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Deep Values Frontier: AI Research Explained
Deep Values Frontier: AI Research Explained

Cursor Engineer Ships 1,000 PRs a Month. Who Checks Them? | AI Explained

18 min•3 november 2026

Om avsnittet

Learn the guardrails that took Cursor engineer Lauren Tan from babysitting a few AI agents to 1,000 pull requests in a month. It matters now because unchecked vibe coding is turning fast code into endless debugging.


Chapters

(0:00) Scaling AI Software Agents

(4:01) Step 4: Autonomous Cloud Orchestration

(8:28) Step 2: Unit Testing Agents

(10:28) Evolution of Engineering Scale

(11:08) Step 3: Extreme Systemic Guarantees

(14:33) Cost of Autonomy: Trade-Offs

(15:15) Democratizing Code for Teams

(15:52) Frontier of Autonomous Agents

(17:35) Apps for Intelligent Investors

(17:53) Get the free apps


DeepValues toolkit

• Run the numbers on any stock yourself, free

• Free Margin of Safety Weekly, every Saturday (guru moves, market temperature, the week's research; no account needed)

• Open-source research on 300+ companies

• DeepValues for iOS, intrinsic value and margin of safety for any stock

• DeepValues for Android

• Is the market overvalued? Track it with Buffett Indicator (iOS)

• The same market gauge on Android, Buffett Indicator & Shiller PE

• Deep Value Intelligence, the multi-agent AI analyst

• Developer API for your AI agents


Deep Values explains AI from first principles: the research papers, models, chips and companies shaping the AI era, and what they mean for builders and investors. Understand AI from first principles.


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