Toronto startup Cohere has released an open-weight model designed for developers to use to build their own AI stack.The open-weight North Mini Code is a 30-billion-parameter “mixture-of-experts” (MoE) model. MoE equips a model with specialized neural nets for individual tasks, such as mathematics and code generation. Mistral pioneered this approach to compete with larger LLMs. As a result, when it comes time to produce an answer, the GPU won’t need all 30 billion parameters. Instead, a router function picks the most appropriate experts to complete the task, reducing the working size to 3 billion parameters. This means the model, slimmed to…
Author: drweb
If you’ve ever tried setting up Ollama, Stable Diffusion, or PyTorch on an AMD graphics card, you probably remember how painful the process used to be. Installing ROCm often meant adding third-party repositories, dealing with driver compatibility issues, and spending hours troubleshooting errors before anything actually worked. Ubuntu 26.04 LTS changes that. AMD’s ROCm platform is now available directly from the official Ubuntu repositories, making GPU acceleration as easy to install as any other package. Instead of hunting for external repositories and matching software versions, you can install the entire ROCm stack with a simple apt command. For a long…
CI/CD environments depend on far more than repositories and deployment infrastructure. Developer endpoints hold sensitive data: cloud credentials, SSH keys, deployment permissions, direct access to internal systems. Endpoint security and control are part of daily operational risk management. Engineering teams are shifting more and more toward distributed workflows, so discussions around CI/CD security include the security posture of the devices connected to the pipeline.Many organizations already focus their CI/CD security efforts on secrets management, dependency scanning and supply chain controls. However, advanced endpoint security solutions are also relevant in cloud-native development environments, where local devices maintain direct access to production workflows.Endpoint…
Will that stop its decline? We’ll soon find out.Once upon a time, Stack Overflow was, love it or hate it, the site programmers went to find answers for their most annoying development questions. Back then, according to Prashanth Chandrasekar, Stack Overflow’s CEO, the site had “100 million monthly visitors.” Then AI came along. From its peak in 2014, when the site handled more than 200,000 new questions a month, it had collapsed by the end of 2025 to a mere 3,862 new queries. That’s a fall of roughly 98%. So, its owners have decided to reinvent Stack Overflow as a…
A global survey of 2,350 developers, CISOs and application security managers published this week finds that while nearly all respondents (96%) work for organizations that have embedded or connected artificial intelligence (AI) code and tools into some aspect of their application development workflows, nearly half of all code (49%) running in production environments was AI-generated in 2025.Conducted by the market research firm CensusWide on behalf of Checkmarx, the survey also finds 70% of respondents reporting they are also now discovering more vulnerabilities, with 31% describing that increase as being significant.On average, developers are spending 49% of their time in a…
We work hard at Redgate, though with a good work-life balance. One interesting observation for me (as an American) is how well most of the company in the UK works normal hours and rarely works outside of those.However, sometimes we do find people, especially engineers, heads down and very focused. With our engineers in the office a day or two a week, they might end up coding in a group and trying to solve a challenging issue.We used to have engineers working more than 8 hours regularly, often late, when they were in the office. I came across this page…
Infrastructure as code (IaC) is no longer optional in modern Azure environments. Teams need repeatable deployments, secure defaults, predictable architecture and strong governance. Azure Bicep has become the preferred IaC language for Azure because it’s declarative, simple, modular and deeply integrated with the Azure platform. This article breaks down how to design Bicep modules the right way for enterprise deployments. These patterns come from real-world use cases such as banking, fintech, multitenant SaaS and regulated workloads. Why Bicep is the Standard for Azure IaC Teams that move from ARM and Terraform to Bicep typically do so because Bicep offers: Cleaner Syntax: No more massive JSON ARM templates. Native Azure Integration Automatic API version updates First-Class Modularity: Modules can describe reusable…
If you installed Flatpak on Ubuntu and now want to remove it completely, including installed apps, runtime files, cached data, and leftover directories, this article shows how to clean it up so nothing is left behind. Ubuntu uses Snap as its default package format and does not include Flatpak by default, but if Flatpak is present on your system, you likely installed it manually, added it while following another software installation guide, or carried it over during an upgrade from an older Ubuntu release. Removing Flatpak with a simple apt remove flatpak command only uninstalls the package itself, but installed…
There’s a pattern playing out across engineering teams right now that nobody talks about openly: the tool meant to reduce operational complexity has quietly become one of the biggest line items on the infrastructure budget.Observability spending is out of control, and for most teams, it’s not because they’re monitoring too much. It’s because they’re paying for platforms designed for enterprises ten times their size, ingesting data they’ll never query, and running three or four disconnected tools that still don’t give them a single coherent picture of what’s happening in production.This isn’t a niche problem. It’s one of the defining operational…
Anthropic has abruptly walked back a controversial, unannounced policy that degraded the performance of its latest model, Claude Fable 5.The reversal follows intense backlash from the machine learning community, which criticized the company for a lack of transparency and anti-competitive behavior, according to a Wired report.The controversy began earlier this week with the release of Claude Fable 5, a version of Anthropic’s highly sophisticated Mythos system equipped with specialized national security guardrails. While the company openly said it would reroute hazardous prompts regarding cybersecurity, biology, and chemistry to less advanced models, it did not disclose a separate restriction: silently throttling…