To avoid the trap of hiring 'good enough' people, make the interview panel explicitly state which current employee the candidate surpasses. This forces a concrete comparison and ensures every new hire actively raises the company's overall talent level, preventing a slow, imperceptible decline in quality.

When a large company acquires a startup, the natural tendency is to impose its standardized processes. Successful integration requires a balance: knowing which systems to standardize for leverage while allowing the acquired team to maintain its freewheeling, startup-style execution.

The purpose of quirky interview questions has evolved. Beyond just assessing personality, questions about non-work achievements or hypothetical scenarios are now used to jolt candidates out of scripted answers and expose those relying on mid-interview AI prompts for assistance.

Large companies rarely make cold acquisition offers. The typical path is a gradual process starting with a partnership or a small investment. This allows the acquirer to conduct due diligence from the inside, understand the startup's value, and build relationships before escalating to a full buyout.

Counter to the adage that "startups shouldn't buy startups," Cursor successfully uses M&A as a core recruiting strategy. They acquire small, talented teams working on complementary problems, viewing acquisitions as a way to onboard the best people who happen to already be working on their own companies.

The success of an AI roll-up hinges on effective technology implementation. Therefore, the primary filter for acquiring a company is not just its financials but whether its leadership and culture are genuinely eager to adopt AI and transform their operations. This cultural fit is non-negotiable.

To maintain an exceptionally high talent bar while scaling, Coinbase's top two executives personally review a detailed packet for every prospective employee. They retain the right to veto any hire, demonstrating an extreme commitment to talent quality over speed.

The best way to learn M&A is not by being the first Corp Dev hire. Instead, start at a company with a mature, well-developed M&A function. This provides exposure to established best practices and a foundational playbook that can be adapted to other environments later in your career.

The story of interviewing 600 developers to find one CTO highlights a key lesson: high-volume interviewing isn't just about finding one person. It's about developing pattern recognition. By speaking with dozens of candidates for a single role, you rapidly tune your ability to distinguish between mediocre and exceptional talent.