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

17: There's No Life Without AI: Agents, MCP, and the Future of Automation With Viktor Farcic

On this episode of Kubex Talks, technology critic Viktor Farcic returns to talk with Andrew Hillier about the rapidly changing landscape in tech. Viktor has gone from AI skeptic to believer, claiming that there really is no life without AI anymore, from a professional standpoint.

Best LLM inference providers 2026: 16+ on cost per outcome

An LLM inference provider hosts open-weight models like Llama, DeepSeek, and Qwen behind a pay-per-token API, handling GPUs, scaling, and serving for you. The same Llama 3.3 70B model ranges from $0.10 to $1.04 per million input tokens depending on who serves it, so provider choice is a pricing decision. Top picks as of September 2026: Groq and Cerebras for speed, DeepInfra for price, Together and Fireworks for breadth, Baseten for custom models.

Self-Improving Agents: A Practical Guide to Continuous Learning

We build agents to take work off engineers’ plates. Then we give those engineers a new manual job: reading failed runs and babysitting prompts. Agents will improve themselves automatically. We’re not there yet, but this is the future I’m betting on. We’ve been working on this ourselves at Komodor over the past year. We know how hard it is to turn a failure into an improvement that holds up beyond a few examples.

Incident Management System: What It Is and How to Choose One

An alert fires. A ticket opens. Someone gets paged. Then the real work begins: gathering context, finding the affected service, deciding who owns the issue, running diagnostics, applying a fix, validating recovery, and documenting the result. Many IT teams assume that an incident management system is simply the application that opens and tracks the ticket. That is part of the job, but it’s not the whole operating model.

Run Your GitHub Actions Workflows on CircleCI (Open Preview)

CircleCI can now run supported GitHub Actions workflows directly on CircleCI infrastructure, using the YAML you already have. In this quick demo, we’ll walk through setting up a CircleCI project with an existing GitHub Actions workflow and running your first build. You’ll see how to: GitHub Actions compatibility is currently available in open preview on Linux. Not all GitHub Actions features are supported yet, so check the documentation for current compatibility.

Harness Brings Dynamic AI Discovery and Runtime Security to Amazon Bedrock AgentCore Gateway

New integration gives security teams continuous visibility and real-time threat detection across agent interactions on AWS Today, Harness announced a new integration with Amazon Bedrock AgentCore Gateway that helps enterprises discover and secure the AI agents, tools, and resources operating across their AWS environments. The integration brings Harness’ AI posture management and AI firewall to agent interactions flowing through AgentCore Gateway.

Why Cloud Cost Optimization for Engineers Fails

Learn why cloud cost optimization for engineers fails and how to fix it with developer-centric FinOps practices. See how Harness helps. Engineers often ignore cloud costs due to a lack of visibility, context, and ownership in their daily workflows. By shifting cost governance left and integrating real-time cost insights into CI/CD pipelines, teams build lasting cost accountability.