick Costolo shares his views on founder mode in a YouTube video, but lacks technical depth.

Cursor adopted a top-down approach to skip pre-training, directly delivering a useful model to avoid the long development time of traditional paths, thus quickly meeting user needs.

This video contains only YouTube page metadata with no substantive content or technical insights.

The YouTube video link points to a page containing multiple video recommendations rather than specific content about Dick Costolo sharing his experiences managing Twitter.

The link points to a YouTube video page but contains no actual content regarding the comparison of computational efficiency between brains and GPUs.