vBrownBag

Join us as AWS Security Hero Rowan Udell digs into why the S in Generative AI stands for Security (spoiler: it doesn't) and what that means for anyone building or running AI agents. Rowan walks through this year's greatest hits in agent security failures, from an agent that deleted a production database to agents escaping their test sandboxes, then breaks down Simon Willison's lethal trifecta of s...

Join us as Caitlyn Feletar shows how to turn Claude into a personal social media designer that looks and sounds like you, and not like generic AI slop. Caitlyn walks through building a Claude project from scratch: an interview-style prompt that captures your brand voice, a design system pulled from your website, logos, and photos, and reusable templates for Instagram carousels. You will learn whic...

Join us as Cobus Bernard takes us on a live tour of his sprawling homelab - and explains why Claude wrote most of the Terraform and Ansible running it. Cobus walks through a Proxmox setup running Traefik, Vault, Nomad, Keycloak, and a three-node Kubernetes cluster that doesn't quite work yet, all built by handing infrastructure-as-code tasks to Claude and slowly deciding how much of it to trust wi...

Join us as Faye Ellis breaks down what responsible AI actually looks like in practice on Amazon Bedrock - live demos included, straight from her prep for the AWS Generative AI Developer Professional certification. Faye walks through the NIST AI risk framework's core characteristics of trustworthy systems, then demos two hands-on builds: a RAG pipeline using S3 Vectors as a low-cost knowledge base,...

Join us as John Mark Troyer and Rakesh Gupta break down what AI observability actually means once agents leave the demo and hit production - and why the old playbook for monitoring doesn't cut it anymore. John Mark and Rakesh walk through why errors and latency are just the starting point for agents, how quality became a much harder thing to measure once bots went from answering questions to takin...

Join us as Bob Belderbos breaks down how to actually learn new skills and languages in a world where AI can write the code for you before you've even finished the thought. Bob shares why he taught himself Rust the hard way, how keeping deliberate friction in your learning process protects you from skill atrophy, and why AI is incredible at explaining concepts but dangerous as a crutch for understa...

Join us as Du'An digs into the real mechanics of running AI locally and in production - from GPU memory math to multi-agent architectures, observability, and the economics of self-hosted inference. Du'An walks through how model weights and KV cache compete for GPU memory, why continuous batching matters when you have more than a handful of users, and how agent architectures like single-agent, work...

Join us as Thorsten breaks down how everyday people - small business owners, retirees, hobbyists, and anyone who isn't a developer - can use AI to get real things done without writing a single line of code. Thorsten runs an AI roundtable for small and medium businesses in Germany and shares hands-on use cases from his own life and clients: a family recipe database built entirely on a mobile phone,...

Join us as Dave walks through what it actually takes to build custom AI agents from scratch - not theory, but real projects he has shipped for his family, his work, and his community. Dave shares how he used Kiro and Claude to solve real problems: normalizing flood-damaged library inventory data, automating AWS well-architected review collateral, building a room-cleaning task agent for his 12-year...

Join us as Dale Orders (AWS Community Builder, four-time All Builders Welcome participant from Australia) walks through everything you need to know about getting to AWS re:Invent completely free - flights, hotel, conference pass, and more. Dale shares her personal journey from being rejected the first time to attending four AWS conferences through the All Builders Welcome grant program, including...

Join us as Dale Orders (AWS Community Builder, four-time All Builders Welcome participant from Australia) walks through everything you need to know about getting to AWS re:Invent completely free - flights, hotel, conference pass, and more. Dale shares her personal journey from being rejected the first time to attending four AWS conferences through the All Builders Welcome grant program, including...

Join us as Mike Fiedler (AWS Hero, PyPI Safety & Security Engineer, Python Software Foundation) makes the case for eliminating long-lived credentials from your release workflow - before an attacker does it for you. Mike walks through the real-world incidents that motivated Trusted Publishing, how OIDC-based short-lived tokens work under the hood, and the step-by-step process for setting it up in G...

AI subscriptions are becoming as essential as internet bills - and just as expensive. The vBrownBag gang takes a hard look at the real cost of LLMs and what happens when the free ride ends. Chris, Shala, and Damian dig into the Anthropic pricing plot twist, why AI data centers consume 10x the power of traditional racks, the DeepSeek distillation controversy, and what happens when the first hit's f...

Join us as Brian Hough (CEO & Founder of Tech Stack Playbook, AWS Hero) gets brutally honest about the state of tech hiring and what skills developers actually need to survive - and thrive - in the AI era. Brian walks through his frontline perspective on why tech layoffs aren't about skills - they're about market economics - and what that means for engineers trying to stay relevant. You'll learn w...

Andrew Brown (ExamPro) joins the vBrownBag crew to talk Gen AI skills, bootcamps, and whether vibe coding has made "learning to code" irrelevant. 🤖 Spoiler: it hasn't. Andrew walks through his upcoming Cloud Code Camp, demos agentic workflows he's built using Claude Desktop and Claude Code, and breaks down how to actually think about coordinator patterns, MCPs, and token-efficient development. 💡...

AWS Hero Stephen Sennett joins the vBrownBag crew to argue that foundational knowledge matters more now, not less. 🧠 They dig into why communication skills have become a functional technical requirement, 💬 how to build a T-shaped career that AI can't commoditize, and where LLMs still fall completely flat. 🤖 There's a live car wash prompt test 🚗, an honest AGI reality check, and a look at how j...

Join us for Part 1 of a 3-part series as Du'An Lightfoot (Senior AI Engineer at Akamai) breaks down everything you need to know to get started running AI models locally on your own hardware. Du'An walks through the fundamentals of local AI - from understanding why you'd want to run models privately (data ownership, air-gapped environments, IP protection) to the hardware concepts that make it possi...

Join us as Kira Intrator (MIT-trained urban planner, systems thinker, and social impact technologist based in Geneva) makes the case that AI for Good isn't failing because of models - it's failing because of systems. Kira walks through why so many AI pilots never reach deployment, drawing on her experience building tools scaled across 9,000 users, three ministries, and six countries in Central Asi...

Join us as Hiroko Nishimura (AWS Hero, LinkedIn Learning Instructor, and author of AWS for Non-Engineers) reflects on seven years of teaching cloud to 700,000 learners - what she's learned about learning, and how AWS education has changed. Hiroko walks through the evolution of AWS certification content, what changed when the Cloud Practitioner exam shifted focus, and her honest take on the industr...

Join us as Josh and Adriana call BS on the oversimplified vendor neutrality narrative - because switching observability vendors isn't magic, even with OpenTelemetry. Josh and Adriana walk through the hard truths about OTel vendor neutrality using their favorite analogy: switching from iOS to Android because vCard exists. Sure, your contacts will move, but what about everything else? You'll learn w...

Join us as Amelia shares the debugging story nobody tells you about - how her vector store DB couldn't surface specific data until she tested it with simplified data from ChatGPT. Amelia walks through her journey from throwing JIRA tickets into a large language model without understanding pipelines or data cleaning, to discovering why her production vector store was failing. You'll learn about the...

Join us as Du'An breaks down AI agents in a way that actually makes sense - what they are, how to use them, and how to get started today. Du'An walks through the fundamentals of AI agents with live demos and practical code examples you can use immediately. You'll learn about agent frameworks, when to use agents versus simple LLM calls, building your first agent, and real-world applications from bo...

Join us as Chris gets brutally honest about tech employment in the AI era: what's dying, what's thriving, and how to position yourself to survive the chaos. Chris walks through the current state of tech layoffs hitting record numbers while companies post record profits, the disappearance of entry-level roles, and practical strategies for navigating this unprecedented moment. You'll learn about ski...

Join us as Marian explains what AI governance means for vSphere administrators and why it matters now. Marian walks through practical governance frameworks that vSphere admins need to understand, from IEEE 7000 series standards to mapping governance controls onto infrastructure you already manage. You'll learn what your CISO will ask for, how to respond using your existing VMware stack, and why go...

Join us as Peter explores the core principles and practices of FinOps that help organizations optimize cloud spend without slowing innovation. Peter walks through what FinOps really is, why it matters beyond just cost cutting, and how engineers can collaborate effectively with finance teams to design cost-aware architectures. You'll learn about the three phases of FinOps (Inform, Optimize, Operate...