FOCUS: Training-Free Decision-Preserving Context Compression for LLM Agents

Shantanu Dixit, Anson Bastos, Xuchao Zhang +2

LLM agents accumulate interaction histories that grow linearly with task length, causing quadratic inference cost scaling and performance degradation from attention dilution. Exist…