Decision-Aware Memory Cards: Counterfactual-Inspired Context Selection and Compression for Tool-Using LLM Agents

In three linesCICL, a decision-aware context layer, selects and compresses relevant evidence for tool-using LLM agents. On 50 SWE-bench instances, Qwen3.6 reranking improves hit@1 from 0.58 to 0.78 and MRR@10 from 0.634 to 0.790. The system scores units by action shift, outcome uplift, necessity, and negative-transfer risk.

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