If you want to be at the top of the food chain on Earth, as human beings have ascended to after millions of years of evolution, there are a bunch of things that you need to be able to do. …
The Future Is The One We Generate was written by Timothy Prickett Morgan at The Next Platform.
This post is a textual version of a talk I gave at The 38th Chaos Computer Congress at the end of 2018
Wanted to share this “too weird to believe” SNAFU I found when running integration tests with the Bird routing daemon. It’s irrelevant unless you want Bird to advertise the IPv6 prefix configured on the main loopback interface (lo) with OSPFv3.
Late last year, I decided to run netlab integration tests with the Bird routing daemon. It passed most baseline netlab OSPFv3 integration tests but failed those that checked the loopback IPv6 prefix advertised by the tested device (test results).
The original design manufacturers, or ODMs, as well as the portions of the original equipment manufacturers, or OEMs, that act like ODMs in that they create custom machines for hyperscalers and cloud builders and sell that at high volume and low margin, have long since taken over the server market. …
Ethernet Switching Still In Recession Thanks To AI Shift was written by Timothy Prickett Morgan at The Next Platform.
As mentioned in the previous chapter, Recurrent Neural Networks (RNNs) can have hundreds or even thousands of time steps. These basic RNNs often suffer from the gradient vanishing problem, where the network struggles to retain historical information across all time steps. In other words, the network gradually "forgets" historical information as it progresses through the time steps.
One solution to address the horizontal gradient vanishing problem between time steps is the use of Long Short-Term Memory (LSTM) based RNN instead of basic RNN. LSTM cells can preserve historical information across all time steps, whether the model contains ten or several thousand time steps.
Figure 6-1 illustrates the overall architecture of an LSTM cell. It includes three gates: the Forget gate, the Input gate (a.k.a. Remember gate), and the Output gate. Each gate contains input neurons that use the Sigmoid activation function. The reason for employing the Sigmoid function, as shown in Figure 5-4 of the previous chapter, is its ability to produce outputs in the range of 0 to 1. An output of 0 indicates that the gate is "closed," meaning the information is excluded from contributing to the cell's internal state calculations. An output of Continue reading
Hello my friend,
First of all, Happy New Year! We hope that you had a great festive time with your beloved ones, families and friends. That’s the one of the most important part of our lives and, in our opinion, spending some time off the grid impacts our mental well-being positively and gives us energy to move forward and achieve new heights in professional and business areas.
Talking about the topic of today blog post, we thought it will be useful to show you a concept, which is Go (Golang) specific, as there is no such a need in Python. This concept is called “interfaces”, and it is extremely helpful when you work with external data, which you will face working with external data source, e.g. retrieving data from APIs with JSON/XML encoding.
Disclaimer, we talk about interfaces only in the context of the data types in Go (Golang), as it is also used for class composition (object-oriented programming), so we put it aside for now. We may get back to it later in our blog series.
If you follow latest trends, you see that AI in various forms, whether this is agentic AI, Continue reading
The Internet is designed to provide multiple paths between two endpoints. Attempts to exploit multi-path opportunities are almost as old as the Internet, culminating in RFCs documenting some of the challenges. Still, today, virtually all end-to-end communication uses only one available path at a time. Why? It turns out that in multi-path setups, even the smallest differences between paths can harm the connection quality due to packet reordering and other issues. As a result, Internet devices usually use a single path and let the routers handle the path selection.
There is another way. Enter Multi-Path TCP (MPTCP), which exploits the presence of multiple interfaces on a device, such as a mobile phone that has both Wi-Fi and cellular antennas, to achieve multi-path connectivity.
MPTCP has had a long history — see the Wikipedia article and the spec (RFC 8684) for details. It's a major extension to the TCP protocol, and historically most of the TCP changes failed to gain traction. However, MPTCP is supposed to be mostly an operating system feature, making it easy to enable. Applications should only need minor code changes to support it.
There is a caveat, however: MPTCP is still fairly immature, and while it can Continue reading
Cloudflare announced Stream Live for open beta in 2021, and in 2022 we went GA. While we talked about the experience of using it and the value it delivers to customers, we didn’t talk about how we built it. So let’s talk about Stream Live’s design, and how it leverages the distributed nature of Cloudflare’s network, rather than centralized locations as many other live services do. Ultimately, our goals are to keep our content ingest as close to broadcasters as possible, our content delivery as close to viewers as possible, and to retain our ability to handle unexpected use cases.
At a high level, Stream Live accepts audio/video content from broadcasters and makes that content available to viewers around the world in real time through the Cloudflare network, which reaches more than 330 cities in over 120 countries. Hence, there are two sides to this: ingesting data from broadcasters and delivering encoded content to viewers. Both sides are built on a combination of internal systems and Cloudflare products, including Cloudflare Workers, Durable Objects, Spectrum, and, of course, Cache.
Let’s start on the ingest side.
Broadcasters generate content in real time, as a Continue reading
In a previous tutorial, we explained how to configure a legacy Cisco 1812 router for […]
The post IPsec VPN between Cisco and GreenBow first appeared on Brezular's Blog.
2024 was a year of being busy. You probably noticed as a loyal reader because my output on this blog fell off quite a bit. I wanted to get back on track per my New Year’s Day post. How did I do? Sixteen posts for the whole year. Barely more than one a month.
That doesn’t mean I wasn’t busy. I have been working hard to bring great Tech Field Day events to the community. I’ve become more active on BlueSky as the community shifts there due to the craziness happening on Twitter/X. I have been getting more and more briefings on technology, which I’ve been writing up on LinkedIn. And of course I’ve been active on the Gestalt IT Rundown and the Tech Field Day Podcast
I also ran almost every day in 2024. I mentioned on Facebook that “consistency beats quantity”, which was a phrase that encouraged me to try and run at least one mile a day in 2024. That ended up being 901 miles of running for the year, with November and December having a LOT or running. I plan on keeping that going in 2025, where I’m aiming for 1,000 miles. It will be a Continue reading
https://codingpackets.com/blog/2025-goals
I’ve noticed that many shops are increasingly using e-paper displays. They’re impressive: high contrast, no backlight, and no visible cables. Unlike most electronics, these displays are seamlessly integrated and feel very natural. This got me wondering: is it possible to use such a display for a pet project? I want to experiment with this technology myself.
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My main goal in this project is to understand the hardware and its capabilities. Here, I'll be using an e-paper display to show the current weather, but at its core, I’m simply feeding data from a website to the display. While it sounds straightforward, it actually requires three layers of software to pull off. Still, it’s a fun challenge and a great opportunity to work with both embedded hardware and Cloudflare Workers.
For this project, I'm using components from Waveshare. They offer a variety of e-paper displays, ranging from credit card-sized to A4-sized models. I chose the 7.5-inch, two-color "e-Paper (G)" display. For the controller, I'm using a Waveshare ESP32-based universal board. With just these two components — a display and a controller — I was ready to get started.
When the components arrived, I carefully Continue reading
https://codingpackets.com/blog/2024-year-in-review
Have you ever built a piece of IKEA furniture, or put together a LEGO set, by following the instructions closely and only at the end realized at some point you didn't quite follow them correctly? The final result might be close to what was intended, but there's a nagging thought that maybe, just maybe, it's not as rock steady or functional as it could have been.
Internet protocol specifications are instructions designed for engineers to build things. Protocol designers take great care to ensure the documents they produce are clear. The standardization process gathers consensus and review from experts in the field, to further ensure document quality. Any reasonably skilled engineer should be able to take a specification and produce a performant, reliable, and secure implementation. The Internet is central to everyone's lives, and we depend on these implementations. Any deviations from the specification can put us at risk. For example, mishandling of malformed requests can allow attacks such as request smuggling.
h3i is a binary command line tool and Rust library designed for low-level testing and debugging of HTTP/3, which runs over QUIC. h3i is free and open source as part of Cloudflare's quiche project. In this post we'll Continue reading