Latest Blog
Smart Home Sensor Fusion: Why Multiple Weak Signals Can Produce Stronger Presence Estimates
See how weak sensor evidence is aligned and weighted, why correlation can create false confidence, and how to test fused presence room by room.
Camera Region Processing: How Cropping Focuses AI Compute on Useful Areas
Learn how crops change effective object scale and compute, why overlap and context matter, and how to test whether region processing misses events.
Home Voice Partial Results: Why Streaming Transcription Feels More Responsive
See how streaming ASR emits and stabilizes partial words, why revisions occur, and how to measure perceived responsiveness separately from final accuracy.
RAG Query Expansion: How Synthetic Wording Finds Evidence Beyond Exact Terms
Learn how generated query variants bridge vocabulary gaps, why expansion can drift, and how to measure whether it adds evidence rather than noise.
Private Search Score Calibration: How Raw Similarity Becomes a Usable Confidence Signal
Learn why cosine similarity is not confidence, how labeled queries calibrate scores, and how to monitor thresholds when a private corpus changes.
Local AI NUMA Locality: Why Memory Placement Changes Accelerator Feed Rate
Learn how CPU, RAM, and PCIe topology affect accelerator feeding, why automatic placement can vary, and how to benchmark NUMA binding safely.
Model File Memory Mapping: How Shared Pages Reduce Duplicate RAM Use
Understand how mapped model pages are faulted and shared, why RSS can mislead, and which caches and buffers still consume RAM per process.
Private AI Audit Trails: How Event Logs Reconstruct Agent Decisions
Learn what an agent audit trail must capture, why ordinary logs are incomplete, and how to replay a private workflow without exposing raw data.
