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Chris Kuehl and Keith Prather are Managing Directors and Co-Founders of Armada.
For memberships: join this channel as a member here:https://www.youtube.com/channel/UC_mGuY4g0mggeUGM6V1osdA/joinSummary:In this episode of The Geek Narrator podcast, host Kaivalya Apte interviews Kyle Kingsbury, a renowned expert in database and distributed systems safety analysis. They discuss the world of testing distributed systems, the challenges faced, common bugs and patterns. Kyle shares insights on the importance of understanding system documentation, the role of formal verification, and the balance between performance and safety in testing. He also provides valuable advice for aspiring engineers in the field of distributed systems.Chapters:00:00 Introduction to Kyle Kingsbury and His Work06:59 Common Bugs in Distributed Systems12:37 Functional Bugs vs Safety Bugs17:54 Changes in Testing Over the Years26:03 False Positives and Negatives in Testing32:33 The Importance of Experimentation in Testing39:28 Tools and Technologies for Testing48:58 The Role of Formal Verification57:04 Reusability of TestsImportant links:Distributed systems class: https://github.com/aphyr/distsys-classWrite your own distributed system: https://github.com/jepsen-io/maelstromJepsen Analyses: https://jepsen.io/analysesKey takeaways:- Reading documentation is a crucial first step in testing systems.- Testing distributed systems involves understanding their semantics and guarantees.- Common bugs often arise from mismanagement of definite versus indefinite failures.- Testing strategies for cloud-based systems require cooperation with providers.- Performance testing can reveal unexpected behaviours in systems under stress.- Formal verification remains a challenging but valuable tool in ensuring system safety.- The testing process is iterative and requires collaboration with engineering teams.- Aspiring engineers should immerse themselves in practical experiences to build intuition.For memberships: join this channel as a member here:https://www.youtube.com/channel/UC_mGuY4g0mggeUGM6V1osdA/joinDon't forget to like, share, and subscribe for more insights!=============================================================================Like building stuff? Try out CodeCrafters and build amazing real world systems like Redis, Kafka, Sqlite. Use the link below to signup and get 40% off on paid subscription.https://app.codecrafters.io/join?via=geeknarrator=============================================================================Database internals series: https://youtu.be/yV_Zp0Mi3xsPopular playlists:Realtime streaming systems: https://www.youtube.com/playlist?list=PLL7QpTxsA4se-mAKKoVOs3VcaP71X_LA-Software Engineering: https://www.youtube.com/playlist?list=PLL7QpTxsA4sf6By03bot5BhKoMgxDUU17Distributed systems and databases: https://www.youtube.com/playlist?list=PLL7QpTxsA4sfLDUnjBJXJGFhhz94jDd_dModern databases: https://www.youtube.com/playlist?list=PLL7QpTxsA4scSeZAsCUXijtnfW5ARlrsNStay Curios! Keep Learning!#databasearchitecture #distributedsystems #cloudcomputing #testing #jepsen
Andrew Hammond is the Product Marketing Manager for Renewable Energy at Panduit.
Crazy Wisdom: Read the notes at at podcastnotes.org. Don't forget to subscribe for free to our newsletter, the top 10 ideas of the week, every Monday --------- On this episode of Crazy Wisdom, Stewart Alsop speaks with Rory Aronson, CEO of FarmBot, about how his open-source hardware project is transforming home gardening into a more automated and accessible practice. Rory explains how FarmBot works—essentially as a CNC machine for your garden—covering its evolution from Arduino-based electronics to custom boards, the challenges of integrating hardware and software, and the role of closed-loop feedback systems to prevent errors. They explore solarpunk visions of distributed food systems, discuss the importance of “useful source” documentation in open-source hardware, and imagine a future where growing food is as easy as running a dishwasher. For more on Rory and FarmBot, check out farm.bot and the open-source resources at docs.farm.bot.Check out this GPT we trained on the conversationTimestamps00:00 Rory explains FarmBot as a CNC machine for gardens, using Arduino and Raspberry Pi, automating planting, watering, and weeding.05:00 Discussion on the hardware stack evolution, open-source electronics roots, and moving to custom boards for better integration.10:00 Stewart shares his Raspberry Pi experiments, Rory breaks down the software layers from cloud apps to firmware, emphasizing complexity.15:00 Conversation shifts to closed-loop feedback with rotary encoders, avoiding 3D printer-style “spaghetti” errors in outdoor environments.20:00 Rory explores open-source challenges, highlighting “useful source” documentation and hardware accessibility for modifications.25:00 Solarpunk vision emerges: distributed food systems, automation enabling home-grown fresh food without expert knowledge.30:00 Raised bed setup, energy efficiency, and FarmBot as a home appliance concept for urban and suburban gardens.35:00 Small-scale versus industrial farming, niche commercial uses like seedling automation, and user creativity with custom tools.40:00 AI potential with vision systems, LLMs for garden planning, and enhancing FarmBot intelligence for real-time adaptation.45:00 Sensors, soil monitoring, image analysis for plant health, and empowering users to integrate FarmBot into smart homes.50:00 Rory describes community innovations, auxiliary hardware, and open documentation supporting experimentation.55:00 Final reflections on solarpunk futures, automation as empowerment, and how to access FarmBot's resources online.Key InsightsRory Aronson shares how FarmBot began as a DIY project built on Arduino and Raspberry Pi, leveraging the open-source 3D printing ecosystem to prototype quickly. Over time, they transitioned to custom circuit boards to meet the specific demands of automating gardening tasks like seed planting, watering, and weeding, highlighting the tradeoffs between speed to market and long-term hardware optimization.The conversation unpacks the complexity of FarmBot's “stack,” which integrates cloud-based software, a web app, a message broker, a Raspberry Pi running a custom OS, and firmware on both Arduino and auxiliary chips for real-time feedback. This layered approach is crucial for precision in an unpredictable outdoor environment where mechanical errors could damage growing plants.Aronson emphasizes that being open source isn't enough; to be genuinely useful, projects must provide extensive, accessible documentation and export files in open, affordable formats. Without this, open source risks being a hollow promise for most users, especially in hardware where barriers to modification are higher.They explore the solarpunk potential of FarmBot, imagining a future where growing food at home is as effortless as using a washing machine. By turning gardening into an automated process, FarmBot enables people to produce fresh vegetables without needing expertise, offering resilience against industrial food systems reliant on monoculture and long supply chains.Aronson points out that while FarmBot isn't designed for industrial agriculture, its modularity allows it to support niche commercial use cases, like automating seedling production in cleanroom environments. This adaptability reflects the broader vision of empowering both individuals and small operations with accessible automation tools.The episode highlights user creativity enabled by FarmBot's open hardware, including custom tools like side-mounted mirrors for alternative camera angles and pneumatic grippers for harvesting. These community-driven innovations showcase the platform's flexibility and the value of encouraging experimentation.Finally, Aronson sees great potential for integrating AI, particularly vision systems and multimodal LLMs, to make FarmBot smarter—detecting pests, diagnosing plant health, and even planning gardens tailored to user goals like nutrient needs or event timelines, moving closer to a truly intelligent gardening companion.
Crazy Wisdom Key Takeaways FarmBot is a robotic farmer for your garden, designed to take care of your garden by performing functions such as planting seeds, watering, weeding, and monitoringSimply being open source is not enough. For a project to be genuinely useful, it must also have extensive, clear documentation and use open, affordable file formatsToday, the vast majority of food that people eat is grown very far away and in ways that is not great for the food or environment We have very little control over the food production system, which is vital to our existence Let us get back to the smaller scale, more diverse polycrop system of food production; many follow-on benefits will result Building a resilient alternative to industrial food systems (which often rely on single-crop farming) reduces single points of failure along vulnerable supply chains The more that we can distribute the food system and bring it closer to the end-eater, the more robust our overall food system becomes Read the full notes @ podcastnotes.orgOn this episode of Crazy Wisdom, Stewart Alsop speaks with Rory Aronson, CEO of FarmBot, about how his open-source hardware project is transforming home gardening into a more automated and accessible practice. Rory explains how FarmBot works—essentially as a CNC machine for your garden—covering its evolution from Arduino-based electronics to custom boards, the challenges of integrating hardware and software, and the role of closed-loop feedback systems to prevent errors. They explore solarpunk visions of distributed food systems, discuss the importance of “useful source” documentation in open-source hardware, and imagine a future where growing food is as easy as running a dishwasher. For more on Rory and FarmBot, check out farm.bot and the open-source resources at docs.farm.bot.Check out this GPT we trained on the conversationTimestamps00:00 Rory explains FarmBot as a CNC machine for gardens, using Arduino and Raspberry Pi, automating planting, watering, and weeding.05:00 Discussion on the hardware stack evolution, open-source electronics roots, and moving to custom boards for better integration.10:00 Stewart shares his Raspberry Pi experiments, Rory breaks down the software layers from cloud apps to firmware, emphasizing complexity.15:00 Conversation shifts to closed-loop feedback with rotary encoders, avoiding 3D printer-style “spaghetti” errors in outdoor environments.20:00 Rory explores open-source challenges, highlighting “useful source” documentation and hardware accessibility for modifications.25:00 Solarpunk vision emerges: distributed food systems, automation enabling home-grown fresh food without expert knowledge.30:00 Raised bed setup, energy efficiency, and FarmBot as a home appliance concept for urban and suburban gardens.35:00 Small-scale versus industrial farming, niche commercial uses like seedling automation, and user creativity with custom tools.40:00 AI potential with vision systems, LLMs for garden planning, and enhancing FarmBot intelligence for real-time adaptation.45:00 Sensors, soil monitoring, image analysis for plant health, and empowering users to integrate FarmBot into smart homes.50:00 Rory describes community innovations, auxiliary hardware, and open documentation supporting experimentation.55:00 Final reflections on solarpunk futures, automation as empowerment, and how to access FarmBot's resources online.Key InsightsRory Aronson shares how FarmBot began as a DIY project built on Arduino and Raspberry Pi, leveraging the open-source 3D printing ecosystem to prototype quickly. Over time, they transitioned to custom circuit boards to meet the specific demands of automating gardening tasks like seed planting, watering, and weeding, highlighting the tradeoffs between speed to market and long-term hardware optimization.The conversation unpacks the complexity of FarmBot's “stack,” which integrates cloud-based software, a web app, a message broker, a Raspberry Pi running a custom OS, and firmware on both Arduino and auxiliary chips for real-time feedback. This layered approach is crucial for precision in an unpredictable outdoor environment where mechanical errors could damage growing plants.Aronson emphasizes that being open source isn't enough; to be genuinely useful, projects must provide extensive, accessible documentation and export files in open, affordable formats. Without this, open source risks being a hollow promise for most users, especially in hardware where barriers to modification are higher.They explore the solarpunk potential of FarmBot, imagining a future where growing food at home is as effortless as using a washing machine. By turning gardening into an automated process, FarmBot enables people to produce fresh vegetables without needing expertise, offering resilience against industrial food systems reliant on monoculture and long supply chains.Aronson points out that while FarmBot isn't designed for industrial agriculture, its modularity allows it to support niche commercial use cases, like automating seedling production in cleanroom environments. This adaptability reflects the broader vision of empowering both individuals and small operations with accessible automation tools.The episode highlights user creativity enabled by FarmBot's open hardware, including custom tools like side-mounted mirrors for alternative camera angles and pneumatic grippers for harvesting. These community-driven innovations showcase the platform's flexibility and the value of encouraging experimentation.Finally, Aronson sees great potential for integrating AI, particularly vision systems and multimodal LLMs, to make FarmBot smarter—detecting pests, diagnosing plant health, and even planning gardens tailored to user goals like nutrient needs or event timelines, moving closer to a truly intelligent gardening companion.
Crazy Wisdom Key Takeaways FarmBot is a robotic farmer for your garden, designed to take care of your garden by performing functions such as planting seeds, watering, weeding, and monitoringSimply being open source is not enough. For a project to be genuinely useful, it must also have extensive, clear documentation and use open, affordable file formatsToday, the vast majority of food that people eat is grown very far away and in ways that is not great for the food or environment We have very little control over the food production system, which is vital to our existence Let us get back to the smaller scale, more diverse polycrop system of food production; many follow-on benefits will result Building a resilient alternative to industrial food systems (which often rely on single-crop farming) reduces single points of failure along vulnerable supply chains The more that we can distribute the food system and bring it closer to the end-eater, the more robust our overall food system becomes Read the full notes @ podcastnotes.orgOn this episode of Crazy Wisdom, Stewart Alsop speaks with Rory Aronson, CEO of FarmBot, about how his open-source hardware project is transforming home gardening into a more automated and accessible practice. Rory explains how FarmBot works—essentially as a CNC machine for your garden—covering its evolution from Arduino-based electronics to custom boards, the challenges of integrating hardware and software, and the role of closed-loop feedback systems to prevent errors. They explore solarpunk visions of distributed food systems, discuss the importance of “useful source” documentation in open-source hardware, and imagine a future where growing food is as easy as running a dishwasher. For more on Rory and FarmBot, check out farm.bot and the open-source resources at docs.farm.bot.Check out this GPT we trained on the conversationTimestamps00:00 Rory explains FarmBot as a CNC machine for gardens, using Arduino and Raspberry Pi, automating planting, watering, and weeding.05:00 Discussion on the hardware stack evolution, open-source electronics roots, and moving to custom boards for better integration.10:00 Stewart shares his Raspberry Pi experiments, Rory breaks down the software layers from cloud apps to firmware, emphasizing complexity.15:00 Conversation shifts to closed-loop feedback with rotary encoders, avoiding 3D printer-style “spaghetti” errors in outdoor environments.20:00 Rory explores open-source challenges, highlighting “useful source” documentation and hardware accessibility for modifications.25:00 Solarpunk vision emerges: distributed food systems, automation enabling home-grown fresh food without expert knowledge.30:00 Raised bed setup, energy efficiency, and FarmBot as a home appliance concept for urban and suburban gardens.35:00 Small-scale versus industrial farming, niche commercial uses like seedling automation, and user creativity with custom tools.40:00 AI potential with vision systems, LLMs for garden planning, and enhancing FarmBot intelligence for real-time adaptation.45:00 Sensors, soil monitoring, image analysis for plant health, and empowering users to integrate FarmBot into smart homes.50:00 Rory describes community innovations, auxiliary hardware, and open documentation supporting experimentation.55:00 Final reflections on solarpunk futures, automation as empowerment, and how to access FarmBot's resources online.Key InsightsRory Aronson shares how FarmBot began as a DIY project built on Arduino and Raspberry Pi, leveraging the open-source 3D printing ecosystem to prototype quickly. Over time, they transitioned to custom circuit boards to meet the specific demands of automating gardening tasks like seed planting, watering, and weeding, highlighting the tradeoffs between speed to market and long-term hardware optimization.The conversation unpacks the complexity of FarmBot's “stack,” which integrates cloud-based software, a web app, a message broker, a Raspberry Pi running a custom OS, and firmware on both Arduino and auxiliary chips for real-time feedback. This layered approach is crucial for precision in an unpredictable outdoor environment where mechanical errors could damage growing plants.Aronson emphasizes that being open source isn't enough; to be genuinely useful, projects must provide extensive, accessible documentation and export files in open, affordable formats. Without this, open source risks being a hollow promise for most users, especially in hardware where barriers to modification are higher.They explore the solarpunk potential of FarmBot, imagining a future where growing food at home is as effortless as using a washing machine. By turning gardening into an automated process, FarmBot enables people to produce fresh vegetables without needing expertise, offering resilience against industrial food systems reliant on monoculture and long supply chains.Aronson points out that while FarmBot isn't designed for industrial agriculture, its modularity allows it to support niche commercial use cases, like automating seedling production in cleanroom environments. This adaptability reflects the broader vision of empowering both individuals and small operations with accessible automation tools.The episode highlights user creativity enabled by FarmBot's open hardware, including custom tools like side-mounted mirrors for alternative camera angles and pneumatic grippers for harvesting. These community-driven innovations showcase the platform's flexibility and the value of encouraging experimentation.Finally, Aronson sees great potential for integrating AI, particularly vision systems and multimodal LLMs, to make FarmBot smarter—detecting pests, diagnosing plant health, and even planning gardens tailored to user goals like nutrient needs or event timelines, moving closer to a truly intelligent gardening companion.
On July 4th, searchers from Buscadoras por la Paz Sonora made a devastating discovery near Highway 36 in Sonora, Mexico—three little girls found murdered, dressed in pajamas, holding one another. A day earlier, their mother's body had been found nearby, executed and discarded.In this episode, we uncover the chilling timeline of betrayal and violence that led to the femicide of 28-year-old Margarita Tapia Trujillo and her daughters—11-year-old twins Meredith and Medellín, and 9-year-old Karla. The perpetrator wasn't a stranger. He was someone they trusted. Someone who used love, protection, and even life insurance as tools of manipulation and control. We also hear from the girls' father, the collective that found them, and the growing community fighting to call this violence what it is: femicide. This is the femicide of Margarita, Meredith, Medellín, and Karla Tapia Trujillo.Now streaming on Spotify, Apple Podcasts, and all major platforms.—-El 4 de julio, integrantes del colectivo Buscadoras por la Paz Sonora hicieron un hallazgo devastador cerca de la Carretera 36 en Sonora, México: tres niñas pequeñas asesinadas, vestidas con pijamas y abrazadas entre sí. Un día antes, el cuerpo de su madre había sido encontrado cerca, ejecutado y abandonado. En este episodio, revelamos la escalofriante línea de tiempo de traición y violencia que llevó al feminicidio de Margarita Tapia Trujillo, de 28 años, y sus hijas—las gemelas Meredith y Medellín, de 11 años, y Karla, de 9 años. El responsable no era un desconocido. Era alguien de confianza. Alguien que usó el amor, la protección, e incluso un seguro de vida como armas de manipulación y control. Escuchamos también al padre de las niñas, al colectivo que las encontró y a la comunidad que exige justicia, nombrando esta violencia por lo que realmente es: feminicidio. Este es el feminicidio de Margarita, Meredith, Medellín y Karla Tapia Trujillo.Ya disponible en Spotify, Apple Podcasts y todas las plataformas de streaming.—-Link + Sources:Infobae: https://www.infobae.com/mexico/2025/07/06/asesinan-a-tres-hermanas-menores-de-edad-en-sonora-investigan-posible-hallazgo-de-su-madre-muerta/Infobae: https://www.infobae.com/mexico/2025/07/07/cronologia-de-la-desaparicion-esto-es-lo-que-se-sabe-del-caso-de-las-hermanitas-halladas-sin-vida-en-sonora/Infobae: https://www.infobae.com/mexico/2025/07/08/despiden-a-la-madre-y-las-hermanitas-que-fueron-asesinadas-en-sonora/NMas: https://youtu.be/Gi7NNG_Dxx0?si=W-o-5AAfaXqo2cvnImagen Noticias: https://youtu.be/n-i5dzhVoZk?si=0ljU-piVFmbHBfRjAzteca Noticia: https://youtu.be/mkhLnvTAjC8?si=S77Ib33XDtLBmsiBGrupo Formula: https://youtu.be/pf2TRAd8pGY?si=emxiL-fqhTtGOjsBGrupo Formula: https://youtu.be/zg3po0Lr6J0?si=FXJv_nP15wYvAtQkMichelle Rivera on X: Video of Father SpeakingLa Silla Rota: https://lasillarota.com/estados/2025/7/8/un-seguro-de-vida-la-linea-tras-el-feminicidio-de-margarita-sus-hijas-544598.htmlTribuna Sonora on X: Video of FuneralTribuna Sonora: https://www.tribuna.com.mx/seguridad/2025/7/7/video-me-dejaron-solo-padre-de-las-tres-ninas-asesinadas-en-hermosillo-clama-justicia-406675.htmlTribuna Sonora: https://www.tribuna.com.mx/seguridad/2025/7/6/capturan-al-principal-sospechoso-del-asesinato-de-madre-sus-tres-hijas-en-hermosillo-406609.htmlTribuna Sonora: https://www.tribuna.com.mx/seguridad/2025/7/4/hallan-mujer-muerta-orillas-de-carretera-en-hermosillo-tenia-huellas-de-violencia-406473.htmlTribuna Sonora: https://www.tribuna.com.mx/seguridad/2025/7/7/fgjes-vinculan-proceso-al-presunto-asesino-de-las-tres-ninas-su-madre-en-hermosillo-406723.htmlAristegui Noticias: https://youtu.be/XFi40tlm5lQ?si=HKMqoDls5cQicM9ZAristegui Noticias: https://youtu.be/8PzwQtWgv3Q?si=eDMOgf2IJTKtNVNMMilenio: https://youtu.be/EDa7OCeGTpM?si=1k0LqhfMJmx5w9D2CNN en Español: https://youtu.be/oQ5i3YvwuYQ?si=G7kPVFR1l2BLuIkJMTP Noticias: https://mtpnoticias.com/dolor-y-sangre/policia/meredith-y-medellin-abrazaron-a-su-hermanita-antes-de-ser-ejecutadas-en-hermosillo-sonora/Luis Alberto Medina: https://x.com/elalbertomedina/status/1942720853424365807Luis Alberto Medina: https://x.com/elalbertomedina/status/1944565967495082256Nacho Lozada: https://x.com/nacholozano/status/1942444602201432467La Costilla Rota: https://lacostillarota.com/2025/07/08/justicia-para-meredith-medellin-karla-y-margarita-indigna-feminicidio-de-madre-y-sus-tres-hijas-en-sonora/https://fb.watch/AYxqrGZuzT/ (reference to the life insurance policy)Proceso: https://www.proceso.com.mx/nacional/estados/2025/7/5/ejecutan-tres-ninas-en-sonora-buscadoras-encontraron-los-cuerpos-baleados-354343.htmlFuerza Informacion Azteca: https://www.tvazteca.com/aztecanoticias/realizan-funeral-las-3-ninas-y-madre-asesinadas-en-sonora-cronologia-del-casoEXCELSIOR: https://youtu.be/-cc9BZk-muA?si=zsqsrHy0AqeI6_rMAl Dia Dallas News: https://www.dallasnews.com/espanol/al-dia/mexico/2025/07/14/asesinato-ninas-hermosillo-hermanas-miguel-aleman/—- Distributed by Genuina Media — Follow Us:Instagram: https://www.instagram.com/SVSM_PodcastThreads: https://www.threads.net/@svsm_podcastTwitter/ X: https://www.twitter.com/SVSM_PodcastBlueSky: https://bsky.app/profile/svsmpodcast.bsky.socialFacebook: https://www.facebook.com/SoViolentoSoMacabroPodcastTikTok: https://www.tiktok.com/@svsm_podcastYouTube: https://www.youtube.com/@svsm_podcast
PREVIEW: APOLLO-SOYUZ Colleague Anatoly Zak remembers the popular cigarettes distributed in Moscow at the time of the July mission. [MORE]
In this episode of Elixir Wizards, Charles Suggs sits down with Chris Grainger, co-founder and CTO of Amplified and creator of the Explorer library. Chris explains how Explorer brings the familiar data-frame workflows of R's dplyr and Python's pandas into the Elixir world. We explore (pun intended!) how Explorer integrates with Ecto, Nx, and LiveView to build end-to-end data pipelines without leaving the BEAM, and how features like lazy evaluation and distributed frames let you tackle large datasets. Whether you're generating reports or driving interactive charts in LiveView, Explorer makes tabular data accessible to every Elixir developer. We wrap up by looking ahead to SQL-style backends, ADBC connectivity, and other features on the Explorer roadmap. Key topics discussed in this episode: dplyr- and pandas-inspired data manipulation in Elixir Polars integration via Rust NIFs for blazing performance Immutable data frames and BEAM-friendly concurrency Lazy evaluation to work with arbitrarily large tables Distributed data-frame support for multi-node processing Seamless integration with Ecto schemas and queries Zero-copy interoperability between Explorer and Nx tensors Apache Arrow and ADBC protocols for cross-language I/O Exploring SQL-style backends for remote query execution Building interactive dashboards and charts in LiveView Consolidating ETL workflows into a single Elixir API Streaming data pipelines for memory-efficient processing Tidy data principles and behavior-based API design Real-world use cases: report generation, patent analysis, and more Future roadmap: new backends, query optimizations, and community plugins Links mentioned: https://hexdocs.pm/explorer/Explorer.html https://www.amplified.ai/ https://www.r-project.org/ https://vita.had.co.nz/papers/tidy-data.pdf https://www.tidyverse.org/ https://www.python.org/ https://dplyr.tidyverse.org/ https://go.dev/ https://hexdocs.pm/nx/Nx.html https://github.com/pola-rs/polars https://github.com/rusterlium/rustler https://www.rust-lang.org/ https://www.postgresql.org/ https://hexdocs.pm/ecto/Ecto.html https://www.elastic.co/elasticsearch https://arrow.apache.org/ Chris Grainger & Chris McCord Keynote ElixirConf 2024: https://youtu.be/4qoHPh0obv0 https://dbplyr.tidyverse.org/ https://spark.posit.co/ https://hexdocs.pm/pythonx/Pythonx.html https://hexdocs.pm/vegalite/VegaLite.html 10 Minutes to Explorer: https://hexdocs.pm/explorer/exploringexplorer.html https://github.com/elixir-nx/scholar https://scikit-learn.org/stable/ https://github.com/cigrainger https://erlef.org/slack-invite/erlef https://bsky.app/profile/cigrainger.bsky.social https://github.com/cigrainger
Mason Coudron is a Supplier Program Manager at DSG and Shelby Petty is the Digitial Operations Manager at Capital Electric.
Fredrik talks to Grace Jansen about cloud tools, and bringing them to your local machine in a better way. Opentelemetry is a great tool, but it’s not the whole story for observability. Gathering the data is just the first step. In the second half, we leave telemetry and talk about realizing you have things to share and sharing them with other people. Find out what makes you tick, and share experiences around that. Grace also shares some concrete presentation-building tips at the end. Ask the question, and be more you! Recorded during Øredev 2024. Thank you Cloudnet for sponsoring our VPS! Comments, questions or tips? We a re @kodsnack, @tobiashieta, @oferlund and @bjoreman on Twitter, have a page on Facebook and can be emailed at info@kodsnack.se if you want to write longer. We read everything we receive. If you enjoy Kodsnack we would love a review in iTunes! You can also support the podcast by buying us a coffee (or two!) through Ko-fi. Links Grace Øredev 2024 Grace’s Øredev 2024 presentations: Cloud-native dev tools: bringing the cloud back to earth, and Becoming a cloud-native doctor Opentelemetry Distributed tracing Microprofile - open source specification for distributed tracing Jakarta - the artist previously known as Java EE Reactive messaging Openapi Telemetry Openliberty Quarkus Payara Jboss Prometheus Grafana Kibana Fluid Jaeger - tracing platform Torill Kornfeldt talked about resurrecting mammoths at Øredev 2015 Sven Jungmann - can we teach machines to smell? Support us on Ko-fi! Ants and AI models Holly Cummins Less waste, more joy, and a lot more green: How Quarkus makes Java better - Holly’s Øredev 2024 presentation Titles After-lunch lull So polyglot Ready for microservices (You need) Many minds Now I have a pile (Take) The best of nature The path was being them Something I bring to the table Ask the question A unique presentation
Topics covered in this episode: * Distributed sqlite follow up: Turso and Litestream* * PEP 792 – Project status markers in the simple index* Run coverage on tests docker2exe: Convert a Docker image to an executable Extras Joke Watch on YouTube About the show Sponsored by Digital Ocean: pythonbytes.fm/digitalocean-gen-ai Use code DO4BYTES and get $200 in free credit Connect with the hosts Michael: @mkennedy@fosstodon.org / @mkennedy.codes (bsky) Brian: @brianokken@fosstodon.org / @brianokken.bsky.social Show: @pythonbytes@fosstodon.org / @pythonbytes.fm (bsky) Join us on YouTube at pythonbytes.fm/live to be part of the audience. Usually Monday at 10am PT. Older video versions available there too. Finally, if you want an artisanal, hand-crafted digest of every week of the show notes in email form? Add your name and email to our friends of the show list, we'll never share it. Michael #1: Distributed sqlite follow up: Turso and Litestream Michael Booth: Turso marries the familiarity and simplicity of SQLite with modern, scalable, and distributed features. Seems to me that Turso is to SQLite what MotherDuck is to DuckDB. Mike Fiedler Continue to use the SQLite you love and care about (even the one inside Python runtime) and launch a daemon that watches the db for changes and replicates changes to an S3-type object store. Deeper dive: Litestream: Revamped Brian #2: PEP 792 – Project status markers in the simple index Currently 3 status markers for packages Trove Classifier status Indices can be yanked PyPI projects - admins can quarantine a project, owners can archive a project Proposal is to have something that can have only one state active archived quarantined deprecated This has been Approved, but not Implemented yet. Brian #3: Run coverage on tests Hugo van Kemenade And apparently, run Ruff with at least F811 turned on Helps with copy/paste/modify mistakes, but also subtler bugs like consumed generators being reused. Michael #4: docker2exe: Convert a Docker image to an executable This tool can be used to convert a Docker image to an executable that you can send to your friends. Build with a simple command: $ docker2exe --name alpine --image alpine:3.9 Requires docker on the client device Probably doesn't map volumes/ports/etc, though could potentially be exposed in the dockerfile. Extras Brian: Back catalog of Test & Code is now on YouTube under @TestAndCodePodcast So far 106 of 234 episodes are up. The rest are going up according to daily limits. Ordering is rather chaotic, according to upload time, not release ordering. There will be a new episode this week pytest-django with Adam Johnson Joke: If programmers were doctors
On this episode of Crazy Wisdom, Stewart Alsop speaks with Rory Aronson, CEO of FarmBot, about how his open-source hardware project is transforming home gardening into a more automated and accessible practice. Rory explains how FarmBot works—essentially as a CNC machine for your garden—covering its evolution from Arduino-based electronics to custom boards, the challenges of integrating hardware and software, and the role of closed-loop feedback systems to prevent errors. They explore solarpunk visions of distributed food systems, discuss the importance of “useful source” documentation in open-source hardware, and imagine a future where growing food is as easy as running a dishwasher. For more on Rory and FarmBot, check out farm.bot and the open-source resources at docs.farm.bot.Check out this GPT we trained on the conversationTimestamps00:00 Rory explains FarmBot as a CNC machine for gardens, using Arduino and Raspberry Pi, automating planting, watering, and weeding.05:00 Discussion on the hardware stack evolution, open-source electronics roots, and moving to custom boards for better integration.10:00 Stewart shares his Raspberry Pi experiments, Rory breaks down the software layers from cloud apps to firmware, emphasizing complexity.15:00 Conversation shifts to closed-loop feedback with rotary encoders, avoiding 3D printer-style “spaghetti” errors in outdoor environments.20:00 Rory explores open-source challenges, highlighting “useful source” documentation and hardware accessibility for modifications.25:00 Solarpunk vision emerges: distributed food systems, automation enabling home-grown fresh food without expert knowledge.30:00 Raised bed setup, energy efficiency, and FarmBot as a home appliance concept for urban and suburban gardens.35:00 Small-scale versus industrial farming, niche commercial uses like seedling automation, and user creativity with custom tools.40:00 AI potential with vision systems, LLMs for garden planning, and enhancing FarmBot intelligence for real-time adaptation.45:00 Sensors, soil monitoring, image analysis for plant health, and empowering users to integrate FarmBot into smart homes.50:00 Rory describes community innovations, auxiliary hardware, and open documentation supporting experimentation.55:00 Final reflections on solarpunk futures, automation as empowerment, and how to access FarmBot's resources online.Key InsightsRory Aronson shares how FarmBot began as a DIY project built on Arduino and Raspberry Pi, leveraging the open-source 3D printing ecosystem to prototype quickly. Over time, they transitioned to custom circuit boards to meet the specific demands of automating gardening tasks like seed planting, watering, and weeding, highlighting the tradeoffs between speed to market and long-term hardware optimization.The conversation unpacks the complexity of FarmBot's “stack,” which integrates cloud-based software, a web app, a message broker, a Raspberry Pi running a custom OS, and firmware on both Arduino and auxiliary chips for real-time feedback. This layered approach is crucial for precision in an unpredictable outdoor environment where mechanical errors could damage growing plants.Aronson emphasizes that being open source isn't enough; to be genuinely useful, projects must provide extensive, accessible documentation and export files in open, affordable formats. Without this, open source risks being a hollow promise for most users, especially in hardware where barriers to modification are higher.They explore the solarpunk potential of FarmBot, imagining a future where growing food at home is as effortless as using a washing machine. By turning gardening into an automated process, FarmBot enables people to produce fresh vegetables without needing expertise, offering resilience against industrial food systems reliant on monoculture and long supply chains.Aronson points out that while FarmBot isn't designed for industrial agriculture, its modularity allows it to support niche commercial use cases, like automating seedling production in cleanroom environments. This adaptability reflects the broader vision of empowering both individuals and small operations with accessible automation tools.The episode highlights user creativity enabled by FarmBot's open hardware, including custom tools like side-mounted mirrors for alternative camera angles and pneumatic grippers for harvesting. These community-driven innovations showcase the platform's flexibility and the value of encouraging experimentation.Finally, Aronson sees great potential for integrating AI, particularly vision systems and multimodal LLMs, to make FarmBot smarter—detecting pests, diagnosing plant health, and even planning gardens tailored to user goals like nutrient needs or event timelines, moving closer to a truly intelligent gardening companion.
Colab is cozy. But production won't fit on a single GPU. Zach Mueller leads Accelerate at Hugging Face and spends his days helping people go from solo scripts to scalable systems. In this episode, he joins me to demystify distributed training and inference — not just for research labs, but for any ML engineer trying to ship real software. We talk through: • From Colab to clusters: why scaling isn't just about training massive models, but serving agents, handling load, and speeding up iteration • Zero-to-two GPUs: how to get started without Kubernetes, Slurm, or a PhD in networking • Scaling tradeoffs: when to care about interconnects, which infra bottlenecks actually matter, and how to avoid chasing performance ghosts • The GPU middle class: strategies for training and serving on a shoestring, with just a few cards or modest credits • Local experiments, global impact: why learning distributed systems—even just a little—can set you apart as an engineer If you've ever stared at a Hugging Face training script and wondered how to run it on something more than your laptop: this one's for you. LINKS Zach on LinkedIn (https://www.linkedin.com/in/zachary-mueller-135257118/) Hugo's blog post on Stop Buliding AI Agents (https://www.linkedin.com/posts/hugo-bowne-anderson-045939a5_yesterday-i-posted-about-stop-building-ai-activity-7346942036752613376-b8-t/) Upcoming Events on Luma (https://lu.ma/calendar/cal-8ImWFDQ3IEIxNWk) Hugo's recent newsletter about upcoming events and more! (https://hugobowne.substack.com/p/stop-building-agents)
For many creative people, music is a central part of life. Count us in that camp. We've long admired Sonos products for their quality and easy integration into our homes, and everything they design is beautiful. The integration of design and technology is often a challenge for companies. From the outside, it would seem that Sonos has something figured out in this department. To learn more about their approach, we spoke with Matt Benatan, Principal Research Scientist, and Naphur van Apeldoorn, Senior Manager, Hardware Development Engineering. We chat with Naphur and Matt about how Sonos decided to invest the time and energy into a new product—Arc Ultra, and what the R&D and prototyping process looked like—as a distributed team, they “share” physical prototypes using a 3d printer. We also talked about how they're using onboard AI for speech enhancement, and why it seems like movie dialogue has become harder to hear over recent years (even if you don't have kids making noise in the background while you're trying to watch
Dr. Carmen Simon is the Founder of Enhancive and a keynote speaker at the NAED Marketing Summit.
Should you be afraid of monorepos? Not with Nx. Tune in and learn how to scale apps without scaling pain. In this episode of React Universe On Air, Łukasz Chludziński chats with Jordan Powell from Nx to explore what it really takes to build and manage a monorepo at scale. From dependency graphs to distributed CI tasks, they break down how Nx helps teams stay fast, focused, and frustration-free. Whether you're just getting started with Yarn Workspaces or running into CI bottlenecks, this episode gives you the strategies and context to go further with less overhead. Key learnings ➡️ The difference between monorepos and monoliths ➡️ How Nx graphs improve selective builds and testing ➡️ What “ownership rules” mean for large codebases ➡️ How distributed task execution saves time in CI ➡️ Why better DX equals better business outcomes ➡️ Real-world patterns for React Native and full-stack monorepos Catch more React Universe On Air episodes
Carla Johnson is an author and Innovation Architect and a keynote speaker at the NAED Marketing Summit.
Today we are joined by Selena Larson, Threat Researcher at Proofpoint, and co-host of Only Malware in the Building, as she discusses their work on "Amatera Stealer - Rebranded ACR Stealer With Improved Evasion, Sophistication." Proofpoint researchers have identified Amatera Stealer, a rebranded and actively developed malware-as-a-service (MaaS) variant of the former ACR Stealer, featuring advanced evasion techniques like NTSockets for stealthy C2 communication and WoW64 Syscalls to bypass user-mode defenses. Distributed via ClearFake web injects and the ClickFix technique, Amatera leverages multilayered PowerShell loaders, blockchain-based hosting, and creative social engineering to compromise victims. With enhanced capabilities to steal browser data, crypto wallets, and other sensitive files, Amatera poses a growing threat in the wake of disruptions to competing stealers like Lumma. Complete our annual audience survey before August 31. The research can be found here: Amatera Stealer: Rebranded ACR Stealer With Improved Evasion, Sophistication Learn more about your ad choices. Visit megaphone.fm/adchoices
Today we are joined by Selena Larson, Threat Researcher at Proofpoint, and co-host of Only Malware in the Building, as she discusses their work on "Amatera Stealer - Rebranded ACR Stealer With Improved Evasion, Sophistication." Proofpoint researchers have identified Amatera Stealer, a rebranded and actively developed malware-as-a-service (MaaS) variant of the former ACR Stealer, featuring advanced evasion techniques like NTSockets for stealthy C2 communication and WoW64 Syscalls to bypass user-mode defenses. Distributed via ClearFake web injects and the ClickFix technique, Amatera leverages multilayered PowerShell loaders, blockchain-based hosting, and creative social engineering to compromise victims. With enhanced capabilities to steal browser data, crypto wallets, and other sensitive files, Amatera poses a growing threat in the wake of disruptions to competing stealers like Lumma. Complete our annual audience survey before August 31. The research can be found here: Amatera Stealer: Rebranded ACR Stealer With Improved Evasion, Sophistication Learn more about your ad choices. Visit megaphone.fm/adchoices
https://linktr.ee/pullup3 | Distributed via SteadyHype Studios
"Nollywood - Nigeria's Mirror" takes us to Lagos, the third largest film industry in the world. Scholars Jonathan Haynes and Onookome Okome serve as guides as we negotiate the intricacies and eccentricities of Nollyood's past and digital future. Nollywood films dramatize key tensions in contemporary Nigerian life, such as the relationship between tradition and cosmopolitanism. Distributed through pirate DVD networks across Africa, the Caribbean and the Diaspora at large, Nollywood films are a global phenomenon - and we'll find out why. We'll also be joined by Christopher Kirkley of the Sahel Sounds blog, who transports us to northern Nigeria and into the electronic sound world of Hausa film music. APWW #646
James Ester, second-year defensive lineman, joins the show prior to camp. We discuss his first season, what he has been doing during the offseason to prep for year two, and some of his personal goals for the upcoming season. X/Twitter: @LombardiLegends Instagram: LombardisLegends Facebook: @LombardisLegends YouTube Channel: @lombardislegends Intro/Outro Music – Green And The Gold (West Coast Packers Anthem) (feat. Joey G). Played with permission from Young Trav and Joey G - Support them (@youngtrav_951 and @jhussle714 on IG): young-trav Support our sponsors! @leapspirits: Paying homage to the iconic end zone celebration that was created by a Green Bay legend, Leap Vodka is inspired by the best attributes of the world's finest vodkas. #CelebrateLikeYouScored #TakeTheLeap. Visit https://leapspirits.com/ to find it in a restaurant or retail store near you! 40% alcohol by volume. Distributed by Capitol-Husting Company – Milwaukee, WI & Noelke Distributors – La Crosse, WI. You must be of 21+ or of legal drinking age. Please drink responsibly. @rehablabwisco and @drsam.wagner: Rehab Lab clinics and practitioners work with world-class athletes both in and out of season, as well as patients who simply want to lead a healthier, more active lifestyle. We help athletes get healthy and stay healthy, and assist in taking their skills to the next level! Regardless of the sport, Rehab Lab staff look to provide our athletes an edge over their competition. We take this same approach with all of our patients. Everyone at the Rehab Lab is treated like world-class athletes because we believe that life is a sport and you deserve the best we have to offer. Whether you do CrossFit or Barre, Running or Golfing, or if you just want to be able to work without pain, we take our proven methods and put them to work for you. Our goal is to get you back to 100% and doing what you love faster than anywhere else in the world.
Welcome to B The Way Forward Interludes - a series of conversations that don't necessarily fit in our regular season, but are just too good to not share. Dr. Timinit Gebru is one of the leading voices in AI research calling for more responsible and inclusive AI systems. Or, as she puts it - “a technological future that serves our communities instead of one that is used for surveillance, warfare, and the centralization of power by Silicon Valley.” As the Founder and Executive Director of the Distributed Artificial Intelligence Research Institute (DAIR), Timnit isn't just calling out the dangers of Big Tech's approach to AI - she and her colleagues are working to forge new approaches and new ways to imagine what our future can look like. In part 2 of our conversation, Timnit shares why the “Distributed” aspect of DAIR is so important, the kinds of projects they undertake that could never be done within the halls of Big Tech or Academia, and why the current method of designing LLM's flies in the face of core engineering principles. Plus, you all had a lot of questions about AI at our recent Responsible AI Forum by AnitaB.org - and Timnit has some answers for you. --- At AnitaB.org, our mission is to enable and equip women technologists with the tools, resources, and knowledge they need to thrive. Through innovative programs and initiatives, we empower women to chart new paths, better prepared to lead, advance, and achieve equitable compensation. Because when women succeed, they uplift their communities and redefine success on their terms, both professionally and personally. --- Connect with AnitaB.org Instagram - @anitab_org Facebook - /anitab.0rg LinkedIn - /anitab-org On the web - anitab.org --- Our guests contribute to this podcast in their personal capacity. The views expressed in this interview are their own and do not necessarily represent the views of Anita Borg Institute for Women and Technology or its employees (“AnitaB.org”). AnitaB.org is not responsible for and does not verify the accuracy of the information provided in the podcast series. The primary purpose of this podcast is to educate and inform. This podcast series does not constitute legal or other professional advice or services. --- B The Way Forward Is… Hosted and Executive Produced by Brenda Darden Wilkerson. Produced by Avi Glijansky Associate Produced by Kelli Kyle Sound design and editing by Ryan Hammond Mixing and mastering by Julian Kwasneski Additional Producing help from Faith Krogulecki Operations Coordination for AnitaB.org by Quinton Sprull. Creative Director for AnitaB.org is Deandra Coleman Executive Produced by Dominique Ferrari, Stacey Book, and Avi Glijansky for Frequency Machine Photo of Brenda Darden Wilkerson by Mandisa Media Productions For more ways to be the way forward, visit AnitaB.org
Control's Keith Larson talks with ExxonMobil's David Patin and Brian Reynolds and Alicia Kempf of Honeywell Process Solutions in this episode of Control Amplified.
David Clark is a Director at ArkMalibu.
https://linktr.ee/pullup3 | Distributed via SteadyHype Studios
Start here: 26:00https://linktr.ee/pullup3 | Distributed via SteadyHype Studios
In this episode, we sit down with Emily McAteer, CEO and Co-founder of Odyssey Energy Solutions, one of the most influential startups in the climate tech space for emerging markets. Odyssey is transforming how Distributed Renewable Energy (DRE) projects are financed, procured, and managed—especially in emerging markets across countries in Africa, and also India, Mexico, and Brazil.What began as a platform supporting DFIs like the World Bank to deploy capital into DRE projects has evolved into a robust end-to-end solution for the entire ecosystem. Today, Odyssey powers asset monitoring, equipment procurement, and most recently direct credit financing for DRE developers.Timestamps: 00:00 Introduction to the Energy Talk Podcast01:36 Emily's Journey into the Energy Sector04:53 The Birth and Growth of Odyssey.08:41 Challenges and Evolution of Odyssey.11:11 Odyssey's Procurement and Credit Platform19:30 Global Expansion and Product Market Fit24:12 Partnerships and Future Prospects28:00 Defining Success and Failure
The conversation continues with Brian Roers of Roers Companies. In this episode, he shares with David some of the challenges that come with expanding to now over a dozen states in the US. Brian reflects on the importance of being loud as a leader and having the right team when looking to the future.
https://linktr.ee/pullup3 | Distributed via SteadyHype Studios
Rob Conrad is the Director of Pricing and Distributor Marketing for Legrand.
This week Dave surprises Bryan with a movie with a title that is at once a good description and a terrible misrepresentation. They're going to Germany for a look at Martin Walz's very gay 1996 horror comedy, Killer Condom. Based on the comic of the same name (and the follow-up, Down To The Bone) by German cartoonist, Ralf Konig, Killer Condom (Kondom des Grauens) tells the story of New York City in the grips of terror as carnivorous condoms bite the penis off of the city's men left and right. It's also a touching love story as Detective Luigi Macaroni shakes his jaded feelings on love and comes to terms with feelings for the rentboy who keeps distracting him from his job.Distributed by Troma, Killer Condom was thrust out into the English-speaking world on the vague promise of the outrageous, politically incorrect comedy you've come to expect from the house that Toxie built but this sells the movie short as it's actually a very human love story and a not-so-subtle meditation on the AIDS crisis. Now, it IS a movie made in the 90's and hasn't exactly aged well but reckon with a little transphobia and racism and you find a terribly unique movie that was way ahead of its time.Join the Bring Me The Axe Discord: https://discord.gg/snkxuxzJSupport Bring Me The Axe! on Patreon: https://patreon.com/bringmetheaxepodBuy Bring Me The Axe merch here:https://www.bonfire.com/store/bring-me-the-axe-podcast/
In this first of a two-part conversation, Brian Roers shares his journey of co-founding Roers Companies with his brother Kent, and becoming a culture champion along the way. Roers Companies is a multi-awarded multifamily and commercial real estate development firm based in Minnesota. It was founded in 2012 — and by 2024, was recognized by Inc. 5000 as the 344th fastest-growing private company in America. At the heart of their remarkable growth is their Culture Blueprint, and a daily commitment to their culture.
Kevin Sarb is a Managing Director and James Murphy is a Director at Ducker Carlisle.
Satou and WNBA Admins - 1:40WNBA Scheduling - 4:05Golden State Valkyries Expectations - 7:10The 4 Win Club - 18:10Award Conversations: 29:50Jordin Canada and Guard Conspiracies - 31:40 Poor Aces - 38:50 Dana Vs. Jewell Staring - 49:50Is Dallas Cursed - 1:01:45Hypothetical Trades for Bigs - 1:07:40JayTrent's Trade Machine - 1:15:50Dominique Malonga + Rookie Talk - 1:18:50 Don's Agenda Trades - 1:35:40Sparks Talk - 1:44:45Aces Greed - 1:55:00https://linktr.ee/pullup3 | Distributed via SteadyHype Studios
Episode Overview This episode dives deep into the evolving solar landscape—covering key state-level policy battles, rising resistance to distributed solar, the latest federal tax package in Congress, and the long term trends in the solar industry. Fox Swim, Senior Solar Industry Researcher at Aurora Solar, shares expertise on policy, utility rates, and resiliency-minded markets. Key Themes & Highlights Aurora Solar & Fox's Expertise Aurora provides industry-leading solar design and sales software globally. State-Level Anti-Solar Trends Utilities favor centralized generation, clashing with distributed energy advocates. California's AB 942 aims to end grandfathered NEM/NEM 2 contracts when homes are sold, pushing owners into less favorable NEM 3 tariffs—effectively breaking existing contracts. Resiliency & Distributed Generation Extreme weather, aging grid infrastructure, and power instability are driving demand for solar + storage. Distributed generation is seen as a smarter, faster, and more resilient solution than central utility models. Virtual battery programs in states like Connecticut are emerging as positive examples. Federal Tax Bill & IRA Disruptions The recent House tax bill introduces critical threats: Elimination of IRA incentives (including ITC, storage, and battery credits). “Fiat” sourcing restrictions targeting Chinese-manufactured solar components, potentially nullifying battery and panel subsidies. Fox warns of an unplanned “solar winter” where many small players may fold, though core demand won't vanish. Emphasis is shifting toward resilience and independence—not just ROI. 2025 Aurora Solar Snapshot Insights (Backed by Aurora's data on ~12.5 million projects, surveys of 1,000+ homeowners, 1,000 professionals, and 500+ businesses) Resilience over ROI: 76% of homeowners view solar as a good investment (up from 43% in 2023) Financing shifts: Third‑party ownership (leases/PPAs) are growing; battery demand surges with 78% installers seeing increased interest Bipartisan appeal: Solar cuts across party lines—Republicans, Democrats, and Independents all value solar and IRA Trust challenges: Installer mistrust doubled—44% of homeowners find trustworthy companies hard to identify Motivations revealed: Top drivers: bill savings, energy independence, environmental impact (>50% cite environment as a top-3 reason) Tactical Takeaways for Mavericks Strengthen Trust – Improve transparency and contract clarity; be proactive about ethical sales practices. Refocus Messaging – Highlight solar + storage for resilience and independence—especially in disaster-prone regions. Engage Politically – Contact local/state reps, especially around bills like North Carolina's ITC reinstatement. Diversify Revenue – Build resilience offerings or pivots like community solar and virtual battery programs. Advocacy & Data – Join efforts with industry groups (SEIA, ACORE), and use Aurora's regional data in policymaker discussions. Quotes from the Interview “76% of homeowners now say solar is a smart investment—it used to be 43%!” “Installer trust has tanked: 44% of homeowners find it hard to pick a dependable provider.” “Solar isn't just about ROI anymore—it's energy independence and resilience.” Benoy Thanjan Benoy Thanjan is the Founder and CEO of Reneu Energy and he is also an advisor for several solar startup companies. He has extensive project origination, development, and financial experience in the renewable energy industry and in the environmental commodities market. This includes initial site evaluation, permitting, financing, sourcing equipment, and negotiating the long-term energy and environmental commodities off-take agreements. He manages due diligence processes on land, permitting, and utility interconnection and is in charge of financing and structuring through Note to Proceed (“NTP”) to Commercial Operation Date (“COD”). Benoy composes teams suitable for all project development and construction tasks. He is also involved in project planning and pipeline financial modeling. He has been part of all sides of the transaction and this allows him to provide unique perspectives and value. Benoy has extensive experience in financial engineering to make solar projects profitable. Before founding Reneu Energy, he was the SREC Trader in the Project Finance Group for SolarCity which merged with Tesla in 2016. He originated SREC trades with buyers and co-developed their SREC monetization and hedging strategy with the senior management of SolarCity to move into the east coast markets. Benoy was the Vice President at Vanguard Energy Partners which is a national solar installer where he focused on project finance solutions for commercial scale solar projects. He also worked for Ridgewood Renewable Power, a private equity fund, where he analyzed potential investments in renewable energy projects and worked on maximizing the financial return of the projects in the portfolio. Benoy also worked on the sale of all of the renewable energy projects in Ridgewood's portfolio. He was in the Energy Structured Finance practice for Deloitte & Touche and in Financial Advisory Services practice at Ernst & Young. Benoy received his first experience in Finance as an intern at D.E. Shaw & Co., which is a global investment firm with 37 billion dollars in investment capital. He has a MBA in Finance from Rutgers University and a BS in Finance and Economics from the Stern School of Business at New York University. Benoy was an Alumni Scholar at the Stern School of Business. Fox Swim Fox Swim is a data-driven activist with a passion for solving complex social and environmental challenges. With expertise in alternative energy, and urban sustainability, she leverages technical research and leadership skills to drive impactful change. Currently a Senior Industry Researcher at Aurora Solar, Fox focuses on advancing renewable energy solutions while advocating for social justice and sustainability. Related Links https://solarbuildermag.com/news/california-committee-passes-bill-that-would-break-net-metering-contracts/ https://www.nerdwallet.com/article/mortgages/solar-panel-types https://www.eenews.net/articles/california-bill-would-slash-solar-benefits/ Aurora Solar's 2025 Snapshot Report Stay Connected: Benoy Thanjan Email: info@reneuenergy.com LinkedIn: Benoy Thanjan Website: https://www.reneuenergy.com Fox Swim Website: https://aurorasolar.com/ Linkedin: https://www.linkedin.com/in/fox-swim-6919061a/ WRISE 20th Anniversary Gala Date & Time: Thursday, June 26, 2025 from 6:00 PM to 10:00 PM Location: Gotham Hall, New York City Occasion: Celebrating 20 years of championing women and underrepresented groups in the renewable & sustainable energy sector Host & Highlight: Presented by Women of Renewable Industries & Sustainable Energy (WRISE); evening includes networking, recognition of community leaders, and celebration of industry milestones The link to register is below. https://wrise20thanniversarygala.rsvpify.com/?mc_cid=2c22b50623&mc_eid=0dfa02be45&securityToken=qZn8wqQI1mC1uMRPyb08kNwbscQ23wtX
Becky Starkey is the Vice-President of Marketing and Supplier Advancement at United Electric Supply Co. Tara Lehman is the Director of Strategic Marketing - Industrial at Wesco.
In this episode, we delve into the intersection of AI and pharma, uncovering how artificial intelligence is set to change drug discovery and its impact on investing. Learn what this means for the future of healthcare and your investment portfolio. Disclosure: The views expressed are those of the speaker and are subject to change at any time. These views are for informational purposes only and should not be relied on as a recommendation to purchase any security or as an offer of securities or investment advice. No forecast can be guaranteed. Past performance is no guarantee of future results. Unless otherwise indicated, logos and product and service names are trademarks of MFS® and its affiliates and may be registered in certain countries. Distributed by: U.S. – MFS Institutional Advisors, Inc. ("MFSI"), MFS Investment Management and MFS Fund Distributors, Inc., Member SIPC.; Latin America – MFS International Ltd.; Canada – MFS Investment Management Canada Limited. 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It is a privilege to welcome Reality TV veteran and writer, producer, and director James Sunshine to The Jake's Take with Jacob Elyachar Podcast. After graduating as valedictorian from his film school, James moved to Los Angeles in 2012 with no job, no car, nowhere to live, and an overdrawn bank account. Over a decade later, he has become a creative powerhouse in film and TV, breaking into the industry as a producer on some of the biggest Reality TV Shows of all time, including Big Brother 18, Hell's Kitchen, Project Runway, Supermarket Superstar, and Total Divas. In 2020, he wrote, directed, and edited his debut indie film Coronavirus Conspiracy during the height of the 2020 lockdowns. Distributed by Lionsgate, the satire became the first union-approved independent film shot in Los Angeles after the lockdown. Recently, James released his latest film, Killing Mary Sue. The film focuses on a corrupt senator (Dermot Mulroney) who arranges for the murder of his most significant liability, his erratic burnout stepdaughter (Sierra McCormick), only for her to unwittingly discover her natural talents as an untouchable killer. The film also stars French Stewart, Jason Mewes, Kym Whitley, and Martin Kove. Killing Mary Sue won the Best Picture Award at the Independent Filmmakers Showcase at the Los Angeles Film Fest. On this episode of The Jake's Take with Jacob Elyachar Podcast, James Sunshine spoke about his experiences on Big Brother and Hell's Kitchen, the behind-the-scenes process of Coronavirus Conspiracy, and previewing Killing Mary Sue. Become a supporter of this podcast: https://www.spreaker.com/podcast/jake-s-take-with-jacob-elyachar--4112003/support.
When it comes to discussions about artificial intelligence (AI) in the workplace, most immediately veer into negative territory. It's hard not to feel alarmed when most headlines we read about AI range from the outrageous to the terrifying. But in reality, what are most organizations actually using AI for? How are systems, protocols, and processes being updated by AI-enabled technologies? And what does the increasing use of AI in companies mean for distributed teams and flexible work? These questions are why Team IIP hosted an Executive Roundtable to discuss, “Beyond Automation: Will AI Enhance or Disrupt Flexible Work?”. We brought together leaders from across EMEA, with experience in and around the tech industry, to share what the AI conversation really looked like in their companies. This episode of the Inclusion in Progress Podcast is a quick debrief of our roundtable, where we discuss… Who is currently leading the AI conversations in organizations How leaders are addressing skepticism and encouraging innovation around AI What ongoing employee AI upskilling and talent development strategies look like today Why the rise of AI signals the consolidation — rather than elimination — of flexible work Thanks to Henrik Jarleskog, Joke Van Hamme, and Surbhi Srivastava for participating and sharing your insights with us! To learn more about how you can participate in our future roundtables on AI and flexible work, email us at team@inclusioninprogress.com. #ArtificialIntelligence #AI #InclusiveDistributedWork #FutureOfWork #InclusionInProgress TIMESTAMPS: [03:37] The importance of leadership modeling when introducing AI into an organization [05:18] How AI-enabled boosts in productivity and efficiency affects performance metrics [06:37] Why upskilling strategies around AI must be personalized and playful [07:55] How the future of work looks not just more efficient, but more meaningful with AI [11:16] Why AI is integral in the Inclusive Distributed Work™ conversation moving forward LINKS: info@inclusioninprogress.com www.inclusioninprogress.com/podcast www.linkedin.com/company/inclusion-in-progress Download our Distributed Work Models E-Book to learn how to find the distributed work model that enables your teams to perform at their best. Uncover your ideal Distributed Work Model with our RISE™ Scorecard, created to give you personalized insights into what's impacting your team's workflows to discover which model is best fit for your teams. Learn more about our roundtable participants Joke Van Hamme, Henrik Jarleskog, and Surbhi Srivastava. Want us to partner with you on finding your best-fit hybrid work strategy? Get in touch to learn how we can tailor our services to your company's DEI and remote work initiatives. Subscribe to the Inclusion in Progress Podcast on Apple Podcasts or Spotify to get notified when new episodes come out! Learn how to leave a review for the podcast.
RJJ Software's Software Development Service This episode of The Modern .NET Show is supported, in part, by RJJ Software's Software Development Services, whether your company is looking to elevate its UK operations or reshape its US strategy, we can provide tailored solutions that exceed expectations. Show Notes "Yeah, exactly. In fact, one of the central premises of Dapr has, you know, one of its goals is not only to be multi-language, in that anyone can use the APIs from any language they come from. So it has SDKs. First, you can call it HTTP if that's all you care about. But it has SDKs for Java, JavaScript, of course, .NET, Python, and Go."— Mark Fussell Welcome friends to The Modern .NET Show; the premier .NET podcast, focusing entirely on the knowledge, tools, and frameworks that all .NET developers should have in their toolbox. We are the go-to podcast for .NET developers worldwide, and I am your host: Jamie “GaProgMan” Taylor. In this episode, Mark Fussell from Diagrid joins us to talk about Dapr—that's D-A-P-R—the Distributed Application Runtime, which aims to make it trivial to build applications in a distributed manner: covering things like service discovery, Pubsub messaging, and distribution of your microservice-based applications. "And the reason why I mentioned that is because, going to your AI discussion, is that we had an amazing contributor actually from Microsoft, actually he's ex-Microsoft now, a guy called Roberto Rodriguez, who worked in Microsoft Research, We built an agentic AI framework on top of Dapr workflows because it had this power of being able to do recoverability and coordination."— Mark Fussell Along the way, we cover the history of Dapr, how it started as a Microsoft incubator project (and was heavily inspired by Project Tye), and how it's now a full graduated project of the CNCF (Cloud Native Computing Foundation). Anyway, without further ado, let's sit back, open up a terminal, type in `dotnet new podcast` and we'll dive into the core of Modern .NET. Supporting the Show If you find this episode useful in any way, please consider supporting the show by either leaving a review (check our review page for ways to do that), sharing the episode with a friend or colleague, buying the host a coffee, or considering becoming a Patron of the show. Full Show Notes The full show notes, including links to some of the things we discussed and a full transcription of this episode, can be found at: https://dotnetcore.show/season-7/dapr-the-secret-sauce-to-simplifying-distributed-applications-with-mark-fussell/ Useful Links: DAPR Web Services Enhancement Diagrid Dapper Tye Spiffie mTLS istio Linkerd Dapr/quickstarts Dapr university Diagrid Conductor Workflow Engines: Comunda Apache Airflow Azure Logic Apps AWS Step Functions Episode 21 - Orleans with Russell Hammett CNCF Dapr Catalyst Dapr on Discord Supporting the show: Leave a rating or review Buy the show a coffee Become a patron Getting in Touch: Via the contact page Joining the Discord Remember to rate and review the show on Apple Podcasts, Podchaser, or wherever you find your podcasts, this will help the show's audience grow. Or you can just share the show with a friend. And don't forget to reach out via our Contact page. We're very interested in your opinion of the show, so please get in touch. You can support the show by making a monthly donation on the show's Patreon page at: https://www.patreon.com/TheDotNetCorePodcast. Music created by Mono Memory Music, licensed to RJJ Software for use in The Modern .NET Show
Clean energy attracts nearly $3 trillion in investment annually, but most of that capital flows to massive utility-scale projects through the world's biggest banks and large-scale asset managers. Meanwhile, smaller distributed projects — rooftop solar, batteries, microgrids — face a structural financing challenge that Amanda Li calls "death by a thousand cuts." As co-founder and COO of Banyan Infrastructure, Li sees this dynamic constantly. Distributed infrastructure developers are trying to secure deals for $500,000 or $1 million, but face the same transaction costs as billion-dollar projects. "You might have a thousand times the amount of data at every single one of those stages, a thousand models, a thousand PDF documents or contracts, a thousand counterparties," Li explains. "So that's where the overhead really becomes crushing." Rachel Halfaker, who leads the community infrastructure program at the Milken Institute, sees the same fragmentation from a different angle. Unlike utility-scale projects with a single counterparty, distributed energy involves "a hundred business owners, a hundred nonprofits, a hundred YMCAs or churches" who aren't accustomed to thinking about term sheets and risk profiles. The solution they are pursuing? Standardization. But previous attempts have failed for specific reasons that go beyond market immaturity. "Everyone intellectually understands and believes in the benefits of coordination and standardization," said Li. But past efforts lacked dedicated coordinators and sufficient critical mass. The complexity of distributed energy finance makes standardization uniquely challenging. These projects often require blended capital stacks where three or more financing sources must align simultaneously. "All three things have to be in coordination in order for that deal to pencil,” said Halfaker. This orchestration typically falls to local developers with small teams, rather than the armies of investment bankers and lawyers that structure utility-scale deals. The result is frequent near-misses where viable projects nearly fall apart due to financing complexity. In this episode, recorded live as part of Latitude Media's Frontier Forum series, Stephen Lacey talks with Li and Halfaker about why standardization is critical for scaling distributed energy into a trillion-dollar asset class. They explore how standardization could eventually enable securitization — the "holy grail" that would create secondary markets for distributed energy assets. This episode was recorded live as part of Latitude Media's Frontier Forum with Banyan Infrastructure. Watch the full video here and download Banyan's white paper on standardization here.
This week, we are joined by Michael Gorelik, Chief Technology Officer from Morphisec, discussing their work on "New Noodlophile Stealer Distributes Via Fake AI Video Generation Platforms." A new threat dubbed Noodlophile Stealer is exploiting the popularity of AI-powered content tools by posing as fake AI video generation platforms, luring users into uploading media in exchange for malware-laced downloads. Distributed through convincing Facebook groups and viral campaigns, the malware steals browser credentials, cryptocurrency wallets, and can deploy a remote access trojan like XWorm. The campaign uses a layered, obfuscated delivery chain disguised as legitimate video editing software, making it both deceptive and difficult to detect. The research can be found here: New Noodlophile Stealer Distributes Via Fake AI Video Generation Platforms Learn more about your ad choices. Visit megaphone.fm/adchoices
Another week of the W and only some things have changed! 3:15 - Seattle is viotale rn: lineups & drama13:55 - Does the WNBA have a wing shortage?!(Is there really a big gap at the top?)19:20 - Aces28:26 - Liberty30:15 - Lynx38:12 - Mercury(How narratives change our views)51:00 - Mystics are a feel good story, 54:51 - Chicago's narrative is not set in reality56:35 - Connecticut's first win59:15 - Aliyah Boston as a MVP1:08:10 - All Rookie Team will be tough to get on 1:12:30 - LA Rookies, 1:15:00 - Dallas Rookies 1:17:50 - Will the Sparks turn it around? ft coaching scrutiny1:22:30 - Dallas get behind me, a [rational] rant from Jemay. A discussion to follow 1:38:50 - Atlanta Dream are going up! 1:54:03 - Indiana's upcoming schedule & thoughts on Aari McDonaldhttps://linktr.ee/pullup3 | Distributed via SteadyHype Studios
This week, we are joined by Michael Gorelik, Chief Technology Officer from Morphisec, discussing their work on "New Noodlophile Stealer Distributes Via Fake AI Video Generation Platforms." A new threat dubbed Noodlophile Stealer is exploiting the popularity of AI-powered content tools by posing as fake AI video generation platforms, luring users into uploading media in exchange for malware-laced downloads. Distributed through convincing Facebook groups and viral campaigns, the malware steals browser credentials, cryptocurrency wallets, and can deploy a remote access trojan like XWorm. The campaign uses a layered, obfuscated delivery chain disguised as legitimate video editing software, making it both deceptive and difficult to detect. The research can be found here: New Noodlophile Stealer Distributes Via Fake AI Video Generation Platforms Learn more about your ad choices. Visit megaphone.fm/adchoices
A major challenge with creating distributed applications is achieving resilience, reliability, and fault tolerance. It can take considerable engineering time to address non-functional concerns like retries, state synchronization, and distributed coordination. Event-driven models aim to simplify these issues, but often introduce new difficulties in debugging and operations. Stephan Ewen is the Founder at Restate which The post Modern Distributed Applications with Stephan Ewen appeared first on Software Engineering Daily.
BONUS: Martti Kuldma shares how to transform century-old organizations through product-driven agile transformation In this BONUS episode we explore the remarkable transformation journey at Omniva with CEO Martti Kuldma. From traditional postal services to innovative logistics solutions, we explore how a 100+ year old company embraced product thinking, DevOps practices, and agile transformation to become a competitive force in modern logistics. Omniva's Digital Evolution—IT as a Revenue Center "We innovated the parcel machine business for a few years, and software has been an area of investment for us - software as a separate vertical in our business." Omniva represents a fascinating case study in organizational transformation. While many know it as Estonia's post office, the company has evolved into an international logistics powerhouse with significant revenue streams beyond traditional postal services. Under Martti's leadership, the organization has reimagined software not as a support function but as a core revenue driver, positioning itself for the dramatic shifts expected in logistics delivery over the next five years. The Vision: Physical Mailing as the Next IP Network "The Vision: physical mailing as the next IP network - this will give us a lot more freedom to adapt to changes in delivery demand." Martti's strategic vision extends far beyond conventional logistics thinking. By conceptualizing physical delivery networks similar to internet protocols, Omniva is preparing for a future where logistics companies leverage their physical infrastructure advantages. This approach addresses the fundamental challenge of fluctuating demand in e-commerce and traditional logistics, creating opportunities for crowd delivery solutions and gig economy integration that capitalize on existing network effects. Breaking Down Waterfall Barriers "When I came we had waterfall processes - annual budgeting, procurement for software development. It took a couple of weeks to do the first rounds, and understand what could be improved." The transformation from traditional procurement-based software development to agile product teams required dismantling entrenched processes. Martti discovered that the contractor model, while seemingly cost-effective, created expensive knowledge transfer cycles and left the organization vulnerable when external teams departed. His engineering background enabled him to recruit talent and build sustainable development capabilities that keep critical knowledge within the organization. Creating Cross-Functional Product Teams "We started to create cross-functional product area teams. We are not going to tell you what you need to build. You are accountable for the logistics efficiency." The shift from eleven distinct roles in software development to autonomous product teams represents more than organizational restructuring. By empowering teams with accountability for business outcomes rather than just deliverables, Omniva transformed how work gets planned and executed. This approach eliminates traditional handoffs and role silos, creating teams that own both the problem and the solution. The Product Manager Evolution "For me, the PM is directly accountable for the business results. The final step of the transformation started when I took the CEO role." Martti identifies a critical challenge in agile transformations: the misunderstanding of Product Manager responsibilities. Rather than falling into delivery or project management patterns, effective PMs at Omniva own business results directly. This shift required company-wide transformation because technical changes alone cannot sustain organizational evolution without corresponding changes in mindset and accountability structures. Leadership Through Storytelling "My main tool is just talking. All I do is story-telling internally and externally. I needed to become the best salesman in the company." The transition from technical leadership to CEO revealed that transformation leadership requires different skills than technical management. Martti discovered that his primary value comes through narrative construction and communication rather than direct technical contribution. This realization highlights how senior leaders must evolve their impact methods as organizations scale and transform. Real-Time Feedback Philosophy "The feedback needs to be given immediately. ‘Last year, in May your performance was not the best' - this is completely useless feedback." Martti's rejection of annual reviews stems from practical experience with feedback effectiveness. Immediate, personal feedback creates learning opportunities and course corrections that annual cycles cannot provide. Anonymous 360 feedback systems often dilute accountability and actionability, whereas direct, timely conversations enable meaningful professional development and relationship building. Essential Transformation Practices "You need to tell the story - and convince people that this transformation is essential and needed. You need to trust and let them make their own decisions." Drawing from experiences at both Pipedrive and Omniva, Martti identifies three critical elements for leading complex organizational change: Compelling narrative: People need to understand why transformation is necessary and how it benefits both the organization and their individual growth Distributed decision-making: Trust enables teams to solve problems creatively rather than waiting for hierarchical approval Business accountability for engineers: When technical teams understand and own business outcomes, they innovate more effectively toward meaningful goals The dynamic team formation model used at Pipedrive, where engineers and PMs pitched ideas and assembled mission-focused teams, demonstrates how organizational structure can enable rather than constrain innovation. About Martti Kuldma Martti Kuldma is CEO of Omniva, leading its transformation into a product-driven logistics company. A former engineering leader at Pipedrive and CTO at Omniva, he brings deep expertise in scaling teams, agile transformation, and digital innovation. Martti is also a startup founder and passionate advocate for high-impact product organizations. You can link with Martti Kuldma on LinkedIn.
In this episode of TechMagic, hosts Cathy Hackl and Lee Kebler reunite to explore the latest in AI, tech hardware, and digital retail with special guest Dina Fierro, an Advisor and Fractional Marketing Leader. From Roblox's real-world commerce integration to Google's new XR glasses, the trio dives into how AI transforms distributed commerce, digital fashion, and the consumer experience. They also unpack wearable tech trends, spatial computing, and the ethical frontiers of AI-powered content creation. Whether you're a tech leader or brand builder, this episode delivers sharp insights on where innovation meets human connection in the future of retail.Come for the tech, stay for the magic!Dina Fierro BioDina Fierro is a visionary marketing leader with over 15 years of experience at the intersection of beauty, fashion, culture, and technology. She has held senior roles at Christian Louboutin, NARS, and Shiseido Americas, where she led groundbreaking digital initiatives across AI, social commerce, and mixed reality. Known for blending creativity with innovation, Dina has launched industry-first experiences on platforms like Roblox and TikTok. A sought-after speaker, mentor, advisor, and fractional marketing leader, she helps brands translate cultural shifts into strategic, consumer-centric growth.Dina Fierro on LinkedInKey Discussion Topics:00:00 Welcome to Tech Magic with Cathy Hackl & Lee Kebler03:00 Adventures in Big Sur: When Google Maps Leads You Astray04:30 Exploring Japan: Robotics, Culture and Innovation14:01 The YouTube AI Content Crisis: A New Era of Disinformation20:13 AI in the Workplace: Why Companies Shouldn't Replace Humans32:04 Interview with Dina Fierro: The Future of Retail & Commerce34:21 The Evolution of Distributed Commerce46:11 Future-Proofing Brand Strategy in the AI Era54:12 The Fashion Challenge of Wearable Tech58:59 Texas Social Media Laws & Gaming Platforms01:02:31 The ChatGPT Coffee Ground Divorce Story01:08:36 Book Recommendations & Looking Ahead to AWE Hosted on Acast. See acast.com/privacy for more information.
The United Nations says no aid has yet been distributed in Gaza despite aid lorries starting to cross the border after an 11-week blockade. Also: Sesame Street heads to Netflix after Trump cut PBS funding.