Cosmos DB stores durable state; Redis acts as a coordination layer, enabling predictable, stateless scaling without sticky sessions, strong consistency, or high costs.
Treat cloud cost as a real-time system metric tied to deployments. With tagging, CI/CD estimates, and alerts to service owners, teams can catch spend spikes early.
Agent observability is often missing in the rush to build AI agents. NeMo adds observability to AI agents, helping trace, evaluate, and debug multi-agent workflows.
Pool names in Airflow can contain any characters, but the metrics system can't handle them. I traced the root cause and got a backwards-compatible fix and merged it.
AI automates Workday data mapping, reducing manual effort and boosting integration speed, accuracy, reliability, scalability, efficiency and maintainability.
CSP in Salesforce Lightning is re-evaluated on every page load, not a one-time setup. Vendor CDN shifts can silently break embedded integrations without a code change.
A full walkthrough of how to set up Docker sandboxes on a local machine and how to run AI agents safely in YOLO mode without corrupting the host environment.
Choosing a base Linux image for containers is not just about the size. It is also about licensing, compatibility, update cadence, security posture, and support options.
Why environment variables leak, how Docker Swarm secrets work, when to use HashiCorp Vault, and building a layered approach to secrets in production containers.
Deploy and tune Apache Spark on AmpereOne M, with setup steps, cluster configs, and benchmarks showing gains vs Ampere Altra in performance and efficiency.
MCP gives Copilot a standard way to call tools (like SQLcl) without custom integrations. SQLcl runs locally and talks to Oracle; SQL MCP exposes an MCP server over stdio.