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MCP Apps: On Call Compensation Report and Service Dependency Graph

Apr 17, 2026 By PagerDuty Inc. In PagerDuty

This April, PagerDuty's MCP server expands with powerful new capabilities across Analytics & Reporting and Business Services. Teams can now surface aggregate incident data, service metrics, and team metrics — giving operators instant access to the operational insights that matter most. On the Business Services side, the release adds business service dependencies, subscriber management, impacted services analysis, and priority mapping. Rounding out the release are two new MCP Apps (on our experimental branch): Service Dependency graph. and an On-call Compensation report.

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Your AI Agents Are Autonomous. But Are They Accountable?

Apr 17, 2026 By Laura Ferguson In Tigera

Why accountability, not capability, is the real bottleneck for enterprise agentic AI, and what security leaders need to do about it before regulators force the issue. Every enterprise is building AI agents. Marketing has one summarizing campaign performance. Engineering has one triaging incidents. Customer support has one resolving tickets. Finance has one processing invoices.

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Every Token Has a Price: Per-Request GPU Cost Attribution

Apr 17, 2026 By Shekhar In Last9

Flat per-token pricing is wrong by 10–50× per request. Prefill vs decode, batch sharing, and cache effects break the math. How to attribute real GPU cost - compute, energy, and dollars - to each inference request.

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Last9

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Autonomous AI for Cloud-Native Cost Optimization: Balancing FinOps and Performance SLAs

Apr 17, 2026 By Danielle Inbar In Komodor

Platform Engineering leaders are caught between two competing imperatives. You’re under pressure to flatten cloud spend but your team is still provisioning defensively because nobody wants to be the person who causes a production incident. You try to optimize, but six months later, when someone pulls a report, nothing has changed.

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AI Everywhere & Zero Trust: Ivanti's 2026 Endpoint Management Strategy

Apr 17, 2026 By Ivanti In Ivanti

What's New with Mobility MDM & EPMM 2026.2 Join Aruna Kuriti, Ivanti's Director of Product Management, as she unveils the strategic Unified Endpoint Management (UEM) Strategy 2026. This "What's new" dives deep into the Ivanti MDM and EPMM 2026.2 updates, focusing on key themes like AI Everywhere, Zero Trust, and a Unified Admin Experience. In this video, you’ll learn about: Chapters.

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Ivanti AEM 2026.2: New AI Intelligent Assist & Device View Updates

Apr 17, 2026 By Ivanti In Ivanti

What's New with Autonomous Endpoint Management (UEM, DEX, Platform, UWM, EPM) 2026.2 Discover the future of IT operations with the latest Autonomous Endpoint Management (AEM) 2026.2 updates. This "Innovator Preview" explores how Ivanti is integrating Ivanti Neurons AI and Intelligent Assist to streamline device management, improve DEX, and enhance platform performance across UWM and EPM. In this video, we cover.

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Agent Skills move too fast for git

Apr 17, 2026 By Dylan Etkin In Sleuth

Last month I was making a change to sx, our CLI. I updated a core flow, adding external catalogs as a source for sx add. Small change. Then came the testing. I knew I was messing with a core flow and wanted to be sure I hadn't broken anything. I spent about forty-five minutes setting up an isolated environment. Spinning up Docker. Fighting with tmux. Getting a clean install state I could run through the TUI a few times. Forty-five minutes of my afternoon that produced zero code. I complained in Slack.

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Your test coverage can't keep up with AI. Chunk fixes that.

Apr 17, 2026 By CircleCI In CircleCI

The faster you ship with AI, the wider your test coverage gaps get. Chunk scans your codebase, finds what's untested, writes the tests, and opens a PR.

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Elastic Scaling For AI Inference: 3 Ways Scaling Decisions Change Your Cost Per Inference

Apr 17, 2026 By Lyne Carolyne In CloudZero

We look at the hidden economics of elastic scaling for AI inference, the scaling decisions that affect your cost per inference, and what you can do now to optimize your AI ROI.

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CloudZero

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Cloud GPU Pricing Comparison: AWS Vs Azure Vs GCP For AI Workloads (2026)

Apr 17, 2026 By Lyne Carolyne In CloudZero

Compare cloud GPU pricing across AWS, Azure, and GCP for AI workloads. See H100 and A100 costs per hour, hidden cost drivers, and how to track real GPU spend.

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