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The latest News and Information on DevOps, CI/CD, Automation and related technologies.

speedscale

Prompt, Deploy, Pray Is Dead: Validating AI Code with Proxymock

Mar 13, 2026 By Alan Mon In Speedscale
Recent outages tied to AI-assisted code changes have pushed companies into a corner. After several incidents with massive “blast radius” impacts, organizations like Amazon introduced stricter controls—mandating that senior engineers manually review all AI-generated code before it hits production. That response makes sense on paper, but it exposes a fatal flaw in the modern development pipeline.
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upsun

Why mid-market IT teams lose control as dev velocity increases

Mar 13, 2026 By Upsun In Upsun
At a certain point, faster delivery stops feeling like progress and starts feeling like risk. When engineering teams scale from 10 to 50+ developers, the volume of infrastructure changes, database schemas, environment variables, and networking rules, no longer grows linearly. It scales exponentially. This is the scaling inflection point where manual governance breaks.
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Test your AI model training reliability, too

Mar 13, 2026 By Gremlin In Gremlin
Training is at the heart of every LLM model, but it’s still an application running on an infrastructure, which means it can fail. Our GPU test helps you test your training GPUs so you don’t lose that valuable work. TRANSCRIPT: One of the things we built recently was the GPU Gremlin. So if you are training a bunch of models and you're doing a bunch of GPU testing. You know, we want to give you the tools to be able to go test that, to understand how training the model could fail.
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civo

ABI recognises Civo as a global leader in NeoCloud innovation

Mar 13, 2026 By Civo Team In Civo
Civo has been identified by ABI Research as one of the world’s leading NeoCloud providers. The report underscores our focus on cloud and AI infrastructure that blends high performance, technical innovation, and strong sovereignty. Being included in the ABI NeoCloud report validates the work we have done to support modern AI workloads while giving organisations control over where and how their data is handled.
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harness

API Failure: 7 Causes and How to Fix Them | Harness Blog

Mar 13, 2026 By Harness Team In Harness
APIs have revolutionized how web and web app developers interact with data, whether for personal use or business. One of our most profound responsibilities as API developers is to protect our endpoints from being hacked. Even with essential safeguards in place, our websites can be vulnerable. This post discusses seven causes of API failures and how to fix them.
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cloudzero

How CloudZero Measures Cost Per Customer (Step By Step)

Mar 13, 2026 By Bill Buckley In CloudZero
Like most SaaS companies, CloudZero uses its own product. When we released cost per customer reporting, we tested it on ourselves first. And today, we use cost per customer reports regularly. Why? Because they help leadership answer board and renewal questions, including customer-level margins. Cost per customer is valuable and hard to get right. Multi-tenant systems and Kubernetes can hide the link between shared infrastructure (like EC2) and the customers using it.
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