The speaker initially operated under the principle 'Rule One: don't lose money, Rule Two: never forget Rule One,' which caused him to play defensively, buy undervalued assets, and ultimately underperform—including three instances where he wrote investment memos claiming mathematical impossibility of loss but still lost money.