Balancing Particle Nuance in Spoken Conversation

I’ve spent quite a bit of time analyzing grammar patterns lately, particularly how textbook rules translate into spoken speech. While the structures we learn are solid, I’ve noticed a significant shift in how particles are handled in casual settings. It’s a delicate balance between clarity and flow. Does anyone have a mental checklist for when to omit a particle versus keeping it to highlight specific nuances?