Operations | Monitoring | ITSM | DevOps | Cloud

Nobody wants an API key sitting in an agent's config file on a shared server. Mike shows how AURA takes the credential off the request instead. AURA can hold your keys in its config file, but it does not have to. Mike Shearer, one of AURA's creators, walks through the alternative: AURA reads named headers off the incoming request and forwards them to the MCP servers it calls, so the credential never has to sit on disk.

Two engineers can hold the same approve button and still not be allowed to make the same change. The key riding with the approval settles it. AURA's human in the loop config gates the create_pipeline tool on the Mezmo MCP server and sends each request to a webhook for review. A mock UI stands in for the approval system here, and Mike walks through the payload schema so you can point it at your own.

AURA runs as a standalone service and knows nothing about Slack. A separate bridge streams events off its API, which is what makes the chat tool swappable. This is the implementation behind the automated PagerDuty investigation demo. Jeff Vogt walks the whole path an incident takes: a Grafana alert fires PagerDuty, PagerDuty opens a Slack channel and sends a webhook, and a service called AURA Bridge picks it up and calls AURA's API with an investigation prompt.

An engineer in an incident does not have a metrics problem, a logs problem and a traces problem. They have one question, and answering it today means opening three interfaces and retyping the same timestamp, service name and tenant into each one.

Read more: https://speedscale.com/blog/your-observability-stack-found-the-fire/

ManageEngine MSP Central's billing capability, powered by Zoho Billing, is officially live—and the headline feature is automated usage-based billing. No more pulling usage numbers manually, matching them to invoices, and updating everything by hand every month. Here's what changes: Customer data syncs automatically from MSP Central to Zoho Billing—no duplicate client records. Every service you deliver, including endpoint management, ITSM, and infrastructure monitoring, becomes billable in Zoho Billing without manual setup. Set up subscriptions per client, per service—one client can run multiple subscriptions at once.

Watch the full episode: MCP vs CLI: Does it even make a difference? Live Laugh Logs ep. 3.

In this Black Hat talk, Nicole Beckwith introduces APEX (Adversarial Pattern Extraction and Correlation), a detection framework—not a Cribl product—that clusters TTP-based signals around entities to support behavioral detection. It is intended for security practitioners, SOC and detection teams, and threat hunters who want to learn how to use raw telemetry or OCSF data, TTP chaining, time windows, criticality, and cross-correlation to detect behavior beyond static indicators and rule-count coverage.