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In this episode we talk with Daniel and Steve about their experience with event-driven systems and shed some light on what they are and who they might be for. We explore topics like the complexity of setting up an event-driven system, the need to embrace eventual consistency, useful tools for building event-driven systems, and more. Join the discussionChangelog++ members save 3 minutes on this episode because they made the ads disappear. Join today!Sponsors:Teleport – Quickly access any resource anywhere using a Unified Access Plane that consolidates access controls and auditing across all environments - infrastructure, applications, and data. Try Teleport today in the cloud, self-hosted, or open source at goteleport.com Retool – Retool makes it super simple to build back-office apps in hours, not days. The tool is is built by engineers, explicitly for engineers. Learn more and try it for free at retool.com/changelog Linode – Get $100 in free credit to get started on Linode – Linode is our cloud of choice and the home of Changelog.com. Head to linode.com/changelog OR text CHANGELOG to 474747 to get instant access to that $100 in free credit. Featuring:Daniel Selans – Website, GitHub, XSteve High – GitHub, XJon Calhoun – Website, GitHub, XKris Brandow – GitHub, XShow Notes: Batch - Daniel’s company, which is a platform for working with message busses and event-driven systems. RabbitMQ - An event/message bus tool. MQTT - Another event/message bus option that is very simple. etcd - A fast key/value store. Daniel talks about using it as a cache in the episode. Plumber CLI - A tool written by Batch to help work with any message bus Event Sourcing - Martin Fowler’s article on event sourcing. CUE - An encoding tool mentioned in the episode. Code blocks example from Steve - In the show Steve mentions code blocks helping readability. This is an example of this. Something missing or broken? PRs welcome!

To say that Jeff Adams is a trailblazer when it comes to speech technology is an understatement. Along with many other notable accomplishments, his team at Amazon developed the Echo, Dash, and Fire TV changing our perception of how we could interact with devices in our home. Jeff now leads Cobalt Speech and Language, and he was kind enough to join us for a discussion about human computer interaction, multimodal AI tasks, the history of language modeling, and AI for social good. Join the discussionChangelog++ members save 3 minutes on this episode because they made the ads disappear. Join today!Sponsors:O'Reilly Media – Learn by doing — Python, data, AI, machine learning, Kubernetes, Docker, and more. Just open your browser and dive in. Learn more and keep your teams’ skills sharp at oreilly.com/changelog Snowplow Analytics – The behavioral data management platform powering your data journey. Capture and process high-quality behavioral data from all your platforms and products and deliver that data to your cloud destination of choice. Get started and experience Snowplow data for yourself at snowplowanalytics.com Changelog++ – You love our content and you want to take it to the next level by showing your support. We’ll take you closer to the metal with no ads, extended episodes, outtakes, bonus content, a deep discount in our merch store (soon), and more to come. Let’s do this! Featuring:Jeff Adams – LinkedIn, XChris Benson – Website, GitHub, LinkedIn, Bluesky, XDaniel Whitenack – Website, GitHub, XShow Notes: Cobalt Speech and Language Building Blocks of Speech Technology Article: “BYU students, creator of Alexa develop software to preserve Cambodian stories” Previous episode with Catherine Breslin (previously with Cobalt) Something missing or broken? PRs welcome!

This week Elixir creator José Valim joins Jerod and Practical AI’s Daniel Whitenack to discuss Numerical Elixir, his new project that’s bringing Elixir into the world of machine learning. We discuss why José chose this as his next direction, the team’s layered approach, influences and collaborators on this effort, and their awesome collaborative notebook project that’s built on Phoenix LiveView. Join the discussionChangelog++ members get a bonus 1 minute at the end of this episode and zero ads. Join today!Sponsors:InfluxData – InfluxDays EMEA 2021 Virtual Experience (May 18-19) — InfluxDays is an event focused on the impact of time series data. Find out why time series databases are the fastest growing database segment providing real-time observability of your solutions. Get practical advice and insight from the engineers and developers behind InfluxDB, the leading time series database. Learn more and register for free at influxdays.com LaunchDarkly – Ship fast. Rest easy. Deploy code at any time, even if a feature isn’t ready to be released to your users. Wrap code in feature flags to get the safety to test new features and infrastructure in prod without impacting the wrong end users. CloudZero – For software-driven companies focused on growing margins, CloudZero is the only cloud cost intelligence platform that puts engineering in control by connecting technical decisions to business results. Visit cloudzero.com/changelog to get started. Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com. Featuring:José Valim – Website, GitHub, XJerod Santo – Website, GitHub, LinkedIn, Mastodon, XDaniel Whitenack – Website, GitHub, XShow Notes: Nx (Numerical Elixir) is now publicly available Axon Livebook Jax Livebook demo on YouTube Erlang Ecosystem Foundation Something missing or broken? PRs welcome!

Paul Bakaus from Google Web Creators joins Amal, Nick, & Jerod to talk about this new initiative to promote, educate, and equip people to create on the web. Along the way we discuss Web Stories, AMP, RSS, Google Reader, and more, of course. Join us: for a more dope web! Join the discussionChangelog++ members save 3 minutes on this episode because they made the ads disappear. Join today!Sponsors:O'Reilly Media – Learn by doing — Python, data, AI, machine learning, Kubernetes, Docker, and more. Just open your browser and dive in. Learn more and keep your teams’ skills sharp at oreilly.com/changelog Square – Develop on the platform that sellers trust! Use API Explorer to interact with, test, or play with your applications in Square. You can build, view, and send HTTP requests that call Square APIs with API Explorer. Get started with Square, check out the API Explorer, or the API Explorer docs. Sentry – Build better software, faster with Sentry’s application monitoring platform. Diagnose, fix, and optimize the performance of your code. Cut your time on error resolution from hours to minutes. Use the code PARTYTIME and get the team plan free for three months. Featuring:Paul Bakaus – Website, GitHub, LinkedIn, XAmal Hussein – GitHub, XJerod Santo – Website, GitHub, LinkedIn, Mastodon, XNick Nisi – Website, GitHub, Bluesky, Mastodon, XShow Notes: Web Stories on Google French company that is using Stories on their site Web Stories for WordPress Make Stories Newsroom AI AMP Story Player Web Creators on: YouTube Instagram Twitter Blog Something missing or broken? PRs welcome!

Perspectives from both the workshop leaders perspective, as well as the workshop participants. What are some top tips, things to watch out for, and ways to innovate and keep your participants engaged, especially in the remote world we are now living in. Join the discussionChangelog++ members save 4 minutes on this episode because they made the ads disappear. Join today!Sponsors:Teleport – Quickly access any resource anywhere using a Unified Access Plane that consolidates access controls and auditing across all environments - infrastructure, applications, and data. Try Teleport today in the cloud, self-hosted, or open source at goteleport.com Sourcegraph – Sourcegraph is universal code search for every developer and team. Easily search across all the code that matters to you and your organization: find example code, explore and read code, debug issues, and more. Head to info.sourcegraph.com/changelog and click the button “Try Sourcegraph now” to get started. Linode – Get $100 in free credit to get started on Linode – Linode is our cloud of choice and the home of Changelog.com. Head to linode.com/changelog OR text CHANGELOG to 474747 to get instant access to that $100 in free credit. Featuring:Jonas – LinkedIn, XAnna-Katharina Wickert – GitHub, XAngelica Hill – GitHub, LinkedIn, XJohnny Boursiquot – Website, GitHub, XNatalie Pistunovich – GitHub, XShow Notes: GopherConEU GopherConEU Security workshop GoBridge Community Something missing or broken? PRs welcome!

Smart home data is complicated. There are all kinds of devices, and they are in many different combinations, geographies, configurations, etc. This complicated data situation is further exacerbated during a pandemic when time series data seems to be filled with anomalies. Evan Welbourne joins us to discuss how Amazon is synthesizing this disparate data into functionality for the next generation of smart homes. He discusses the challenges of working with smart home technology, and he describes how they developed their latest feature called “hunches.” Join the discussionChangelog++ members get a bonus 1 minute at the end of this episode and zero ads. Join today!Sponsors:O'Reilly Media – Learn by doing — Python, data, AI, machine learning, Kubernetes, Docker, and more. Just open your browser and dive in. Learn more and keep your teams’ skills sharp at oreilly.com/changelog Changelog++ – You love our content and you want to take it to the next level by showing your support. We’ll take you closer to the metal with no ads, extended episodes, outtakes, bonus content, a deep discount in our merch store (soon), and more to come. Let’s do this! Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com. Featuring:Evan Welbourne – LinkedIn, XChris Benson – Website, GitHub, LinkedIn, Bluesky, XDaniel Whitenack – Website, GitHub, XShow Notes: Video about hunches Amazon’s Alexa can now act on its own hunches to turn off lights and more What Are Alexa Hunches? Something missing or broken? PRs welcome!

KBall, Amal, and Feross are joined by special guest Jenn Creighton to talk about all things Apollo. How does Apollo fit into the GraphQL ecosystem, what’s the next big thing, and when would you choose to use it? Join the discussionChangelog++ members save 3 minutes on this episode because they made the ads disappear. Join today!Sponsors:O'Reilly Media – Learn by doing — Python, data, AI, machine learning, Kubernetes, Docker, and more. Just open your browser and dive in. Learn more and keep your teams’ skills sharp at oreilly.com/changelog Raygun – With Raygun Error and Performance Monitoring you have all the information you need at your fingertips to quickly find and fix errors and performance issues across your tech stack down to the line of code. Get started with a free 14-day trial, head to raygun.com and join thousands of customer-centric software teams who use Raygun every day. Sentry – Build better software, faster with Sentry’s application monitoring platform. Diagnose, fix, and optimize the performance of your code. Cut your time on error resolution from hours to minutes. Use the code PARTYTIME and get the team plan free for three months. Featuring:Jenn Creighton – XKevin Ball – Website, GitHub, LinkedIn, XAmal Hussein – GitHub, XFeross Aboukhadijeh – Website, GitHub, XShow Notes: Single Threaded podcast by Jenn Creighton Apollo GraphQL Fragments Apollo Federation GraphQL Foundation hey JS buds, i know lots of you have had some “moments” Something missing or broken? PRs welcome!

Startups are all about iterating quickly, building MVPs, and finding that elusive product market fit, so how does Go fit into that picture? Is Go a good choice for startups, or is it exclusively for the larger corporations? In this episode Jon is joined by four startup founders to learn about their experience building a startup with Go. Join the discussionChangelog++ members save 3 minutes on this episode because they made the ads disappear. Join today!Sponsors:O'Reilly Media – Learn by doing — Python, data, AI, machine learning, Kubernetes, Docker, and more. Just open your browser and dive in. Learn more and keep your teams’ skills sharp at oreilly.com/changelog Linode – Get $100 in free credit to get started on Linode – Linode is our cloud of choice and the home of Changelog.com. Head to linode.com/changelog OR text CHANGELOG to 474747 to get instant access to that $100 in free credit. Sourcegraph – Sourcegraph is universal code search for every developer and team. Easily search across all the code that matters to you and your organization: find example code, explore and read code, debug issues, and more. Head to info.sourcegraph.com/changelog and click the button “Try Sourcegraph now” to get started. Featuring:Ramiro Berrelleza – GitHub, LinkedIn, Mastodon, XSimon White – LinkedIn, XJosh Curl – XWojciech Adam Koszek – Website, XJon Calhoun – Website, GitHub, XShow Notes: Segmed - W. Adam Koszek’s startup with a focus on high-quality, anonymous medical data. Rebank - Simon White’s startup that aims to automate your business banking. Okteto - Ramiro Berrelleza’s startup that provides a Kubernetes development platform to improve developer productivity. Hightouch - Josh Curl’s startup that syncs customer data across the tools your business uses. Something missing or broken? PRs welcome!

Ro Gupta from CARMERA teaches Daniel and Chris all about road intelligence. CARMERA maintains the maps that move the world, from HD maps for automated driving to consumer maps for human navigation. Join the discussionChangelog++ members get a bonus 1 minute at the end of this episode and zero ads. Join today!Sponsors:O'Reilly Media – Learn by doing — Python, data, AI, machine learning, Kubernetes, Docker, and more. Just open your browser and dive in. Learn more and keep your teams’ skills sharp at oreilly.com/changelog RudderStack – Smart customer data pipeline made for developers. RudderStack is the smart customer data pipeline. Connect your whole customer data stack. Warehouse-first, open source Segment alternative. Changelog++ – You love our content and you want to take it to the next level by showing your support. We’ll take you closer to the metal with no ads, extended episodes, outtakes, bonus content, a deep discount in our merch store (soon), and more to come. Let’s do this! Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com. Featuring:Ro Gupta – Website, XChris Benson – Website, GitHub, LinkedIn, Bluesky, XDaniel Whitenack – Website, GitHub, XShow Notes: CARMERA The Mapping Hierarchy of Needs Mapping Change When It Matters Most CARMERA and Toyota Demonstrate Further Progress on Urban and Highway Mapping in Japan and the US The Mapping Singularity Is Near Something missing or broken? PRs welcome!

This week we’re talking about NFTs — that’s right, non-fungible tokens and we’re joined by Mikeal Rogers, who’s leading all things InterPlanetary Linked Data at Protocol Labs. We go down the NFT rabbit hole on a very technical level and we come out the other side with clarity and a compelling use of NFTs. Join the discussionChangelog++ members save 4 minutes on this episode because they made the ads disappear. Join today!Sponsors:Sourcegraph – Sourcegraph is universal code search for every developer and team. Easily search across all the code that matters to you and your organization: find example code, explore and read code, debug issues, and more. Head to info.sourcegraph.com/changelog and click the button “Try Sourcegraph now” to get started. LaunchDarkly – Ship fast. Rest easy. Deploy code at any time, even if a feature isn’t ready to be released to your users. Wrap code in feature flags to get the safety to test new features and infrastructure in prod without impacting the wrong end users. CloudZero – For software-driven companies focused on growing margins, CloudZero is the only cloud cost intelligence platform that puts engineering in control by connecting technical decisions to business results. Visit cloudzero.com/changelog to get started. Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com. Featuring:Mikeal Rogers – GitHub, XAdam Stacoviak – Website, GitHub, LinkedIn, Mastodon, XJerod Santo – Website, GitHub, LinkedIn, Mastodon, XShow Notes: Non-fungible token NFTs on SNL NFTs, explained Palm, A New NFT Ecosystem and Studio for Creators Filecoin - A decentralized storage network for humanity’s most important information Heart Shaped Me from Carly Chaikin NFT.storage Magic Link Something missing or broken? PRs welcome!