Sidekick Pulse¶
Shopify merchant-facing notifications system powered by long-context, small-latency LLM inference. Example use Parakhin gives: "Hey, it looks like your Canadian sales configuration is broken — here's what to change" or "You should set up this campaign with these parameters." Runs over large merchant context windows, which is why Shopify distills frontier models into liquid-ai 7-8B specialists — see distill-to-small-task-model.
Delivered at buyer level too: automated discount offers, cashback prompts, and other interventions, calibrated by data from simgym.