Shopify Engineering published details on Gisting, a context compression method for LLM agents to boost throughput and reduce costs.

Benchmark results reveal only 16% of LLM agent runs survived the full 132-month EnterpriseArena simulation, exposing a major capability gap.

Study found LLM agents ignore abstract rules in self-improvement, relying solely on raw action histories