Spec-Driven Development in Practice: A AWS Hero Journey
Episode 194
Wednesday, February 4, 2026 • Duration 59:00
Christian, AWS Hero and Solution Architect at Bundesliga, shares his journey and hard-won lessons from adopting spec-driven development with AI coding assistants at enterprise scale. Learn when to use specs vs vibe coding, how to build effective steering documents, and practical strategies for helping engineering teams transition from traditional development to AI-assisted workflows. Discover the difference between spec-driven and vibe coding approaches, when to use each, and how to build effective steering documents that guide AI assistants. Christian shares enterprise adoption strategies that actually work, including the show-and-tell approach to reduce AI adoption fear, treating AI as a peer teammate, and creating centers of excellence for sharing learnings. We explore custom agents and the single responsibility principle, context engineering over prompt engineering, and dive into exciting re:Invent announcements like Lambda Durable Functions. Whether you're leading engineering teams, exploring AI-assisted development, or looking to optimize your development workflow, this conversation offers practical insights from real-world enterprise implementation.
Native Speed, Modern Safety: Swift for Backend Development
Episode 193
Thursday, January 29, 2026 • Duration 49:01
Join us as we explore Swift beyond iOS with Sebastien Stormacq, AWS Developer Advocate and Swift specialist. Discover why Swift is becoming a compelling choice for server-side development, offering native compilation, memory safety without garbage collection, and modern concurrency features that deliver exceptional performance and cost efficiency. Seb shares how Apple processes billions of daily requests using Swift on AWS infrastructure, achieving 40% better performance and 30% lower costs when migrating services from Java. We dive into the technical advantages that make Swift competitive with traditional backend languages, explore the vibrant server-side ecosystem with frameworks like Vapor and Hummingbird, and discuss practical implementations including serverless architectures on AWS Lambda. Whether you're a Swift developer curious about server-side possibilities, a full-stack developer looking to unify your tech stack, or a backend engineer evaluating language options, this conversation offers practical insights into Swift's capabilities beyond the client.
Deploying MCP servers on Lambda
Episode 184
Friday, October 3, 2025 • Duration 49:02
Update Oct 25.: After we recorded this episode (July 10th 2025), AWS launched Amazon Bedrock AgentCore (that went in preview on July 16th, 2025) and generally available since Oct. 13rd, 2025. AgentCore is the recommanded solution to deploy your MCP agents on AWS. We keep this episode available as a learning experience but deploying MCP on Lambda is not the recommanded architecture for your production workloads.
In this episode, we dive deep into MCP (Model Context Protocol) servers on AWS Lambda. We explore what MCP is, how it enables AI systems to interact with tools through standardized protocols, and practical implementations on AWS Lambda. The discussion covers authentication mechanisms, deployment strategies, and the future potential of MCP servers as a marketplace for AI capabilities. Whether you're building AI-powered applications or interested in exposing your business capabilities to AI systems, this episode provides valuable insights into the technical aspects and business opportunities of MCP servers.
Episode 094 – Better Developer Productivity in the Cloud Using Winglang with Elad
Ben-Israel
Friday, August 25, 2023 • Duration 47:49
In this episode, Dave and Emily catch up with Elad Ben-Israel, CEO at Wing Cloud
and original creator of the AWS CDK.
Winglang is new programming language and toolchain designed for the cloud from the ground
up. It gives developers a unified way of accessing their cloud infrastructure and code using
a single language, while still being able to run and test inside a local simulator for high
speed iterations.
Elad takes on a historical journey to the original creation of the AWS CDK, the shift from
coding for single machines to modern distributed cloud-based systems, the power of open
source, and the continued evolution of writing software. There may even be an analogy to
burning man and building software as a community.
Elad on Twitter: https://twitter.com/emeshbi
Winglang on Twitter: https://twitter.com/winglangio
Winglang Slack: https://t.winglang.io/slack
Winglang GitHub: https://github.com/winglang/wing
Emily on Twitter: https://twitter.com/editingemily
Dave on Twitter: https://twitter.com/thedavedev
Dave on LinkedIn: https://www.linkedin.com/in/davidisbitski/
[BOOK] The CDK Book Forward by Elad - https://www.thecdkbook.com/foreword.html
[DOCS] What is AWS CloudFormation? -
https://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/Welcome.html
[PODCAST] Alexa Developers Podcast - Episode 004 - Cloud Development Kit with Elad
Ben-Israel: https://open.spotify.com/episode/55P0F7lWxRBCoDTK7xVhCX
[PODCAST] Alexa Developers Podcast - Episode 005 - Future of Cloud Development Kit with Elad
Ben-Israel: https://open.spotify.com/episode/6G0R9H2S7VPBxdJI81FJQV
[PORTAL] AWS Cloud Development Kit (CDK) - https://aws.amazon.com/cdk/
[PORTAL] Winglang.io - https://www.winglang.io/
[PORTAL] Wing Cloud - https://www.wing.cloud/
[YOUTUBE] A Quick Intro to Winglang with Elad https://www.youtube.com/watch?v=wzqCXrsKWbo
[WIKIPEDIA] POSIX - https://en.wikipedia.org/wiki/POSIX
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Episode 093 - Live, Love, and Learn while Enjoying the Cloud with Matheus Guimaraes
Friday, August 18, 2023 • Duration 52:50
Journey with us in this enlightening episode as Linda and Dave sit down with
Matheus Guimaraes, the dynamic Senior Developer Advocate at AWS for the UK and Ireland. From
the vibrant streets of Brazil to the bustling tech hubs of the US, Matheus's story
intertwines the world of musical theatre with the cutting-edge sphere of technology.
With a heart set on global exploration and living life to its fullest, Matheus's radiance
and passion inspire everyone in his path. Tune in for a heartfelt discussion on hope, the
zest for life, and adventure into the evolving tech landscape with insights on monolithic
architectures and the debate on centralization vs. decentralized systems in 2023. You won't
want to miss this!
Matheus on Twitter: https://twitter.com/codingmatheus
Matheus on Instagram: https://www.instagram.com/codingmatheus
Matheus on LinkedIn: https://www.linkedin.com/in/codingmatheus/
Linda on Twitter: https://twitter.com/lindavivah
Linda’s Website: https://lindavivah.com/
Linda on TikTok: https://www.tiktok.com/@lindavivah
Linda on Instagram: https://www.instagram.com/lindavivah/
Linda’s Medium: https://medium.com/@LindaVivah
Dave on Twitter: https://twitter.com/thedavedev
[AMAZING] Linda Sings as Different AWS Services:
https://www.tiktok.com/@lindavivah/video/7177948159719607595
[PORTAL] AWS Usergroups: https://aws.amazon.com/developer/community/usergroups
[USERGROUP] AWS Ireland Usergroup: https://www.meetup.com/AWS-Ireland-Usergroup/
The Phantom of the Opera: https://www.thephantomoftheopera.com/
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Episode 092 - Moving to Rust in the Age of AI with Noah Gift
Friday, August 11, 2023 • Duration 36:33
Join Brooke and Dave as they dive into an enthralling conversation with Noah
Gift, Duke EIR for Data Science and AI, exploring the powerful synergy between Rust and the
dynamic world of AI/ML. Journey through Noah's illustrious career, including his remarkable
stint working on blockbuster movies like Avatar, and his transition into the fascinating
sphere of Machine Learning.
This episode uncovers the strengths of the Rust programming language, the evolving landscape
of MLOps, the ways Rust enhances developers' work, its integration with Lambda, the
substantial cost savings Rust can usher in, and the thrilling developments on the horizon
for developers.
If you want to stay ahead of the curve in technology, this episode is a must-listen!
Noah on LinkedIn: https://www.linkedin.com/in/noahgift/
Noah on Coursera: https://www.coursera.org/instructor/noahgift
Brooke’s Twitter: twitter.com/brooke_jamieson
Brooke on LinkedIn: www.linkedin.com/in/brookejamieson/
Brooke’s TikTok: www.tiktok.com/@brookebytes
Brooke’s Instagram: www.instagram.com/brooke.bytes/
Dave on Twitter: twitter.com/thedavedev
NewTek Video Toaster - https://en.wikipedia.org/wiki/Video_Toaster
Podcast Episode 083 - Decoding the Future of Safe and Efficient Programming with Rust and
Tim McNamara
https://open.spotify.com/episode/5AsvddooY9a04gKviOC7cB
[BLOG] Rust Runtime for AWS Lambda:
https://aws.amazon.com/blogs/opensource/rust-runtime-for-aws-lambda/
[DOCS] Building Lambda functions with Rust:
https://docs.aws.amazon.com/lambda/latest/dg/lambda-rust.html
[DOCS] Getting started with the AWS SDK for Rust:
https://docs.aws.amazon.com/sdk-for-rust/latest/dg/getting-started.html
[DOCS] Onnx runtime for Rust: https://docs.rs/onnxruntime/latest/onnxruntime/
[DOCS] Polars – DataFrame library for Rust: https://docs.rs/polars/latest/polars/
[GIT] Noahs Rust MLOps Template: https://github.com/nogibjj/rust-mlops-template
[PORTAL] Start with Rust here: www.rust-lang.org/
[PORTAL] Rayon - Data-parallelism library that makes it easy to convert sequential
computations into parallel: https://docs.rs/rayon/latest/rayon/
[PORTAL] Amazon CodeWhisperer - Build applications faster and more securely with your AI
coding companion: https://aws.amazon.com/codewhisperer/
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Episode 091 - AWS Builder Cards with David Heidt
Friday, July 28, 2023 • Duration 38:34
Join us in this enlightening episode as our hosts Linda and Dave get an
opportunity to dig deep into the fascinating world of gaming and cloud services with David
Heidt, Senior Solutions Architect, Games for Amazon Web Services.
From his transition to the cloud to his entrance into the gaming industry, David’s story is
one of passion, innovation, and relentless dedication. As a perimeter defense specialist for
games, he tirelessly secures AWS customers' game servers against DDOS attacks, enhancing
gamers' experiences worldwide. David also opens up about his innovative creation - the AWS
Builder Cards, a unique collectable card game, that cleverly combines AWS Services education
with enjoyable in-person gaming.
In addition, the trio gives us a glimpse into their personal life and shares candid insights
about parenting in a world where video games have become a quintessential part of our
children's lives and the delicate balance between entertainment and discipline. Don't miss
out on this dynamic and insightful conversation!
David on Twitter: https://twitter.com/davidsheidt
David on LinkedIn: https://www.linkedin.com/in/davidsimonheidt/
Linda on Twitter: https://twitter.com/lindavivah
Linda’s Website: https://lindavivah.com/
Linda on TikTok: https://www.tiktok.com/@lindavivah
Linda on Instagram: https://www.instagram.com/lindavivah/
Linda’s Medium: https://medium.com/@LindaVivah
Dave on Twitter: https://twitter.com/thedavedev
** ALERT ** New Developer Hackathon from July 1st through July 31st, 2023!
We're excited to announce the AWS Amplify hackathon in partnership with Hashnode. This is a
great opportunity to build your dream app and win exciting prizes! The hackathon is open to
everyone, and prizes include: $5, $5.5k worth of AWS credits, Hashnode swag, and AWS Amplify
swag. *** REGISTER HERE *** https://bit.ly/julydevhack
[PORTAL] AWS Builder Cards - https://aws.amazon.com/gametech/buildercards/
[VIDEO] Linda’s Tok on AWS Cloud Quest -
https://www.tiktok.com/@lindavivah/video/7132911650503445802
[VIDEO] AWS Cloud Quest – An Interactive Roleplaying Game -
https://aws.amazon.com/training/digital/aws-cloud-quest/
[YOUTUBE] How to Play AWS Buildercards (2023) -
https://www.youtube.com/watch?v=Pn6w8-abgis&ab_channel=AWSforGames
Catan - Boardgame and Video Games - https://www.catan.com/
Dominion – Boardgame - https://boardgamegeek.com/boardgame/36218/dominion
Clank – Deck Building Adventure Game -
https://boardgamegeek.com/boardgame/201808/clank-deck-building-adventure
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Episode 090 - Amazon Keyspaces with Meet Bhagdev
Friday, July 14, 2023 • Duration 28:20
In this episode, Dave and Emily have an enlightening chat with Meet Bhagdev,
Principal Product Manager for Amazon Keyspaces at AWS. Venture with us into the world of
serverless Cassandra-compatible databases as we uncover the power and benefits of Amazon
Keyspaces.
Meet helps us understand what it's like to steer the product ship at AWS, and the journey he
embarked on to reach this exciting role. He dives into a rich developer-focused discussion
on how Amazon Keyspaces, with its seamless scalability and high availability, empowers
developers to build high-performing applications. Learn about new possibilities created by
the de-coupling of compute and storage and get up to speed on the latest multi-region
replication updates.
If thousands of requests per second, unlimited throughput, and boundless storage sound like
your ideal playground, don't miss this episode!
Meet on Twitter: https://twitter.com/meet_bhagdev
Meet on LinkedIn: https://www.linkedin.com/in/meet-bhagdev/
Meet’s Website: https://www.meetbhagdev.com/
Emily on Twitter: https://twitter.com/editingemily
Dave on Twitter: https://twitter.com/thedavedev
[BLOG] Announcing Amazon Keyspaces Multi-Region Replication -
https://aws.amazon.com/blogs/database/announcing-amazon-keyspaces-multi-region-replication/
[CASE STUDY] Venmo’s process of migrating to Amazon DocumentDB -
https://aws.amazon.com/blogs/database/venmos-process-of-migrating-to-amazon-documentdb-with-mongodb-compatibility/
[PORTAL] Amazon Keyspaces - https://aws.amazon.com/keyspaces/
[PORTAL] Apache Cassandra - Open Source NoSQL Database - https://cassandra.apache.org
[YOUTUBE] What is Amazon Keyspaces - https://www.youtube.com/watch?v=PYdLIvBHe2E
[YOUTUBE] How Intuit migrated to Amazon Keyspaces - https://youtu.be/AjsKP0Key6U?t=9
** ALERT ** New Developer Hackathon from July 1st through July 31st, 2023!
We're excited to announce the AWS Amplify hackathon in partnership with Hashnode. This is a
great opportunity to build your dream app and win exciting prizes! The hackathon is open to
everyone, and prizes include: $5, $5.5k worth of AWS credits, Hashnode swag, and AWS Amplify
swag. *** REGISTER HERE *** https://bit.ly/julydevhack
Subscribe:
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Episode 089 - Thoughts on Serverless with Brian Tarbox
Friday, June 30, 2023 • Duration 29:32
Join us in this insightful episode as we welcome back the inimitable Brian
Tarbox, an AWS Community Hero and Alexa Champion, whose expertise is steeped in over thirty
years of hands-on experience in the tech industry. With an impressive track record that
includes ten patents, a slew of papers under his belt, and the co-leadership of the Boston
AWS Meetup, Brian's insights are nothing short of invaluable.
In this lively and engaging conversation, Emily, Dave, and Brian traverse the burgeoning
landscape of technological terminology, exploring how definitions and interpretations have
evolved over time. Specifically, they delve into the concept of "Serverless" - a
term that, like many in our industry, has undergone significant transformation since its
inception. What does Serverless mean in 2023? Brian, with his deep knowledge and candid
demeanor, unpacks this in a way that is both easy to grasp and thought-provoking.
This episode is not just a feast for your ears, but also a metaphorical banquet, as Brian
masterfully utilizes metaphors to bring clarity to these often-complex concepts. It's a
lively and humorous ride through the often-puzzling labyrinth of tech jargon, punctuated by
heaps of fun and laughter.
So, whether you're a seasoned tech veteran or a curious newcomer, tune in to this episode
and savor the knowledge-rich discussion between Emily, Dave, and Brian. Be prepared to
laugh, learn, and see the tech world through a fresh lens. It's an episode you won't want to
miss!
Brian on LinkedIn: https://www.linkedin.com/in/briantarbox/
Brian’s Website: https://briantarbox.org/
Brian’s AWS Community Hero page:
https://aws.amazon.com/developer/community/heroes/brian-tarbox/
Brian’s Alexa Champion page: https://developer.amazon.com/en-US/alexa/champions/brian-tarbox
Emily on Twitter: https://twitter.com/editingemily
Dave on Twitter: https://twitter.com/thedavedev
[BLOG] Brian’s post for AWS Heroes - Time to Rethink Cattle vs. Pets (Serverless Edition) -
https://dev.to/aws-heroes/time-to-rethink-cattle-vs-pets-serverless-5c0j
[PODCAST] Episode 059 of AWS Developers Podcast – AWS CodeWhisperer with Brian Tarbox -
https://open.spotify.com/episode/2IAvSYwNchzEwqqylzun4F
** ALERT ** New Developer Hackathon from July 1st through July 31st, 2023!
We're excited to announce the AWS Amplify hackathon in partnership with Hashnode. This is a
great opportunity to build your dream app and win exciting prizes! The hackathon is open to
everyone, and prizes include: $5, $5.5k worth of AWS credits, Hashnode swag, and AWS Amplify
swag. *** REGISTER HERE *** https://bit.ly/julydevhack
Subscribe:
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Episode 088 - Starting a Cloud Career in AWS with Morgan Willis
Friday, June 23, 2023 • Duration 44:43
🎙️ In this exciting episode, our hosts Dave and the always charismatic Linda
Haviv embark on an exhilarating journey of AWS Learning with Morgan Willis, Principal Cloud
Technologist with Amazon Web Services and Training.
🌟 Looking to learn AWS? It can be such a daunting task, and where do you even know how to
start? Fear not! Morgan has a wealth of experience in this area and covers everything you
would ever want to know about learning AWS. Morgan has taught everything from bootcamps to
AWS corporate training and knowledge on the study materials you're using today. So, buckle
up and get ready to absorb Morgan's invaluable insights on how to learn cloud, AWS, and the
services that will pave the way to success in your career. 🎉
Morgan on Twitter: https://twitter.com/MorgantWillis
Morgan on Instagram: https://www.instagram.com/morganwilliscloud
Morgan on LinkedIn: https://www.linkedin.com/in/morgan-willis-001/
Linda on Twitter: https://twitter.com/lindavivah
Linda’s Website: https://lindavivah.com/
Linda on TikTok: https://www.tiktok.com/@lindavivah
Linda on Instagram: https://www.instagram.com/lindavivah/
Linda’s Medium: https://medium.com/@LindaVivah
Dave on Twitter: https://twitter.com/thedavedev
AWS Training Courses: https://aws.amazon.com/training/aws-training-partner-courses/
AWS Training on Coursera:
https://www.coursera.org/professional-certificates/aws-cloud-solutions-architect
AWS Skill Builder - Your Learning Center to Build In-Demand Cloud Skills:
https://explore.skillbuilder.aws/learn
Morgan’s Funny Infomercial - Building Containerized Applications on AWS:
https://www.youtube.com/watch?v=gRSo9ofuuZk
AWS Cloud Quest - Develop In-demand Cloud Skills in This Fun, Interactive Role-playing Game
- https://aws.amazon.com/training/digital/aws-cloud-quest/
Linda Walks us Through AWS Cloud Quest: https://bit.ly/lindacloudquest
AWS Certification -Validate Technical skills and Cloud Expertise to Grow Your Career and
Business: https://aws.amazon.com/certification/
AWS Jam - Put Your Skills to the Test by Solving Challenges That Emulate Real AWS Use-Cases:
https://aws.amazon.com/professional-services/jam/
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