●builderYou can adopt the ledger pattern to reduce policy violations and stale-state errors in multi-turn tool-calling agents without relying on the model to reconstruct state from raw prompt history.
●researcherWorth watching as a structured alternative to implicit context management, with failure mode taxonomy that could inform evaluation benchmarks for agentic systems.