Run a daily cron job on GitHub Actions for free by committing a JSON file back to the repo as your database, plus the gotchas from 139 production runs.
Every microservice calling OpenAI directly is a $4,000/month surprise waiting to happen. The shift nobody's writing about — but everyone at scale is building.
Legacy server ping checks are obsolete. Synthetic monitoring solves this by simulating real user journeys to validate that actual business workflows function correctly.
Secure enterprise AI agents with zero-trust, prompt defenses, identity isolation, secure orchestration, and continuous observability against emerging agent-era threats.
In this article, we will discuss monitoring AI models wisely. Prioritize actionable alerts so that real issues stand out instead of getting lost in the noise.
Multi-agent systems lack a governance layer for reasoning. The Reasoning Control Plane addresses this with shared context, A2A access controls, observability, guardrails.
During deployment, replacing a long-running task can process the same data twice, which corrupts the output and breaks consumers that need exactly-once processing.