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Werner Vogels’ Last re:Invent Keynote and the Six Qualities That Define Developers in the AI Era
Engineering·· 10 min

Werner Vogels’ Last re:Invent Keynote and the Six Qualities That Define Developers in the AI Era

His answer: absolutely not, if you evolve.

AI, Quotes and Vibecoding: How To Compare Software Proposals In 2026
Engineering·· 18 min

AI, Quotes and Vibecoding: How To Compare Software Proposals In 2026

Contracts with SLAs, uptime guarantees, or legal liability.

Trying ChatGPT Atlas? Here’s How to Run It Even If You Don’t Own a Mac with Apple Silicon
Engineering·· 14 min

Trying ChatGPT Atlas? Here’s How to Run It Even If You Don’t Own a Mac with Apple Silicon

Setup:

How to Keep a Copy of Your CodeCrafters Project on GitHub (While Still Pushing to CodeCrafters)
Engineering·· 9 min

How to Keep a Copy of Your CodeCrafters Project on GitHub (While Still Pushing to CodeCrafters)

You’ll see something like:

GenAI Doesn’t Learn by Magic: What ‘Learning’ Means, How It Happens, and What It Costs
Engineering·· 18 min

GenAI Doesn’t Learn by Magic: What ‘Learning’ Means, How It Happens, and What It Costs

Your stakeholder asked a reasonable question: “Will the AI system learn from our users and improve over time?” You said yes, because that sounds right.…

AI and Automation Are Redefining Risk and Compliance: Is Latin America Ready?
Engineering·· 12 min

AI and Automation Are Redefining Risk and Compliance: Is Latin America Ready?

Consider a typical scenario: A compliance team processes 10,000 transactions in a month. They flag 847 for manual review. Analysts spend three weeks…

Edge AI with AWS: IoT Greengrass vs Lambda@Edge for Production Deployments
Engineering·· 14 min

Edge AI with AWS: IoT Greengrass vs Lambda@Edge for Production Deployments

Your AI model needs to run closer to users. Latency from round-tripping to us-east-1 kills the user experience. You investigate AWS edge options and find…

AWS AI Infrastructure: Inferentia2 vs Trainium vs GPU for Production Workloads
Engineering·· 11 min

AWS AI Infrastructure: Inferentia2 vs Trainium vs GPU for Production Workloads

Your AI model runs great on a GPU instance in development. You deploy to production. Then finance asks why you’re spending $15,000/month on compute when AWS…

The Real Cost of Running AI Models on AWS: SageMaker Inference Deep Dive
Engineering·· 12 min

The Real Cost of Running AI Models on AWS: SageMaker Inference Deep Dive

Your AI model works perfectly in development. You deploy it to production. Three weeks later, your AWS bill arrives and SageMaker costs are 4x what you…

Deploying AI on AWS: SageMaker vs Bedrock vs Lambda – Which One When
Engineering·· 9 min

Deploying AI on AWS: SageMaker vs Bedrock vs Lambda – Which One When

Here’s a fast rule-of-thumb to guide your initial choice:

AWS Lambda Cold Start Optimization in 2025: What Actually Works
Engineering·· 8 min

AWS Lambda Cold Start Optimization in 2025: What Actually Works

Three approaches work, each with different tradeoffs.

Unlocking the Future of Real Estate Tokenization: RedSwan and ZirconTech at Stellar Meridian Rio 2025
Engineering·· 5 min

Unlocking the Future of Real Estate Tokenization: RedSwan and ZirconTech at Stellar Meridian Rio 2025

RedSwan Leads the Way with Real Estate Tokenization and ZirconTech integrates Stellar on its Blockchain Accelerators