With information now ubiquitous, the primary source of market inefficiency is no longer informational but behavioral. The most durable edge is "time arbitrage"—exploiting the market's obsession with short-term results by focusing on a business's normalized potential over a two-to-four-year horizon.

Pilecki argues that classic value investing fails by ignoring momentum. He waits for a stock's chart to form a base before buying and lets winners run past initial price targets if momentum is strong. This avoids buying "falling knives" and cutting winners short.

Counter to conventional value investing wisdom, a low Price-to-Earnings (P/E) ratio is often a "value trap" that exists for a valid, negative reason. A high P/E, conversely, is a more reliable indicator that a stock may be overvalued and worth selling. This suggests avoiding cheap stocks is more important than simply finding them.

Intrinsic value shouldn't be confused with a 12-month price target. It is a calculation of a company's long-term worth, akin to a private market or takeover value. This stable anchor allows investors to assess the "margin of safety" at any given market price and ignore daily noise, rather than chasing a specific trading level.

Wagner's strategy shifted from buying statistically cheap companies to requiring a clear catalyst for value realization. He found that without a catalyst, even correctly underwritten cheap stocks would continue to decline due to factors like technological disruption, making the old "cigar butt" approach obsolete.

In the world of hyper-short-term pod shops, a stock being "cheap" is a sign of a broken thesis, not a value opportunity. This highlights a fundamental philosophical divide where traditional value investors see opportunity, while pods see a reason to sell immediately.

Anchoring valuation on a company's typical price-to-sales ratio helps identify buying opportunities when margins are temporarily depressed. This avoids the pitfalls of methods like the Magic Formula, which can mistakenly favor companies at their cyclical earnings peaks, leading to underperformance.

Financial models struggle to project sustained high growth rates (>30% YoY). Analysts naturally revert to the mean, causing them to undervalue companies that defy this and maintain high growth for years, creating an opportunity for investors who spot this persistence.

The best investment deals are not deeply discounted, low-quality items like "unsellable teal crocodile loafers." Instead, they are the rare, high-quality assets that seldom come on sale. For investors, the key is to have the conviction and preparedness to act decisively when these infrequent opportunities appear.