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Introduces DriftGuard, a safety-aware adaptive moderation framework that uses multiple monitors to detect subtle, safety-relevant distribution shifts and selectively updates models with a hard-mix adaptation set, improving toxic recall on evolving datasets.
A developer shares four common accessibility tree pitfalls that break desktop agents: stale PIDs after app switches, modal sheets intercepting clicks, multi-monitor coordinate issues, and silent failures. Solutions include detecting frontmost app changes, explicit modal checks, and correct coordinate targeting.