Latest Blog
What Is Sensor Hysteresis, and Why Does It Matter for Smart Home Automations?
Learn the difference between physical and control hysteresis, how thresholds prevent chattering, and how to test delays and stability in automations.
What Is Diarization Error Rate, and What Does It Exclude From Speech Accuracy?
Learn how DER is calculated, how collar and overlap rules change it, and which separate metrics are needed for searchable household audio.
What Is Rolling Shutter, and When Does It Distort Home Camera Detection?
Understand line-by-line exposure, the motion conditions that create distortion, and how to test whether rolling shutter changes detection or tracking.
What Is a Camera GOP, and Why Does It Affect NVR Seeking and AI Analysis?
Learn how I, P, and B frames form a GOP, why keyframe spacing changes NVR seeking and AI startup, and how to test the tradeoff.
What Is Metric Cardinality, and Why Can AI Observability Become Expensive?
See how labels multiply metric series, why AI workloads create high-cardinality dimensions, and how to measure useful observability without unbounded cost.
What Is Trace Sampling, and When Can It Hide an AI Workflow Failure?
Learn how head, tail, and probability sampling select traces, which failures they can hide, and how to verify diagnostic coverage on a home AI stack.
What Is REA? How AI Agents Reverse Engineer Software Without Source Code
REA connects AI coding agents to reverse-engineering tools for inspecting binaries, packaged apps, and websites, with evidence-based analysis and clear technical limits.
What Is an Agent Transaction Boundary, and When Can a Tool Action Be Rolled Back?
Decode local atomicity, sagas, compensation, idempotency, pivot actions, approvals, external side effects, and recovery testing for home AI agents.
