Personal Finance: Advice from Dr. Adam Link (E. 30) episode artwork

EPISODE · Feb 22, 2026 · 56 MIN

Personal Finance: Advice from Dr. Adam Link (E. 30)

from Free Form AI · host Michael Berk

The conversation delves into the scale of finance and the concept of 'enough' in relation to wealth. It explores the value of money, safe withdrawal rates, financial mistakes, and the transition to wealth management as a career path. The conversation delves into the use of AI-based coding assistants, the importance of guardrails and testing focus, AI oversight and refactoring, workflow and quality assurance, code review dynamics, human-in-the-loop review, coaching and career development, and the metaphor of 'testing in prod' for human interactions. The key takeaways include the adversarial prompting approach for AI-based coding assistants, the significance of soft power and people skills for senior engineers, and the metaphor of 'testing in prod' for human interactions and relationships.TakeawaysFinance operates on a different scaleThe concept of 'enough' varies based on individual circumstances AI-based coding assistants benefit from an adversarial prompting approachSoft power and people skills are essential for senior engineersTesting in prod is a metaphor for human interactions and relationshipsChapters00:00 The Scale of Finance11:02 Defining 'Enough'17:54 Safe Withdrawal Rate22:56 Financial Mistakes and Overconfidence29:56 AI-Based Coding Assistance37:59 Human-in-the-Loop Review51:57 Testing in Prod: Human Interactions

The conversation delves into the scale of finance and the concept of 'enough' in relation to wealth. It explores the value of money, safe withdrawal rates, financial mistakes, and the transition to wealth management as a career path. The conversation delves into the use of AI-based coding assistants, the importance of guardrails and testing focus, AI oversight and refactoring, workflow and quality assurance, code review dynamics, human-in-the-loop review, coaching and career development, and the metaphor of 'testing in prod' for human interactions. The key takeaways include the adversarial prompting approach for AI-based coding assistants, the significance of soft power and people skills for senior engineers, and the metaphor of 'testing in prod' for human interactions and relationships.TakeawaysFinance operates on a different scaleThe concept of 'enough' varies based on individual circumstances AI-based coding assistants benefit from an adversarial prompting approachSoft power and people skills are essential for senior engineersTesting in prod is a metaphor for human interactions and relationshipsChapters00:00 The Scale of Finance11:02 Defining 'Enough'17:54 Safe Withdrawal Rate22:56 Financial Mistakes and Overconfidence29:56 AI-Based Coding Assistance37:59 Human-in-the-Loop Review51:57 Testing in Prod: Human Interactions

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Personal Finance: Advice from Dr. Adam Link (E. 30)

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This episode was published on February 22, 2026.

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The conversation delves into the scale of finance and the concept of 'enough' in relation to wealth. It explores the value of money, safe withdrawal rates, financial mistakes, and the transition to wealth management as a career path. The...

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