AINeutralarXiv – CS AI · 18h ago6/10
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Decision-Aware Memory Cards: Counterfactual-Inspired Context Selection and Compression for Tool-Using LLM Agents
Researchers introduce CICL, a decision-aware context layer that improves how language model agents select and compress relevant information for tool use. By scoring evidence based on action criticality and packing high-utility data as typed memory cards, the system achieves significant performance gains on code retrieval benchmarks, raising hit rates from 58% to 78% on SWE-bench tasks.
🧠 GPT-5