Content by wiliam_rosa (3)

Wiliam_Rosa explains a public preview update to Azure Databricks Genie in Slack: when Genie answers include charts, Slack now shows the visualization as an image (not just text). The post also covers the required Slack app reinstall to grant files:write and a SQL query to audit Slack-originated Genie requests.

Wiliam_Rosa breaks down how Azure Databricks’ internal “AI SRE” agent speeds up incident investigation by gathering context automatically before engineers start debugging. The post focuses on an operational pattern: deterministic health checks and version-controlled runbooks first, then LLM-based synthesis—plus the guardrails needed to keep observability access safe.

Wiliam_Rosa breaks down how Spark Structured Streaming’s Real-time mode (as implemented in Azure Databricks) can cut anomaly-detection latency from seconds to sub-millisecond, using an Ethereum transaction pipeline that classifies events as ALLOW or QUARANTINE based on protocol invariants and sensitive-payload checks.