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The paper measures how context compaction degrades safety rules across 20 production agent configurations, finding Claude Codeβs Sonnet 4.6 /compact preserves just 53% after one round and 10% after five. It introduces Knowledge Triage, which applies type-specific retention policies to protect safety-critical instructions.
Alibabaβs Scroll treats each long-running agent session as an executable environment backed by an append-only event log and persistent Python kernel. Agents write code to query typed state while only selected projections enter the working context.
This survey proposes Graph Engineering as a system-level framework for coordinating specialized agents, tasks, tools, and evolving runtime state through explicit dynamic graphs. It argues that scalable agent intelligence depends less on extending one loop and more on structuring collaboration, parallelism, verification, and recovery.

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