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In this episode of Building Better Developers with AI, Rob Broadhead and Michael Meloche revisit a popular question: What Happens When Software Fails? Originally titled When Coffee Hits the Fan: Developer Disaster Recovery, this AI-enhanced breakdown explores real-world developer mistakes, recovery strategies, and the tools that help turn chaos into control. Whether you're managing your first deployment or juggling enterprise infrastructure, you'll leave this episode better equipped for the moment when software fails. When Software Fails and Everything Goes Down The podcast kicks off with a dramatic (but realistic) scenario: CI passes, coffee is in hand, and then production crashes. While that might sound extreme, it's a situation many developers recognize. Rob and Michael cover some familiar culprits: Dropping a production database Misconfigured cloud infrastructure costing hundreds overnight Accidentally publishing secret keys Over-provisioned “default” environments meant for enterprise use Takeaway: Software will fail. Being prepared is the difference between a disaster and a quick fix. Why Software Fails: Avoiding Costly Dev Mistakes Michael shares an all-too-common situation: connecting to the wrong environment and running production-breaking SQL. The issue wasn't the code—it was the context. Here are some best practices to avoid accidental failure: Color-code terminal environments (green for dev, red for prod) Disable auto-commit in production databases Always preview changes with a SELECT before running DELETE or UPDATE Back up databases or individual tables before making changes These simple habits can save hours—or days—of cleanup. How to Recover When Software Fails Rob and Michael outline a reliable recovery framework that works in any team or tech stack: Monitoring and alerts: Tools like Datadog, Prometheus, and Sentry help detect issues early Rollback plans: Scripts, snapshots, and container rebuilds should be ready to go Runbooks: Documented recovery steps prevent chaos during outages Postmortems: Blameless reviews help teams learn and improve Clear communication: Everyone on the team should know who's doing what during a crisis Pro Tip: Practice disaster scenarios ahead of time. Simulations help ensure you're truly ready. Essential Tools for Recovery Tools can make or break your ability to respond quickly when software fails. Rob and Michael recommend: Docker & Docker Compose for replicable environments Terraform & Ansible for consistent infrastructure GitHub Actions, GitLab CI, Jenkins for automated testing and deployment Chaos Engineering tools like Gremlin and Chaos Monkey Snapshot and backup automation to enable fast data restoration Michael emphasizes: containers are the fastest way to spin up clean environments, test recovery steps, and isolate issues safely. Mindset Matters: Staying Calm When Software Fails Technical preparation is critical—but so is mindset. Rob notes that no one makes smart decisions in panic mode. Having a calm, repeatable process in place reduces pressure when systems go down. Cultural and team-based practices: Use blameless postmortems to normalize failure Avoid root access in production whenever possible Share mistakes in standups so others can learn Make local environments mirror production using containers Reminder: Recovery is a skill—one you should build just like any feature. Think you're ready for a failure scenario? Prove it. This week, simulate a software failure in your development environment: Turn off a service your app depends on Delete (then restore) a local database from backup Use Docker to rebuild your environment from scratch Trigger a mock alert in your monitoring tool Then answer these questions: How fast can you recover? What broke that you didn't expect? What would you do differently in production? Recovery isn't just theory—it's a skill you build through practice. Start now, while the stakes are low. Final Thought Software fails. That's a reality of modern development. But with the right tools, smart workflows, and a calm, prepared team, you can recover quickly—and even improve your system in the process. Learn from failure. Build with resilience. And next time something breaks, you'll know exactly what to do. Stay Connected: Join the Developreneur Community We invite you to join our community and share your coding journey with us. Whether you're a seasoned developer or just starting, there's always room to learn and grow together. Contact us at info@develpreneur.com with your questions, feedback, or suggestions for future episodes. Together, let's continue exploring the exciting world of software development. Additional Resources System Backups – Prepare for the Worst Using Dropbox To Provide A File Store and Reliable Backup Testing Your Backups – Disaster Recovery Requires Verification Virtual Systems On A Budget – Realistic Cloud Pricing Building Better Developers With AI Podcast Videos – With Bonus Content
As part of the 2025 Developmental Disabilities Conference, Yao Du from the Keck School of Medicine at USC, talk about the risks and benefits of technology and generative AI. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40624]
As part of the 2025 Developmental Disabilities Conference, Yao Du from the Keck School of Medicine at USC, talk about the risks and benefits of technology and generative AI. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40624]
As part of the 2025 Developmental Disabilities Conference, Yao Du from the Keck School of Medicine at USC, talk about the risks and benefits of technology and generative AI. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40624]
As part of the 2025 Developmental Disabilities Conference, Edlyn Peña, Professor of Educational Leadership Doctoral Program at California Lutheran University, Emma Cladis, a Vanguard University student, talk about college for people with autism. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40612]
As part of the 2025 Developmental Disabilities Conference, Edlyn Peña, Professor of Educational Leadership Doctoral Program at California Lutheran University, Emma Cladis, a Vanguard University student, talk about college for people with autism. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40612]
As part of the 2025 Developmental Disabilities Conference, Edlyn Peña, Professor of Educational Leadership Doctoral Program at California Lutheran University, Emma Cladis, a Vanguard University student, talk about college for people with autism. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40612]
As part of the 2025 Developmental Disabilities Conference, Dr. Eric London talks about understanding autism. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40618]
As part of the 2025 Developmental Disabilities Conference, Dr. Eric London talks about understanding autism. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40618]
As part of the 2025 Developmental Disabilities Conference, Dr. Eric London talks about understanding autism. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40618]
In Season 25, Episode 10 of the "Building Better Developers with AI" podcast, Rob Broadhead and Michael Meloche revisit one of their most practical episodes: decluttering your code and digital life. However, this time, they utilize AI tools like ChatGPT to elevate the conversation and provide even more actionable ways to streamline your workflow, sharpen focus, and enhance developer productivity. Why Developers Should Declutter—and Level Up Developer clutter goes far beyond messy code. It creeps into your tabs, your file system, your brain, and your workflow. Rob and Michael explore how revisiting the original topic through the lens of AI created deeper, more structured insights. AI not only confirmed their past advice—it elevated it. As Rob puts it: “Clutter doesn't show up in your IDE, but it absolutely shows up in your performance.” AI helped them reframe the conversation into clear action steps that help you level up your development workflow by decluttering at every level—from code to cognition. Clean Code Is Smart Code: Use AI to Level Up Your Refactoring A central theme of the episode is simple: Great developers delete code. Michael and Rob walk through common bad habits—commented-out code, legacy logic, stale TODOs—and how they quietly accumulate technical debt. They recommend using tools like ESLint, Prettier, or Flake8 to automatically flag issues. More importantly, they encourage developers to make cleanup a weekly routine, not a once-a-year emergency. AI Tip: Utilize ChatGPT to refactor lengthy methods, rename ambiguous variables, or break down complex classes into more manageable components. It's a quick way to make your code easier to read, test, and maintain. Optimize Your Tools: Streamline and Standardize Your Workspace If you want to level up your development workflow truly, decluttering extends beyond the codebase. Your workspace setup—browser tabs, IDE extensions, terminal scripts—can either streamline your productivity or sabotage it. Rob's key practices: Limit browser tabs to 10 or fewer Disable unused plugins and extensions Stick to a consistent folder structure Use shell scripts, makefiles, or Git aliases to speed up routine tasks Michael reinforces the idea with his “kitchen sink” app concept—a reusable codebase that acts as both a portfolio and a best-practices toolkit. Silence the Noise: Declutter Your Developer Brain Clutter isn't just digital—it's cognitive. Rob and Michael emphasize how context-switching kills focus and creativity. To combat this, they recommend: Turning off nonessential notifications (on phone, desktop, and wearables) Using time boxing (e.g., Pomodoro technique) Auditing your calendar weekly Creating interruption-free zones for deep work Pro Tip: Play white noise or ambient focus tracks to drown out distractions and stay locked in. These habits allow you to protect your most important asset as a developer—your attention. Make Decluttering a Weekly Habit and Watch Your Workflow Level Up Don't wait for a meltdown to clean house. Rob and Michael suggest building decluttering directly into your dev rhythm—especially at the end of each sprint or workweek. Their weekly checklist: Archive stale Git branches Delete unused files and TODOs Refactor one file for clarity Restart your system Review your inbox and calendar Even a 15-minute Friday cleanup session can give you a cleaner slate and a sharper mind going into Monday. Bonus: Fewer Tools, More Flow Tool overload is another form of workflow clutter. Michael recommends consolidating everything into one platform—whether it's GitHub, Jira, or Notion. “Let the business be disorganized,” he says. “You bring the order.” Rob echoes this with a challenge: Take one week to migrate everything from your old tools into your primary stack. You'll save time and reduce friction moving forward. Final Thoughts: Use AI to Clean, Simplify, and Level Up Decluttering isn't just about tidiness—it's about creating space to do your best work. And with AI now in your toolkit, you can automate, refactor, and optimize like never before. Stay Connected: Join the Developreneur Community We invite you to join our community and share your coding journey with us. Whether you're a seasoned developer or just starting, there's always room to learn and grow together. Contact us at info@develpreneur.com with your questions, feedback, or suggestions for future episodes. Together, let's continue exploring the exciting world of software development. Additional Resources Balance Your Time in a Busy World: Tools and Techniques Boost Your Developer Efficiency: Automation Tips for Developers Code Refactoring: Maintaining Clean, Efficient Code Cleaning Your Task List Building Better Developers With AI Podcast Videos – With Bonus Content
As part of the 2025 Developmental Disabilities Conference, Marta E. Wosińska from the Center on Health Policyat The Brookings Institution talks about medication shortages. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40616]
As part of the 2025 Developmental Disabilities Conference, Marta E. Wosińska from the Center on Health Policyat The Brookings Institution talks about medication shortages. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40616]
As part of the 2025 Developmental Disabilities Conference, Marta E. Wosińska from the Center on Health Policyat The Brookings Institution talks about medication shortages. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40616]
The NYPD is asking the White House for authorization to intercept and disable potentially hostile drones flying over New York City. Meanwhile, a city commission is recommending that borough presidents get new authority over land use decisions, allowing them a decisive vote if the City Council rejects rezoning or development plans. And New York's baseball stars shine: Mets shortstop Francisco Lindor and Yankees slugger Aaron Judge have been named starters for this year's MLB All-Star Game.
As part of the 2025 Developmental Disabilities Conference, Dr. Whitney Deal, an emergency physician at MedStar Union Memorial Hospital, talks about using the least restrictive approach when dealing with an agitated autistic patient. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40614]
As part of the 2025 Developmental Disabilities Conference, Dr. Whitney Deal, an emergency physician at MedStar Union Memorial Hospital, talks about using the least restrictive approach when dealing with an agitated autistic patient. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40614]
As part of the 2025 Developmental Disabilities Conference, Dr. Whitney Deal, an emergency physician at MedStar Union Memorial Hospital, talks about using the least restrictive approach when dealing with an agitated autistic patient. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40614]
As part of the 2025 Developmental Disabilities Conference, Anne V. Kirby, Associate Professor, University of Utah, talks about suicide prevention in the autism community. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40610]
As part of the 2025 Developmental Disabilities Conference, Anne V. Kirby, Associate Professor, University of Utah, talks about suicide prevention in the autism community. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40610]
As part of the 2025 Developmental Disabilities Conference, Anne V. Kirby, Associate Professor, University of Utah, talks about suicide prevention in the autism community. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40610]
As part of the 2025 Developmental Disabilities Conference, Anne V. Kirby, Associate Professor, University of Utah, talks about suicide prevention in the autism community. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40610]
As part of the 2025 Developmental Disabilities Conference, Anne V. Kirby, Associate Professor, University of Utah, talks about suicide prevention in the autism community. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40610]
As part of the 2025 Developmental Disabilities Conference, Peggy McManus with The National Alliance to Advance Adolescent Health/Got Transition talks about barriers, inequities and policy options for youth aging out of public programs. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40609]
As part of the 2025 Developmental Disabilities Conference, Peggy McManus with The National Alliance to Advance Adolescent Health/Got Transition talks about barriers, inequities and policy options for youth aging out of public programs. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40609]
As part of the 2025 Developmental Disabilities Conference, Peggy McManus with The National Alliance to Advance Adolescent Health/Got Transition talks about barriers, inequities and policy options for youth aging out of public programs. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40609]
As part of the 2025 Developmental Disabilities Conference, Dr. Adiaha Spinks-Franklin provides a brief overview of fetal alcohol spectrum disorder. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40608]
As part of the 2025 Developmental Disabilities Conference, Dr. Adiaha Spinks-Franklin provides a brief overview of fetal alcohol spectrum disorder. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40608]
As part of the 2025 Developmental Disabilities Conference, Dr. Adiaha Spinks-Franklin provides a brief overview of fetal alcohol spectrum disorder. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40608]
Chinese ‘kill switches' found hidden in US solar farms
Yesterday, something eerie happened. When AI Gets Creepy: A Personal Account of Phantom Copying and Digital Disturbance By Renaldo C. McKenzie | The Neoliberal Post renaldocmckenzie.com.I was working with my AI assistant, the ever-faithful digital companion I rely on for everything from research to editing, when I noticed something strange—unnerving, even. I hadn't copied any text, yet my words were being highlighted and duplicated without my instruction. After I typed a request, the screen turned stark white, as if buffering reality. Then, nearly half a minute later, the AI's results appeared—only to flash and highlight themselves, as though someone else was remotely copying them. It felt like someone—or something—was watching. Not reading—replicating. Not responding—rewriting my own commands in real time. My first thought? Had the AI been hacked? Was this the digital equivalent of a haunted house? The Ghost in the Machine: What I Feared Initially, I assumed it was just a glitch. Maybe a slow internet connection, maybe some lag in rendering the results. But when the text consistently highlighted itself, again and again, without input, I knew this was something different. It was as if an invisible hand hovered over my keyboard, following every keystroke, mimicking every move. Had AI systems recently come under attack? Had someone found a way to infiltrate the very tools we've come to trust so intimately with our information? I began to worry: Was someone spying through the AI interface? Could this be a case of prompt injection or malware manipulation? Is the AI platform or browser I use compromised? These are not idle questions in our current digital age, where artificial intelligence is deeply woven into our productivity, creativity, and even our private thoughts. Known Vulnerabilities and Real Risks While no widespread AI cyberattacks were reported at the time of this writing, several vulnerabilities have been noted by security experts—most notably “prompt injection” attacks. These involve sneaky, hidden commands that trick AI into leaking or performing tasks unintended by the user. In tandem with that, clipboard managers, browser extensions, or even compromised input tools can behave strangely—duplicating, highlighting, or echoing actions without your consent. But how are we, everyday users and creators, supposed to tell the difference between a bug and a breach? What You Can Do to Protect Yourself If you're reading this and have noticed your AI behaving oddly—listen to that instinct. Here are a few simple yet vital steps you can take: Disable suspicious browser extensions – One bad actor can hijack your experience. Scan your device for malware or clipboard hijackers – Tools that track your copy/paste can lead to major breaches. Use trusted and updated platforms only – AI tools in beta or sketchy sites can be vectors for attacks. Report the behavior – Let the platform's support team know. You might not be the only one. Be cautious with sensitive data – Never enter private passwords, financial information, or client data into an AI platform without absolute trust in its security. Final Thoughts: Don't Dismiss the Glitch What began as a minor annoyance ended as a wake-up call. As we rely more on AI to do everything from writing to decision-making, the potential for digital vulnerabilities grows. This isn't to breed paranoia—but to encourage preparedness. Our digital assistants may seem neutral, obedient, almost invisible. But behind the screen is a web of code, vulnerable to bad actors, software errors, and unseen surveillance. Stay alert. Ask questions. Don't let the ghost in your machine go unchallenged. Because the future is watching—but so should we. Renaldo McKenzie / Author of Neoliberalism Renaldo McKenzie is President of The Neoliberal Corporation (The Neoliberal) https://theneoliberal.com
As part of the 2025 Developmental Disabilities Conference, Sneha Dave talks about future healthcare as young adults with chronic and rare medical conditions grow older. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40606]
As part of the 2025 Developmental Disabilities Conference, Season Goodpasture, Founder and Executive Director, Acorns to Oak Trees, talks about improving access and equity in tribal communities. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40607]
As part of the 2025 Developmental Disabilities Conference, Sneha Dave talks about future healthcare as young adults with chronic and rare medical conditions grow older. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40606]
As part of the 2025 Developmental Disabilities Conference, Season Goodpasture, Founder and Executive Director, Acorns to Oak Trees, talks about improving access and equity in tribal communities. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40607]
As part of the 2025 Developmental Disabilities Conference, Sneha Dave talks about future healthcare as young adults with chronic and rare medical conditions grow older. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40606]
As part of the 2025 Developmental Disabilities Conference, Season Goodpasture, Founder and Executive Director, Acorns to Oak Trees, talks about improving access and equity in tribal communities. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40607]
The Ten Minute Bible Hour Podcast - The Ten Minute Bible Hour
Galatians 5:13-15 Thanks to everyone who supports TMBH at patreon.com/thetmbhpodcast You're the reason we can all do this together! Discuss the episode here Music by Jeff Foote
As part of the 2025 Developmental Disabilities Conference, Amy Westling and Melissa Drake discuss the plan for developmental services from CalHHS and DDS. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40605]
As part of the 2025 Developmental Disabilities Conference, Amy Westling and Melissa Drake discuss the plan for developmental services from CalHHS and DDS. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40605]
As part of the 2025 Developmental Disabilities Conference, Amy Westling and Melissa Drake discuss the plan for developmental services from CalHHS and DDS. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40605]
As part of the 2025 Developmental Disabilities Conference, Aaron Carruthers, Executive Director of the California State Council on Developmental Disabilities, talks about the journey of moving forward after the COVID-19 pandemic. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40604]
As part of the 2025 Developmental Disabilities Conference, Aaron Carruthers, Executive Director of the California State Council on Developmental Disabilities, talks about the journey of moving forward after the COVID-19 pandemic. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40604]
As part of the 2025 Developmental Disabilities Conference, Aaron Carruthers, Executive Director of the California State Council on Developmental Disabilities, talks about the journey of moving forward after the COVID-19 pandemic. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40604]
As part of the 2025 Developmental Disabilities Conference, Amged Soliman from the National Council on Disability provides an update on health disparities. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40603]
As part of the 2025 Developmental Disabilities Conference, Amged Soliman from the National Council on Disability provides an update on health disparities. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40603]
As part of the 2025 Developmental Disabilities Conference, Amged Soliman from the National Council on Disability provides an update on health disparities. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40603]
As part of the 2025 Developmental Disabilities Conference, Amged Soliman from the National Council on Disability provides an update on health disparities. Series: "Developmental Disabilities Update" [Health and Medicine] [Show ID: 40603]
Nina Polshakova is a software engineer at Solo.io, where she's worked on Istio and API Gateway projects. She's been part of the Kubernetes release team since v1.27 and is currently serving as the Release Lead for v1.33. Do you have something cool to share? Some questions? Let us know: - web: kubernetespodcast.com - mail: kubernetespodcast@google.com - twitter: @kubernetespod - bluesky: @kubernetespodcast.com News of the week 229 new things Google announced at Next 25 MCO: Multi-Cluster Orchestrator Golden Kubestronaut Cloud Native Platform Engineering Associate The kube-scheduler-simulator K0s and k0smotron are now CNCF Sandbox projects Links from the interview Nina Polshakova Kubernetes Deprecation Policy Kubernetes Dev Google Group solo.io Istio API Gateway (General concept, linking to K8s Gateway API) Kubernetes Release Team GitHub Istio revisions Working in Public by Nadia Eghbal (Link to publisher's site about the book) Kubernetes Maintainers Read Mean Comments (KubeCon EU 2024) Kubernetes 1.33 release blog (Link to release announcement blog) Kubernetes Enhancement Proposals (KEPs) Sidecar Containers Multiple Service CIDR support (KEP link) Dynamic Resource Allocation (DRA) DRA support for partitioned devices (KEP link) DRA device taints and tolerations (KEP link) DRA: Prioritized Alternatives in Device Requests (KEP link) Kubernetes 1.33 sneak peak (Link to pre-release highlights) EndpointSlices API Kubernetes Gateway API node.status.nodeInfo.kubeProxyVersion is a lie (issue) KEP-4004: Deprecate the kubeProxyVersion field of v1.Node #4005 (KEP link) Kubelet Removal: Host network support for Windows pods (KEP link) Containerd SIG Windows HostProcess Containers (Windows) Removal: KEP-5040: Disable git_repo volume driver (KEP link) User Namespaces (Beta, Enabled by Default) CRI-O Runc In-place Resource Resize for Pods (Link to the alpha announcement, but now beta) Vertical Pod Autoscaler (VPA) KEP-5080: Ordered Namespace Deletion PyTorch Linkerd Terry Pratchett's Discworld series Tiffany Aching series Guards! Guards! Going Postal Kubernetes Slack New Contributor Orientation
06 Ram AFM Misfire how to fix using oil system cleaner? 11 Suburban Hard Cold Start fix. 02 K3500 Brake light fix. 20 Ram AFM DOD Disable? 71 GMC Sprint El Camino Stored over a decade getting it running. 12 Nissan Altima bad fuel mileage fix. 97 F250 Trans front seal leaking fix 2010 Kia Soul Belt squeal? 97 Tahoe cold start clatter fix? 06 Mustang hard to press shifter button 18 Kia Forte leaks water on floorboard how to leak test? 06 Ram and old tractors when to change oil when used very little? 08 Cobalt low power uphill When to change oil on new Duramax 3.0 diesel? Subaru random mis due to carbon on valves. 2013 GMC Sierra disabling AFM the right way or not?
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