Weights & Biases is coming up with some awesome developer tools for AI practitioners! In this episode, Lukas Biewald describes how these tools were a direct result of pain points that he uncovered while working as an AI intern at OpenAI. He also shares his vision for the future of machine learning tooling and where he would like to see people level up tool-wise.
We’re talking with Gerhard Lazu, our resident SRE, ops, and infrastructure expert about the evolution of Changelog’s infrastructure, what’s new in 2020, and what we’re planning for in 2021. The most notable change? We’re now running on Linode Kubernetes Engine (LKE)! We even test the resilience of this new infrastructure by purposefully taking the site down. That’s near the end, so don’t miss it!
Paul Smith (from “Obama’s Trauma Team”) tells us the tale of how Go played a big role in the rescuing and rebuilding of the HealthCare.gov website. Along the way we learn what the original team did wrong, how the rescue team kept it afloat during huge traffic spikes, and what they’ve done since to rebuild it to serve the people’s needs.
Today we welcome Matt Klein into our Maintainer Spotlight. Matt is the creator of Envoy, born inside of Lyft. It’s an edge and service proxy designed for cloud-native applications. Envoy was unexpectedly popular, and completely changed the way Lyft considers what and how to open source. While Matt has had several opportunities to turn Envoy into a commercial open source company, he didn’t. In today’s conversation with Matt we learn why he choose a completely different path for the project.
We take up a listener request this week and have an honest conversation about jQuery. Then, it’s time for something new! Our friends at Hot New Tech review tone.js for us. After that, it’s Pro Tip Time!
In this episode we discuss Mislav’s experience building not one, but two Github CLIs - hub and gh. We dive into questions like, “What lead to the decision to completely rewrite the CLI in Go?”, “How were you testing the CLI, especially during the transition?”, and “What Go libraries are you using to build your CLI?”
We’re joined by Elisha Goldstein, PhD - one of the world’s preeminent mindfulness teachers, a clinical psychologist, founder of the Mindful Living Collective and, creator of the six-month breakthrough program - A Course in Mindful Living. If you’ve ever used the Calm app, you might be familiar with his voice as he walks you through mindfulness practices to help calm negative emotions and anxious thoughts. He has extensive expertise in mindfulness based stress reduction (MBSR) and today he’s sharing his wealth of knowledge using mindfulness to naturally reduce anxiety and be more present and aware in our lives.
Hamish from Sajari blows our mind with a great discussion about AI in search. In particular, he talks about Sajari’s quest for performant AI implementations and extensive use of Reinforcement Learning (RL). We’ve been wanting to make this one happen for a while, and it was well worth the wait.
PostgreSQL aficionado Craig Kerstiens joins Jerod to talk about his (and our) favorite relational database. Craig details why Postgres is unique in the world of open source databases, which features are most exciting, the many things you can make Postgres do, and what the future might hold. Oh, and some awesome
psql tips & tricks!
Ben Ilegbodu joins Divya, Suz, & Amal to talk about introducing TypeScript at Stitch Fix, why TypeScript and React work well together, building component libraries, and more.
With Gophercon rapidly approaching, we go behind the scenes to find out what it takes to deliver the world’s largest Go conference.
Marc Beinder is building a podcast hosting web application as a part of his senior project while at Lindenwood University. In this brief Backstage episode, Marc picks Jerod’s brain about how we built our platform and challenges we ran into along the way.
Rajiv Shah teaches Daniel and Chris about data leakage, and its major impact upon machine learning models. It’s the kind of topic that we don’t often think about, but which can ruin our results. Raj discusses how to use activation maps and image embedding to find leakage, so that leaking information in our test set does not find its way into our training set.
Maxime Vaillancourt joined us to talk about Shopify’s massive storefront rewrite from a Ruby on Rails monolith to a completely new implementation written in Ruby. It’s a fairly well known opinion that rewrites are “the single worst strategic mistake that any software company can make” and generally something “you should never do.” But Maxime and the team at Shopify have proved successful in their efforts in this massive storefront rewrite and today’s conversation covers all the details.
Gleb Bahmutov, PhD joins the show for a fun conversation around end-to-end testing. We get the skinny on Cypress, find out how it’s structured as both an open source library and a SaaS business, tease apart the various types of tests you may (or may not) want to have, and share a lot of laughs along the way.
Can’t find a job working in Go? Perhaps introducing your current team to Go is the solution. In this episode we talk about how Go was introduced at different organizations, potential pitfalls that may sabotage your efforts, some advice on how to convince your team and CTO to use Go and more.
Suju Rajan from LinkedIn joined us to talk about how they are operationalizing state-of-the-art AI at LinkedIn. She sheds light on how AI can and is being used in recruiting, and she weaves in some great explanations of how graph-structured data, personalization, and representation learning can be applied to LinkedIn’s candidate search problem. Suju is passionate about helping people deal with machine learning technical debt, and that gives this episode a good dose of practicality.
We’re joined by Jim Haughwout (Head of Infrastructure and Operations) and Stefan Ålund (Principal Product Manager) from Spotify to talk about how they manage hundreds of teams producing code and shipping at scale. Thanks to their recently open sourced open platform for building developer portals called Backstage, Spotify is able to keep engineering squads connected and shipping high-quality code quickly — without compromising autonomy.
Our much anticipated Family Feud
rip-off inspired game show is finally here! Emma was joined by Nick and special guest Abenezer Abebe to form the Hypertext Assassins. KBall captained (despite never seeing Family Feud before) the DSL Destroyers with Mikeal and special guest Ali Spittel.
What is cloud native? In this episode Johnny and Aaron explain it to Mat and Jon. They then dive into questions like, “What problems does this solve?” and “Why was Go such a good fit for this space?”
We’re joined by co-founder of Plataformatec and curator of the excellent Elixir Radar newsletter, Hugo Baraúna. We talk Elixir podcasts, the start of a new chapter for Hugo, his experimentations with Elixir Radar, curating content, how to make money, stuff like that.
We’re partnering with the upcoming R Conference, because the R Conference is well… amazing! Tons of great AI content, and they were nice enough to connect us to Daniel Chen for this episode. He discusses data science in Computational Biology and his perspective on data science project organization.
Redux maintainer Mark Erikson joins Jerod and Amal for an in-depth conversation around the React community’s fav state management solution. We learn how Mark came to be maintainer of Redux, why and how Redux Toolkit came about, when to go with Redux vs other options, and much more.
ALSO: prop drilling, the grep factor, & lasagna mode (oh my)
Most of us have heard how important “self-care” is and how important it can be for healthy living. But what exactly IS self-care? In this episode, not only do we define what self-care is, but we talk through the physical, emotional, and spiritual aspects of what’s involved in self-care and why this can so often be misunderstood and challenging. While we might be familiar with this term, many may not consider how they can be deliberate around managing themselves by both reflecting on and engaging in activities that help support their brains and bodies. It isn’t enough to simply know that self-care is important, rather discovering practical actions you can take to improve both how you feel and how you engage with the world.
In this episode we dive into teaching Go, asking questions like, “What techniques work well for teaching programming?”, “What role does community play in education?”, and “What are the best ways to improve at Go as a beginner/intermediate/senior dev?”
Gitter is exiting GitLab and entering the Matrix…ok, we couldn’t help ourselves with that one. Today we’re joined by Sid Sibrandij (CEO of GitLab) and Matthew Hodgson (technical co-founder of Matrix) to discuss the acquisition of Gitter. A little backstory to tee things up…back in 2017 GitLab announced the acquisition of Gitter to help push their idea of chatops within GitLab. As it turns out, the GitLab team saw a different path for Gitter as a core part of Matrix rather than a non-core project at GitLab. We talk through all the details in this episode with Matthew and Sid.
Stress is something that we will inevitably encounter throughout our lives. It isn’t all bad or maladaptive, but how we manage it can make a significant difference in our lives. The degree of stress we feel impacts how we show up in the world including both how we relate and how we do the work before us each day.
In this episode, Mireille and Adam discuss the impact of stress on our systems including the role of different stress hormones on our immune system, cardiovascular system and our metabolism. Like many other conversations on previous episodes, we provide research relative to the value of relationships as having close connections helps us all combat the stress that loneliness can cause as well. When we utilize resources to support us as well as set limits on what we expose ourselves to and focus our attention to, we have the opportunity to better navigate the stresses of our lives.
Justin Searls from Test Double joins the party to talk about patterns he’s identified that lead to failure, minimalism, and of course, testing!
Today we welcome Hisham Muhammad into our Maintainer Spotlight. Hisham is the creator of htop - a well known cross-platform interactive process viewer. This conversation with Hisham covers the gamut of being an open source software maintainer. To set the stage, a new version of htop was announced, but not by Hisham – it was a kind takeover of the project and needless to say Hisham was surprised, but ultimately relieved. Why? Well, that’s what this episode it all about…