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What Causes Clock Drift on an Internet-Isolated Home Server?
Diagnose offline clock drift by separating oscillator frequency error, temperature, suspend behavior, RTC correction, virtualization, and local time sources.
What Causes Camera Timelines to Misalign in Multi-Camera Event Summaries?
Trace multi-camera timeline errors through clock sync, capture timestamps, transport buffering, processing delay, event windows, and cross-camera association.
What Causes GPU Utilization Gaps During Continuous LLM Batching?
Diagnose GPU utilization gaps by separating workload supply, scheduler bubbles, prefill-decode imbalance, KV allocation, CPU feeding, and synchronization.
What Causes WebSocket Reconnect Loops in a Remote Home AI Interface?
Diagnose WebSocket loops across handshake, proxy, authentication, heartbeat, network path, session recovery, and client backoff layers.
What Causes Backup Checksums to Mismatch After an Interrupted Transfer?
Trace checksum mismatches through source snapshots, chunk manifests, resume offsets, partial files, transforms, storage writes, and final verification.
What Causes Duplicate Household Entities in a Private Knowledge Graph?
Diagnose duplicate knowledge-graph nodes by separating extraction variants, identity keys, resolution thresholds, source lineage, and concurrent merges.
What Causes Vector Index Segments to Multiply Faster Than New Documents?
Diagnose segment proliferation by tracing flush triggers, document updates, tombstones, replicas, compaction backlog, and abandoned index builds.
What Causes Local Model Server Memory to Creep Up Between Requests?
Distinguish useful cache growth and allocator reservation from fragmentation, retained request state, and true CPU or GPU memory leaks.
