@duke.pan: A research agent can evolve from collecting posts to filtering signals, mapping companies, and assessing leadership—but automated trading requires far more trust and maturity. The speaker’s own investing approach favors long-term conviction in an industry, company, founders, and product over technical analysis or day trading. #AIResearch #Investing #ResearchAgents #LongTermInvesting #TradingAutomation