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为智能体操作记录前后真实状态快照,用于检测幻觉与核验结果。
为计算机操作代理保存并检索跨会话的界面视觉记忆,提升自动化稳定性。
Runaway loop detector for AI token economies — monitors token usage and cost ratios to catch runaway agent loops early.
Signed AI content provenance with PII scrubbing — timestamps and signs AI-generated outputs for EU AI Act and FTC compliance.
Contradiction detector and belief repairer for multi-source facts — ensures knowledge-base consistency across agent sessions.
CRDT-based shared world state for parallel agent sessions — conflict-free merging of facts across concurrent AI agents.
Pre-commit norm gate for AI-generated PRs — enforces coding and contribution norms, blocking violations before they land.