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

Jensen Huang's warning: lead the AI transition - or finance it

The wrong people got the most attention from Jensen Huang’s comments last week. Huang told the All-In Podcast that he’d be “deeply alarmed” if a $500,000 engineer consumed less than $250,000 in AI tokens annually. Within 48 hours, the discourse collapsed into a compensation debate.

Build Numbers That Actually Make Sense: Branch-Scoped Sequence IDs in Harness CI | Harness Blog

You're tagging Docker images with build numbers. -Build is your latest production release on main. A developer pushes a hotfix to release-v2.1, that run becomes build. -Another merges to develop, build. A week later someone asks: "What build number are we on for production?" You check the registry. -You see,,, on main. The numbers in between? Scattered across feature branches that may never ship. Your build numbers have stopped telling a useful story.

AI Deployment in Production: Orchestrate LLMs, RAG, Agents | Harness Blog

For the past few years, the narrative around Artificial Intelligence has been dominated by what I like to call the "magic box" illusion. We assumed that deploying AI simply meant passing a user’s question through an API key to a Large Language Model (LLM) and waiting for a brilliant answer.

£10M Investment in UK AI Infrastructure | Pulsant CEO Talks to Data Centre Solutions

Join Pulsant CEO Rob Coupland in an exclusive interview with Phil Alsop, Editor at Data Centre Solutions (@datacentres), as they explore Pulsant’s £10 million investment in the Milton Keynes data centre. This upgrade delivers high-density, sovereign computing capacity, helping businesses accelerate AI and tech projects while keeping data secure and local. Rob also shares plans to expand this high-density model across the UK, supporting enterprise AI at scale and boosting local economies.

LiteLLM Compromise: Securing AI Pipelines from PyPI Supply Chain Attacks | Harness Blog

On March 24, 2026, the AI open-source ecosystem was impacted by a critical supply chain attack involving the widely used Python package LiteLLM. Attackers compromised the LiteLLM PyPI distribution pipeline and published malicious versions (notably in the 1.82.7-1.82.8 range), embedding a multi-stage payload designed to steal credentials and execute remote code.

Groq vs. GPUs: The future of AI inference in 2026

Back in 2016, Jonathan Ross founded Groq, the AI chip startup, which went on to enter a non-exclusive licensing agreement with NVIDIA for Groq’s inference technology (as part of a $20 billion deal). The name ‘Groq’ is commonly confused with X (formerly Twitter)’s Grok, which was launched in 2023 as a Gen AI chatbot. As demand for real-time AI continues to grow, inference has become one of the most important and expensive parts of the machine learning lifecycle.

Edging closer: the tech trends shaping digital ambitions now

Ahead of his participation in techUK’s Digital Transformation from the Edge to the Cloud event, we sit down with Pulsant CTO Mike Hoy to ask him how distributed cloud and edge are reshaping the digital ambitions of UK businesses. Q: So Mike, what are the main issues firms face in designing/redesigning their digital infrastructure in 2026?

dotConnect for Zoho CRM | Connect Zoho CRM to .NET Apps Easily

Bring Zoho CRM data into your.NET applications with dotConnect for Zoho CRM—a fast, reliable ADO.NET provider built for secure and efficient connectivity. Set up in minutes using a Windows installer or NuGet, then explore and manage your CRM data from Visual Studio. This video walks you through connecting via Server Explorer, authenticating with Interactive OAuth, running queries through standard ADO.NET workflows, and integrating with popular ORMs like EF Core and Dapper.

How to route incidents based on what their payload says

Every incident arrives with a payload, and that payload usually tells you far more than whether something broke. It points to which service is affected and how serious the issue looks. It also carries context about which customers are on the receiving end of that failure. The service name, severity, customer context — all of it can feed directly into routing decisions. This guide explores how to read those parts of the payload and use them to route incidents automatically.

Automating Employee Offboarding: Simplicity Just One Click Away

Employee offboarding looks simple from the outside. Someone gives notice, HR processes the paperwork, and IT handles the rest. In practice, "the rest" is where things get complicated. A single departure can touch dozens of systems, and the handoffs between them (between HR and IT, between tools, between teams) are exactly where access stays on longer than it should, steps get missed, and audit findings show up months later.