Find Over-Quota OneDrives and SharePoint Sites with PowerShell
Audit OneDrive and SharePoint Online sites over their licensed storage quota with PowerShell - useful for MC1310684 remediation and routine storage management.
Operations | Monitoring | ITSM | DevOps | Cloud
The Place Where Modern Operations & Technology Come Together
The latest News and Information on DevOps, CI/CD, Automation and related technologies.
GPU cloud for AI inference in production: How infrastructure requirements change after training
Training a model is a project with an end date. Inference is what happens for the rest of the model's working life. The two workloads share GPUs, frameworks, and a lot of vocabulary, but the infrastructure decisions that make sense during training are usually the wrong ones in production. Teams that treat inference as "training, but smaller" tend to discover the gap somewhere around their first traffic spike.
Microsoft 365 Backup vs Archive vs Retention vs Inactive Mailbox
Microsoft 365 Backup, M365 Archive, Purview retention, EOA, and inactive mailbox - what each one actually does, and where third-party archivers fit.
Network Device Monitoring: Topology Maps and NetFlow
Most teams run one tool for SNMP polling, another for topology, and a third for flow analysis, then spend their time stitching the views together. This webinar shows how Netdata brings all three into a single dashboard, with 100+ vendor profiles out of the box, automatic Layer 2 topology mapping, and a flow collector that auto-detects NetFlow, IPFIX, and sFlow on a single port.
Chunk sidecars: CI Feedback Before the Push
Chunk sidecars give your agent CI-grade feedback in seconds. No push, no pipeline wait. Catch failures and fix them while the agent is still in context.
How to set up blue-green deployments with CircleCI
How to set up blue-green deployments with CircleCI.
Agentic validation needs different infrastructure
Previously, I described some core approaches to validating agent written code: feedforward and feedback techniques. Feedforward techniques are about avoiding errors up front, for example by coming up with better prompts and planning strategies. Feedback gives agents a signal that they have actually achieved a task. Feedback is a key part of common agentic patterns like Ralph loops or the /goal commands in Codex and Claude Code: keep working until some known condition passes.
OneDrive Quota Enforcement July 2026 (MC1310684): What to Do
From July 2026 Microsoft will put OneDrive users over their licensed quota into read-only state. What MC1310684 means and how to prepare before the cutover.
A package manager for AI assets (and why the lock file is per-user)
Sometime in the last two years your repos quietly filled up with a new category of file. Not code, not config exactly: prompts. A.claude/skills/ directory here. A.cursor/rules/ folder there. A CLAUDE.md at the root, an AGENTS.md next to it, a.mcp.json listing the servers your agent is allowed to call. These are the things that make a coding agent useful on your codebase, and they're sprawling.
AI Agent Governance: The Missing Piece of Autonomous IT
AI agents are making decisions, accessing systems, and resolving issues autonomously. But as organizations deploy more agents, one challenge becomes impossible to ignore: governance. Who has access? What changed? Who is accountable? The future of Autonomous IT requires autonomy with accountability.