@ganjiakoun16

ai-friendly-architecture-design covers paradigm shifts (deterministic to probabilistic, structured to semantic, static to dynamic) for systems incorporating ai. provides layered architecture reference and agent type selection guidance but lacks concrete, numbered implementation procedures.

beergaao wraps tushare and longport apis for multi-market stock analysis, strategy backtesting, and signal generation. covers a股, hong kong, and us equities with 10+ built-in strategies and ml factor research. requires tushare token.