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

Find Every Public EC2 Instance in 10 Minutes

"Show me all EC2 instances that are public." One question. About 10 minutes. Manually, the same answer is a 10-day job. In this clip, the CloudQuery AI assistant works it out live: it finds the EC2 instances table, reads the schema, identifies public_ip_address as the field that signals public exposure, and queries for every instance that has one. It comes back with 2 running public EC2 instances — instance type, public IP and DNS, private IP, VPC, subnet and tags for each — and flags that both are reachable from the internet, subject to security group rules.

ChatGPT Ditches Reddit AI Search Changes Explained

ChatGPT’s Reddit citations reportedly went from making up as much as 15% of its sources to essentially 0%. So what changed? We break down why Reddit is becoming less visible in AI search, how ChatGPT appears to be changing the way it finds information, and why more citations are now coming directly from documentation, help centers, and company websites. And yes — this is the same Reddit ecosystem that helped give us the infamous “put glue on your pizza” AI answer.

Why Microsoft Sat on a Copilot Exploit for 233 Days

Microsoft took 233 days to patch CoSnitch — a one-click Copilot exploit that needs no click at all. And the researchers who found it never wrote an exploit. They asked Copilot to explain why the attack was impossible, and it told them how to do it. Martin Reynolds and Adam Arellano are joined by Matthew Tanner — 30 years shipping software, from NHS critical systems to national-scale financial redress — for the week in AI and software delivery.

Developer Self-Service Pipelines with Harness IDP | Harness Blog

Developer self-service pipelines fail most often at the handoff between resource provisioning and production deployment. A service catalog might let developers scaffold a new microservice in seconds, but if they still need to file tickets to wire up CI/CD, provision environments, or update deployment configurations, the value proposition collapses. The friction reappears exactly where velocity matters most: the path from code commit to running production workload.

Background AI agents, meet task containers

Task containers are now generally available on Upsun Cloud, giving you a place to run AI agents alongside the rest of your application. The agent runs as a container inside your Upsun Cloud project, next to the app it works on, with the same access to your environment and data as everything else deployed there. The lifecycle is the part that's new: it fits how agent workloads behave instead of forcing them to pretend to be servers. A few things up front: This is a hands-on guide.

Are you lost in the cloud? A practical guide to cloud migration strategy

What's in this article? For over a decade, the enterprise IT narrative was simple: move everything to the public cloud. Yet as enterprise architectures have matured, many UK technology leaders have discovered that hyperscale cloud environments do not always deliver the outcomes they expected. The promises of seamless scalability and lower total cost of ownership often come with trade-offs that become more apparent over time.

GitHub Copilot Enterprise pricing [2026]: seats, AI credits, and the September cliff

GitHub Copilot Enterprise pricing is $39 per user per month, and since June 1, 2026, each seat includes $39 in monthly GitHub AI Credits, pooled across your whole organization and consumed by token usage at per-model rates. The seat price is fixed. The bill is not: usage beyond the pooled credits is charged on top, which is why the real Enterprise question in 2026 isn't the price per seat. It's your engineers' token consumption.

Shipped: CUR 2.0 is GA, and migrating takes one click

CUR 2.0 is generally available and on by default, so every AWS connection you make now starts with the richest billing data AWS offers. That richness is important. CUR 2.0 carries AWS caller identity, which is what puts Bedrock and other AI spend on the role that drove it instead of leaving it as one number in your bill. It also populates AWS Account Name automatically. Both of those are yours the moment the connection is live. Getting there is a single step now.