Artificial Intelligence #llms#artificial intelligence
Decision-Aware Memory Cards: Counterfactual-Inspired Context Selection for Tool-Using LLM Agents
A new framework called the Counterfactual-Inspired Context Layer (CICL) helps LLM agents select and compress context based on decision relevance rather than semantic similarity. In tests on 50 SWE-bench Verified instances, CICL improved hit@1 from 0.58 to 0.78 and saved 44.93 tokens per query through memory cards.
Jun 16, 2026 1 source