Monitoring

5 articles about monitoring.

Proactive AI Agents That Help Without Being Asked

·2 min read

The best AI agents do not wait for commands - they notice problems and fix them. How proactive automation works and why the good samaritan pattern matters.

proactive-agentsautomationai-agentsmacosgood-samaritanmonitoring

LLM Observability for Desktop Agents - Beyond Logging Model Outputs

·2 min read

Traditional LLM observability focuses on model outputs. For desktop agents, watching what the agent actually does on screen - logging actions, not just reasoning - matters more.

llm-observabilityollamaagentsmonitoringdebugging

How to Monitor What Your AI Agent Is Actually Doing

·2 min read

Tool call logs look clean even when the agent is clicking on elements that do not exist. Screen recording is the missing observability layer for AI agents that interact with desktop and browser UIs.

monitoringobservabilityai-agentscreen-recordingdebugging

Reviewing What Your AI Agents Did Overnight - The Green Dashboard Problem

·2 min read

AI agent dashboards often show everything green until you click in. Learn how to build meaningful morning review workflows that surface real issues instead of false confidence.

ai-agentmonitoringdashboardautomationovernightreview

Using Ollama for Local Vision Monitoring on Apple Silicon

·3 min read

Local vision models through Ollama handle real-time monitoring tasks like watching your parked car. Apple Silicon M-series makes local inference fast enough for practical use.

ollamalocal-visionmonitoringapple-siliconprivacy

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