AI systems discard an average of 83 percent of user rules when condensing long conversations. Researchers at Penn State developed a module based on Qwen3.5-9B to fix this. This add-on preserves over 90 percent of restrictions. It prevents models from ignoring critical constraints like approval requirements during extended sessions.