DNS and the DELEG Proposal

The DNS is a large-scale distributed database, where the internal structure of the databaase mirrors the hierarchical nature of the name space itself. In the database the points of delegation from one node to another are de noted by DNS Nameserver records. This structure has served the DNS adequately for many decades, so why change it?

DNS and the DELEG Proposal

The DNS is a large-scale distributed database, where the internal structure of the databaase mirrors the hierarchical nature of the name space itself. In the database the points of delegation from one node to another are de noted by DNS Nameserver records. This structure has served the DNS adequately for many decades, so why change it?

Nvidia’s “Grace” Arm CPU Holds Its Own Against X86 For HPC

In many ways, the “Grace” CG100 server processor created by Nvidia – its first true server CPU and a very useful adjunct for extending the memory space of its “Hopper” GH100 GPU accelerators – was designed perfectly for HPC simulation and modeling workloads.

Nvidia’s “Grace” Arm CPU Holds Its Own Against X86 For HPC was written by Timothy Prickett Morgan at The Next Platform.

Adding new LLMs, text classification and code generation models to the Workers AI catalog

Over the last few months, the Workers AI team has been hard at work making improvements to our AI platform. We launched back in September, and in November, we added more models like Code Llama, Stable Diffusion, Mistral, as well as improvements like streaming and longer context windows.

Today, we’re excited to announce the release of eight new models.

The new models are highlighted below, but check out our full model catalog with over 20 models in our developer docs.

Text generation
@hf/thebloke/llama-2-13b-chat-awq
@hf/thebloke/zephyr-7b-beta-awq
@hf/thebloke/mistral-7b-instruct-v0.1-awq
@hf/thebloke/openhermes-2.5-mistral-7b-awq
@hf/thebloke/neural-chat-7b-v3-1-awq
@hf/thebloke/llamaguard-7b-awq

Code generation
@hf/thebloke/deepseek-coder-6.7b-base-awq
@hf/thebloke/deepseek-coder-6.7b-instruct-awq

Bringing you the best of open source

Our mission is to support a wide array of open source models and tasks. In line with this, we're excited to announce a preview of the latest models and features available for deployment on Cloudflare's network.

One of the standout models is deep-seek-coder-6.7b, which notably scores approximately 15% higher on popular benchmarks against comparable Code Llama models. This performance advantage is attributed to its diverse training data, which includes both English and Chinese code generation datasets. In addition, the openhermes-2.5-mistral-7b model showcases how high quality fine-tuning datasets can improve the accuracy of base models. Continue reading

HS064: Mastering the Art of Strategy and Architecture with Pocket Change

Welcome, trailblazers and visionaries! Today, I’m thrilled to unpack a treasure trove of wisdom that zooms into the exhilarating realm of strategy architecture and the craft of sculpting strategy roadmaps on a shoestring budget. The Thrill of Resourcefulness In this episode, my esteemed co-host Johna and I dove headfirst into a challenge that plagues countless... Read more »

BGP Labs: Use Multiple AS Numbers on the Same Router

Can you use BGP to connect to the global Internet without having a public BGP AS number? Of course, assuming your Internet Service Provider is willing to run BGP with a network using a private AS number. But what happens if you want to connect to two ISPs? It’s ridiculous to expect you’ll be able to persuade them to use the same private AS number.

That’s one of the many use cases for the local-as functionality available in most BGP implementations. You can practice it in the Use Multiple AS Numbers on the Same Router lab exercise.

On Writing Complexity

I’ve been on a bit of a writer’s break after finishing the CCST book, but it’s time to rekindle my “thousand words a day” habit. As always, one part of this is thinking about how I write—is there anything I need to change? Tools, perhaps, or style?

What about the grade level complexity of my writing? I’ve never really paid attention to this, but I’m working on contributing to a site regularly that does. So maybe I should.

I tend to write to the tenth or eleventh-grade level, even when writing “popular material,” like blog posts. The recommended level is around the eighth-grade level. Is this something I need to change?

It seems the average person considers anything above the eighth-grade reading level “too hard” to read, so they give up. Every reading level calculation I’ve looked at essentially uses word and sentence length as proxies for complexity. Long words and sentences intimidate people.

On the other hand, measuring the reading grade level can seem futile. There are plenty of complex concepts described by one- and two-syllable words. Short sentences can still have lots of meaning.

Further, the reading grade level does not tell you if the sentence makes sense. Continue reading

NB465: Dell Terminates VMware Resale Deal; Return-To-Office Orders Backfire Says Study

This week on Network Break we discuss Dell terminating its resale agreement of VMware as Broadcom looks to streamline OEM agreements, a new Wi-Fi AP and cloud-managed switches from Extreme, and the fits and starts in US chip manufacturing. A new study finds Return-To-Office (RTO) mandates don’t improve productivity or company performance, but do drive... Read more »

Using NAT Instances on AWS with Pulumi

For folks using AWS in their day-to-day jobs, it comes as no secret that AWS’ Managed NAT Gateway—responsible for providing outbound Internet connectivity to otherwise private subnets—is an expensive proposition. While the primary concern for large organizations is the data processing fee, the concern for smaller organizations or folks like me who run a cloud-based lab instead of a hardware-based home lab is the per-hour cost. In this post, I’ll show you how to use Pulumi to use a NAT instance for outbound Internet connectivity instead of a Managed NAT Gateway.

For a bit more about why Managed NAT Gateways aren’t ideal for larger organizations, I’d recommend this article by Corey Quinn. For smaller organizations or cloud-based labs, data processing fees probably aren’t the main concern (although I could be wrong); it would be the ~$32/mo per Managed NAT Gateway. Since many tools configure a Managed NAT Gateway per availability zone, now you’re talking more like $96/mo—and you haven’t even spun up any real workloads yet! Running your own NAT instance can dramatically reduce but not eliminate this expense.

Now that I’ve established why running a NAT instance can be beneficial, let’s review what you’ll need to have installed in Continue reading

HN719: Meet SuzieQ, The Network Observability Application

Guest Dinesh Dutt introduces his newest creation, SuzieQ. It’s a network observability platform application that has both a free, open source version and an enterprise version. Lightweight, fast, and platform-agnostic, SuzieQ’s use cases include network documentation, troubleshooting, fabric-wide visibility, network refresh and redesign, low/no code validation, audits and compliance, and proactive health checks. Hosts Ethan... Read more »