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civo

GPU Cloud for non-AI workloads: Rendering, simulation, and scientific computing

Aug 6, 2026 By Civo Team In Civo
The GPU cloud conversation over the last three years has been almost entirely captured by AI. Marketing pages talk about training, inference, and foundation models. Vendor announcements focus on which NVIDIA card fits which LLM. Reference customers are AI companies. The infrastructure decisions being made in the market are shaped by AI's specific requirements - high VRAM, fast interconnect, FP8 support, continuous utilization patterns.
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Claude Code + Harness | Software Delivery for the Agent Era

Aug 6, 2026 By Harness In Harness
Claude Code changes how fast software gets written. Harness changes whether you can trust what shipped. In this video, watch how autonomous AI agents handle end-to-end bug fixing, security remediation, and deployment verification—all within an automated Harness pipeline. From reading a ticket to running canary deployments and self-healing broken manifests, see how engineering teams can deliver software faster without sacrificing quality or security.
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cloudzero

Shipped: Catch the S3 object-tag charge before it scales with you

Aug 6, 2026 By Kevin Lamb In CloudZero
There’s an S3 charge that stays invisible in a normal storage cost review. AWS bills S3 object tags per tag, per hour, so the cost scales with how many objects you have, not how much data you store. It gets its own line item, which is easy to miss when you’re scanning storage spend. It can sneak up on you. Tags get added in a dev environment to drive lifecycle rules, where object counts are small and the cost is nothing.
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Designing exceptions that developers won't route around

Aug 6, 2026 By Cloudsmith In Cloudsmith
Every dependency security program needs a way to handle packages that have a valid business reason to stay in use despite a CVE or license issue. Ideal exception processes give developers full context upfront, including safer alternatives, then route real requests to a security team that weighs the risk profile and logs who requested it, who approved it, and for how long. Get the friction wrong in either direction and the process fails: too much and developers route around it, too little and it becomes the default path.
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cloudzero

Generative AI ROI: benchmarks and how to prove it

Aug 6, 2026 By Lyne Carolyne In CloudZero
Generative AI ROI measures the financial return on generative AI investments relative to their total cost. Benchmarks diverge sharply: Google Cloud's 2025 study found 74% of enterprises see ROI within the first year, while MIT's NANDA initiative found 95% of pilots deliver no measurable P&L impact. The difference is not the AI. It is whether the organization can actually measure cost and outcome at the use case level.
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If they can turn it off, you don't own it - The AI kill switch problem

Aug 6, 2026 By Civo In Civo
If someone else can turn it off, you don't own it. And most organisations haven't fully reckoned with what that means for their AI strategy. Civo Product Director Russ Smith draws a direct line from the Broadcom/VMware licensing shock to the Anthropic model restrictions, two different industries, same structural problem. When a vendor can change the rules overnight, businesses that built their strategy around that vendor are left with uncertainty and no clear next step.
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cloudzero

AI isn't a black box. It's Pandora's Box.

Aug 6, 2026 By David Aponovich In CloudZero
When CFOs talk about AI budgets, they tend to describe it the same way: it’s a black box, offering little or no transparency. The bill arrives at the end of the month, it’s bigger than last month, and nobody can really explain why. Meanwhile, engineering keeps asking to raise the token budget. I think that framing undersells what’s actually happening out there. If the black box is the bill, the Pandora’s box is what you opened when you brought AI into the company.
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Upgrade headaches? Extended Agent Support gives you breathing room #sysadmin #security #devops

Aug 6, 2026 By Perforce Puppet In Puppet
The RHEL 7 agent deadline is here. Are you covered? Puppet Agent support for RHEL 7 is expiring soon—here is how to keep your systems secure. With RHEL 7 EOL approaching in August 2026, upgrading business-critical systems can be a massive headache. This overview explains how Puppet Extended Agent Support provides continued coverage for your legacy environments. Subscribe for more infrastructure management tips and leave a comment if you are planning a migration.
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