A surprising insight is that while LLM procedural memory optimization is crucial, many teams miss that the real challenge lies in integrating these optimizations into existing systems. In our experience, success hinges on robust architecture that allows seamless interaction between new and existing skills. A practical framework we use involves modular skill containers that can be easily swapped and updated without disrupting the whole system. - Ali Muwwakkil (ali-muwwakkil on LinkedIn)