Operations | Monitoring | ITSM | DevOps | Cloud

ShipTalk S4E5 | How to Build Real-World ML for 2D Drawings | Marina Petzel (Senior ML Engineer)

Dec 1, 2025 By Harness In Harness
What does it actually take to ship AI into a 40+ year old product used by millions of professionals? In this episode of ShipTalk, Dewan Ahmed (Principal Developer Advocate, Harness) chats with Marina Petzel, Senior ML Engineer and AI Productivity Lead at Autodesk, about building and shipping practical AI, not just flashy demos.
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Staging Environments Explained: Why Staging Is Essential for Safe, Reliable Software Releases

Dec 1, 2025 By Harness In Harness
A staging environment is the final checkpoint before any software update goes live, a production-like space where bugs, performance issues, and integration failures can be caught before they impact real users. In this video, we break down what a staging environment is, why it’s critical, and how it helps ensure smooth, predictable deployments.
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#AI Powered Data Protection Inside Cribl Guard

Dec 1, 2025 By Cribl In Cribl
Cribl Guard uses an always running AI agent to spot sensitive data as it moves through your environment and recommend the right protections in real time. In this demo, you will see how the agent samples live events, identifies patterns like credentials and credit cards, and turns them into one click fixes that keep your destinations safe. Faster detection, smarter rule recommendations, and instant mitigation. This is what modern data protection looks like.
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Why AI Will Push #Telemetry Budgets to the Breaking Point in 2026

Dec 1, 2025 By Cribl In Cribl
Telemetry growth is about to hit a new level in 2026. Nick Heudecker from Cribl walks through our new predictions report and explains why observability costs are set to surge again, with more than a third of enterprises spending at least 15 % of their IT budgets on telemetry alone. He also shares how agentic AI adds new risk to the data pipeline, why most AI workloads will struggle to scale, and how platform shifts and market forces will reshape the data landscape.
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circleci

Get 97% faster feedback with Smarter Testing by CircleCI

Dec 1, 2025 By Vineet Antil In CircleCI
Fast feedback is the foundation of software delivery at scale. Long build and test cycles break developer focus, turning simple changes into momentum-killing pauses. Studies show that recovering from these interruptions can take twenty minutes or longer. Multiply that by dozens of commits per day and context‑switching time quickly turns into days of lost productivity.
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honeycomb

Design as Infrastructure

Dec 1, 2025 By Sol Escalada In Honeycomb
SaaS products that are built for engineers power critical workflows, yet their designs are often afterthoughts. SaaS products often assume that technical audiences will figure out their way through a complex experience, or just forgive them for the paper cuts on the way. A foundational design system can be perceived as a layer of polish rather than an infrastructure investment, especially in the early stages of a startup.
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dotcom-monitor

How Browser Monitoring Tools Enhance Application Reliability & User Experience

Dec 1, 2025 By Dotcom-Monitor In Dotcom-Monitor
Modern web applications are increasingly complex, with dynamic content, single-page apps (SPAs), APIs, and third-party integrations. For businesses, ensuring application reliability and a seamless end-user experience is critical. Poor performance can lead to customer dissatisfaction, revenue loss, and reputational damage. This is where browser monitoring tools and browser performance monitoring come into play.
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civo

Data control with CivoStack Enterprise: Beyond the air-gap debate

Dec 1, 2025 By Russell Smith In Civo
When an organization talks about sovereignty it is usually about where its data lives, who can touch it and how it is protected. Adding air‑gap to the discussion often turns the conversation into a binary: either the system is completely cut off from the outside world or it isn’t. In practice the reality sits somewhere in between.
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logicmonitor

Monitoring Azure Metrics to Protect Uptime And Stop Threats Early

Dec 1, 2025 By LogicMonitor In LogicMonitor
This is the fifth blog in our Azure Monitoring series, and we’re focusing on what’s most critical: keeping your environment secure and always available. Performance and cost mean nothing if your services go offline or your data is compromised. In this post, we’ll highlight the Azure metrics that help CloudOps teams detect threats early, build resilience into their stack, and stay ahead of outages before they impact users or compliance. Missed our earlier posts? Catch up.
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Building AI Apps with AWS: From Foundation Models to Production-Grade Agents

Building AI Apps with AWS: From Foundation Models to Production-Grade Agents

Dec 1, 2025 By Elina Gilmanova In OpsMatters
In the last two years, generative AI has moved from "cool demo" to become an integral element of IT production. The research proves this trend: according to Fortune Business Insights, global spend on generative AI reached an estimated $67 billion in 2024. By 2032, this spending is expected to pass almost $1 trillion, with a compound annual growth rate of approximately 40%. Moreover, a McKinsey & Company survey finds that roughly two-thirds of companies have already integrated generative AI into their workflows, and 80% use it in its broad sense. This technological transformation, hence, poses a critical new question.
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