Jason Soto | Operations & Systems

Weekly Notes 2/8–14/2026

The following are a list of things I've read or watched this week that stood out. The summaries are AI generated through Perplexity.

Reading List

Something Big is Happening by Matt Shumer

Matt Shumer argues that we are at the early, “this seems overblown” stage of an AI transformation that will soon feel larger and faster than the Covid shock of 2020. He describes how recent AI models (like GPT‑5.3 Codex and Claude Opus 4.6 in his account) now handle entire software projects end‑to‑end, exercising something that feels like judgment or taste, and even contributing to the development of the next generation of AI itself.

He claims AI capabilities are improving exponentially, moving from basic errors a few years ago to passing professional exams, writing complex software, and autonomously completing multi‑hour expert tasks, with forecasted progress toward systems “substantially smarter than almost all humans at almost all tasks” by around 2026–2027. On jobs, he warns that AI is a general substitute for cognitive work and may eliminate a large share of entry‑level white‑collar roles within one to five years, touching law, finance, medicine, software, writing, and customer service, with nothing done primarily on a computer being “safe” over the medium term.

In response, he urges people to get early: use top-tier paid AI tools deeply in real work, aggressively automate their highest‑effort tasks, build adaptability as a habit, and strengthen personal financial resilience. He also highlights opportunities: radically cheaper building and learning, the ability for individuals to ship apps, books, and projects that were previously out of reach, and the importance of raising children to be curious builders who can work alongside powerful AI rather than optimizing for fragile, traditional career tracks.

Finally, he widens the lens to national security and societal risk, likening advanced AI to a new “country” of superhuman minds that could both solve major problems (like disease and aging) and enable serious harms (misuse, bioweapons, authoritarian control), making the next few years a profound test of human maturity in managing this technology.


Watch List

Cathie Wood's Big Ideas 2026 Recap by ARK Invest

The video is a high-level walkthrough of ARK Invest’s “Big Ideas 2026” report, where Cathie Wood argues that multiple innovation platforms are converging to drive a major acceleration in economic growth, productivity, and new markets by 2030.

Core Thesis: The Great Acceleration

AI Infrastructure and Software

AI Consumer Layer and Advertising

Bitcoin, Stablecoins, and Tokenization

Multiomics and Life Sciences

Reusable Rockets, Space, and Energy

Autonomous Vehicles and Logistics

Entrepreneurship and Labor

Closing Emphasis

Wood reiterates that ARK was founded to research disruptive innovation at a time when traditional Wall Street research was pulling back and says their work now helps startups size markets and investors understand the scale of upcoming shifts.

She concludes that, despite skepticism and a “wall of worry” around innovation, the flywheel of investment, productivity, and technological convergence is now in motion and believes the “innovation age” is becoming effectively unstoppable, inviting viewers to read the full Big Ideas 2026 report.